From 1b974893d2df21fddd9b29456b1f1862b2142e1a Mon Sep 17 00:00:00 2001 From: Bohdan Agarkov Date: Mon, 26 Aug 2024 17:20:37 +0200 Subject: [PATCH] Added experimental retrieve_by_pydantic functionality. --- poetry.lock | 718 +++++++++++++++++++++++++++++++++++++++++- pyproject.toml | 3 + src/multion/client.py | 167 +++++++++- 3 files changed, 881 insertions(+), 7 deletions(-) diff --git a/poetry.lock b/poetry.lock index dadc5e2..31099e7 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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+27,9 @@ packages = [ { include = "multion", from = "src"} ] +[tool.poetry.group.dev.dependencies] +ipykernel = "^6.29.5" + [project.urls] Repository = 'https://github.com/MULTI-ON/multion-python' diff --git a/src/multion/client.py b/src/multion/client.py index 68d5255..a313048 100644 --- a/src/multion/client.py +++ b/src/multion/client.py @@ -5,6 +5,7 @@ WrappedSessionsClient, ) import agentops # type: ignore +import pydantic import os from .wrappers import wraps_function @@ -14,6 +15,8 @@ # this is used as the default value for optional parameters OMIT = typing.cast(typing.Any, ...) +T = typing.TypeVar("T", bound=pydantic.BaseModel) + class MultiOn(BaseMultiOn): """ @@ -49,14 +52,16 @@ def __init__( self, *args, agentops_api_key: typing.Optional[str] = os.getenv("AGENTOPS_API_KEY"), - **kwargs + **kwargs, ): super().__init__(*args, **kwargs) self._agentops_api_key = agentops_api_key self.sessions = WrappedSessionsClient( - client_wrapper=self._client_wrapper, use_agentops=self._agentops_api_key is not None) + client_wrapper=self._client_wrapper, + use_agentops=self._agentops_api_key is not None, + ) if self._agentops_api_key is not None: agentops.init( @@ -80,6 +85,7 @@ def browse(self, *args, **kwargs) -> BrowseOutput: @agentops.record_function(event_name="browse") def wrapped_browse(*args, **kwargs): return self._browse(*args, **kwargs) + return wrapped_browse(*args, **kwargs) return self._browse(*args, **kwargs) @@ -90,9 +96,156 @@ def retrieve(self, *args, **kwargs) -> RetrieveOutput: @agentops.record_function(event_name="retrieve") def wrapped_retrieve(*args, **kwargs): return self._retrieve(*args, **kwargs) + return wrapped_retrieve(*args, **kwargs) return self._retrieve(*args, **kwargs) + def _retrieve_by_pydantic( + self, + model: typing.Type[T], + attempts: int = 0, + retry_exception: typing.Optional[Exception] = None, + exception_data: typing.Optional[ + typing.List[typing.Dict[str, typing.Any]] + ] = None, + *args, + **kwargs, + ) -> T: + docstring = model.__doc__ + model_json_schema = model.model_json_schema() + + cmd = ( + f""" + {docstring} + + PYDANTIC OUTPUT SCHEMA: + {model_json_schema} + + OUTPUT INSTRUCTIONS: + You must output ONE dictionary, which has ONE key -- 'properties', and value which fulfills the pydantic schema. + + YOU MUST NEVER RETURN EMPTY LIST. + """ + if retry_exception is None + else f""" + Oops! User has tried (in previous request with same output schema) to retrieve data from you, but your output data validation by Pydantic has failed. + + You have previously returned this data (your output): {exception_data} + + ValidationError message from Pydantic model (or ValueError, if you returned an empty list), when it tried to validate your output: {retry_exception} + + PLEASE, try again considering the above information. (If you see IndexError it means that you returned an empty list.) + + PLEASE, output same data where there is no validation error, while output NEW DATA where there is a validation error, considering the exception message. + + For example, if you got error for regex pattern mismatch -- return data which satisfies the regex pattern. + + User command: + {docstring} + + PYDANTIC OUTPUT SCHEMA: + {model_json_schema} + + OUTPUT INSTRUCTIONS: + You must output ONE dictionary, which has ONE key -- 'properties', and value which fulfills the pydantic schema. + + YOU MUST NEVER RETURN EMPTY LIST. + """ + ) + + kwargs["cmd"] = cmd + kwargs["fields"] = ["properties"] + + retrieve_output = super().retrieve(*args, **kwargs) + + try: + if not retrieve_output.data or not isinstance(retrieve_output.data, list): + raise ValueError("Invalid data structure in retrieve_output") + + properties = retrieve_output.data[0].get("properties") + if not properties: + raise ValueError("No 'properties' found in retrieve_output") + + return model.model_validate(properties) + except (pydantic.ValidationError, ValueError, IndexError) as e: + if attempts <= 0: + raise ValueError(f"Failed to validate output after all attempts: {e}") + else: + return self._retrieve_by_pydantic( + model=model, + attempts=attempts - 1, + retry_exception=e, + exception_data=retrieve_output.data, + *args, + **kwargs, + ) + + def retrieve_by_pydantic( + self, model: typing.Type[T], attempts: int = 1, *args, **kwargs + ) -> T: + """ + Retrieve data from webpage based on a url and natural language command that guides agents data extraction process. + + The function can create a new session or be used as part of a session. + + Parameters + ---------- + model : Type[T] (child of pydantic.BaseModel) + The pydantic model to use for the retrieval. Use docstring for 'cmd' parameter. + + attempts : typing.Optional[int] + The number of attempts to make to retrieve the data if data is not validated. (Default: 1) + + url : typing.Optional[str] + The URL to create or continue session from. + + session_id : typing.Optional[str] + Continues the session with session_id if provided. + + local : typing.Optional[bool] + Boolean flag to indicate if session to be run locally or in the cloud (Default: False). If set to true, the session will be run locally via your chrome extension. If set to false, the session will be run in the cloud. + + format : typing.Optional[Format] + + max_items : typing.Optional[float] + Maximum number of data items to retrieve. (Default: 100) + + full_page : typing.Optional[bool] + Flag to retrieve full page (Default: True). If set to false, the data will only be retrieved from the current session viewport. + + render_js : typing.Optional[bool] + Flag to include rich JS and ARIA elements in data retrieved. (Default: False) + + scroll_to_bottom : typing.Optional[bool] + Flag to scroll to the bottom of the page (Default: False). If set to true, the page will be scrolled to the bottom for a maximum of 5 seconds before data is retrieved. + + mode : typing.Optional[str] + The mode you would like to use for the session. 'standard', 'fast' or 'ludicrous' + + include_screenshot : typing.Optional[bool] + Flag to include a screenshot with the response. (Default: False) + + request_options : typing.Optional[RequestOptions] + Request-specific configuration. + + Returns + ------- + Type[T] (child of pydantic.BaseModel) : Your filled pydantic query. + """ + if self._agentops_api_key is not None: + agentops.start_session(tags=["multion-sdk"]) + + @agentops.record_function(event_name="retrieve_by_pydantic") + def wrapped_retrieve_by_pydantic(*args, **kwargs): + return self._retrieve_by_pydantic( + model=model, attempts=attempts, *args, **kwargs + ) + + return wrapped_retrieve_by_pydantic(*args, **kwargs) + return self._retrieve_by_pydantic( + model=model, attempts=attempts, *args, **kwargs + ) + class AsyncMultiOn(AsyncBaseMultiOn): """ @@ -128,12 +281,14 @@ def __init__( self, *args, agentops_api_key: typing.Optional[str] = os.getenv("AGENTOPS_API_KEY"), - **kwargs + **kwargs, ): super().__init__(*args, **kwargs) self._agentops_api_key = agentops_api_key - self.sessions = WrappedAsyncSessionsClient(client_wrapper=self._client_wrapper, - use_agentops=self._agentops_api_key is not None) + self.sessions = WrappedAsyncSessionsClient( + client_wrapper=self._client_wrapper, + use_agentops=self._agentops_api_key is not None, + ) if agentops_api_key is not None: agentops.init( api_key=agentops_api_key, @@ -156,6 +311,7 @@ async def browse(self, *args, **kwargs) -> BrowseOutput: @agentops.record_function(event_name="browse") async def wrapped_browse(*args, **kwargs): return await self._browse(*args, **kwargs) + return await wrapped_browse(*args, **kwargs) return await self._browse(*args, **kwargs) @@ -166,5 +322,6 @@ async def retrieve(self, *args, **kwargs) -> RetrieveOutput: @agentops.record_function(event_name="retrieve") async def wrapped_retrieve(*args, **kwargs): return await self._retrieve(*args, **kwargs) # type: ignore + return await wrapped_retrieve(*args, **kwargs) return await self._retrieve(*args, **kwargs) # type: ignore