From cc93194af2e3f00c7e70cde7ebeb1cf2d813da15 Mon Sep 17 00:00:00 2001
From: Gabriel Fior <fior.gbm@gmail.com>
Date: Tue, 12 Mar 2024 09:05:25 -0300
Subject: [PATCH 1/4] Added Ollama integrations to Langchain and LLamaIndex

---
 poetry.lock                                   | 247 +++++++++++++++++-
 .../agents/langchain_agent.py                 |   4 +-
 .../agents/llamaindex_agent.py                |   5 +-
 .../agents/ollama_langchain_agent.py          |  10 +
 .../agents/ollama_llamaindex_agent.py         |  10 +
 pyproject.toml                                |   2 +
 6 files changed, 272 insertions(+), 6 deletions(-)
 create mode 100644 prediction_market_agent/agents/ollama_langchain_agent.py
 create mode 100644 prediction_market_agent/agents/ollama_llamaindex_agent.py

diff --git a/poetry.lock b/poetry.lock
index 3840e80c..b258ebc9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2013,6 +2013,39 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
+name = "huggingface-hub"
+version = "0.21.4"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = false
+python-versions = ">=3.8.0"
+files = [
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+    {file = "huggingface_hub-0.21.4.tar.gz", hash = "sha256:e1f4968c93726565a80edf6dc309763c7b546d0cfe79aa221206034d50155531"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = ">=2023.5.0"
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+hf-transfer = ["hf-transfer (>=0.1.4)"]
+inference = ["aiohttp", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors", "torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
 [[package]]
 name = "idna"
 version = "3.6"
@@ -2394,6 +2427,32 @@ files = [
 pydantic = ">=1,<3"
 requests = ">=2,<3"
 
+[[package]]
+name = "litellm"
+version = "1.30.7"
+description = "Library to easily interface with LLM API providers"
+optional = false
+python-versions = ">=3.8, !=2.7.*, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*, !=3.7.*"
+files = [
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+    {file = "litellm-1.30.7.tar.gz", hash = "sha256:2ea7e6e363da96e56ebe5ff102f6945925465c9aa3729158c0c707cefe7197e8"},
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+
+[package.dependencies]
+aiohttp = "*"
+click = "*"
+importlib-metadata = ">=6.8.0"
+jinja2 = ">=3.1.2,<4.0.0"
+openai = ">=1.0.0"
+python-dotenv = ">=0.2.0"
+requests = ">=2.31.0,<3.0.0"
+tiktoken = ">=0.4.0"
+tokenizers = "*"
+
+[package.extras]
+extra-proxy = ["streamlit (>=1.29.0,<2.0.0)"]
+proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "fastapi (>=0.104.1,<0.105.0)", "fastapi-sso (>=0.10.0,<0.11.0)", "gunicorn (>=21.2.0,<22.0.0)", "orjson (>=3.9.7,<4.0.0)", "python-multipart (>=0.0.6,<0.0.7)", "pyyaml (>=6.0.1,<7.0.0)", "rq", "uvicorn (>=0.22.0,<0.23.0)"]
+
 [[package]]
 name = "llama-index"
 version = "0.9.48"
@@ -2433,6 +2492,64 @@ local-models = ["optimum[onnxruntime] (>=1.13.2,<2.0.0)", "sentencepiece (>=0.1.
 postgres = ["asyncpg (>=0.28.0,<0.29.0)", "pgvector (>=0.1.0,<0.2.0)", "psycopg2-binary (>=2.9.9,<3.0.0)"]
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+[[package]]
+name = "llama-index-core"
+version = "0.10.18.post1"
+description = "Interface between LLMs and your data"
+optional = false
+python-versions = ">=3.8.1,<4.0"
+files = [
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+[package.dependencies]
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+dataclasses-json = "*"
+deprecated = ">=1.2.9.3"
+dirtyjson = ">=1.0.8,<2.0.0"
+fsspec = ">=2023.5.0"
+httpx = "*"
+llamaindex-py-client = ">=0.1.13,<0.2.0"
+nest-asyncio = ">=1.5.8,<2.0.0"
+networkx = ">=3.0"
+nltk = ">=3.8.1,<4.0.0"
+numpy = "*"
+openai = ">=1.1.0"
+pandas = "*"
+pillow = ">=9.0.0"
+PyYAML = ">=6.0.1"
+requests = ">=2.31.0"
+SQLAlchemy = {version = ">=1.4.49", extras = ["asyncio"]}
+tenacity = ">=8.2.0,<9.0.0"
+tiktoken = ">=0.3.3"
+tqdm = ">=4.66.1,<5.0.0"
+typing-extensions = ">=4.5.0"
+typing-inspect = ">=0.8.0"
+
+[package.extras]
+gradientai = ["gradientai (>=1.4.0)"]
+html = ["beautifulsoup4 (>=4.12.2,<5.0.0)"]
+langchain = ["langchain (>=0.0.303)"]
+local-models = ["optimum[onnxruntime] (>=1.13.2,<2.0.0)", "sentencepiece (>=0.1.99,<0.2.0)", "transformers[torch] (>=4.33.1,<5.0.0)"]
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+
+[[package]]
+name = "llamaindex-py-client"
+version = "0.1.13"
+description = ""
+optional = false
+python-versions = ">=3.8,<4.0"
+files = [
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+
+[package.dependencies]
+httpx = ">=0.20.0"
+pydantic = ">=1.10"
+
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 name = "lru-dict"
 version = "1.2.0"
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 blobfile = ["blobfile (>=2)"]
 
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+    {file = "tokenizers-0.15.2.tar.gz", hash = "sha256:e6e9c6e019dd5484be5beafc775ae6c925f4c69a3487040ed09b45e13df2cb91"},
+]
+
+[package.dependencies]
+huggingface_hub = ">=0.16.4,<1.0"
+
+[package.extras]
+dev = ["tokenizers[testing]"]
+docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -5684,4 +5927,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10.0"
-content-hash = "b048c95c66125788554b431580ab67469d71259c6705e021e9281c91d5ae02b0"
+content-hash = "e19393927a31a6eb93166d3506065ce6acb42e6029b066fa9c7a40c033b0b6dc"
diff --git a/prediction_market_agent/agents/langchain_agent.py b/prediction_market_agent/agents/langchain_agent.py
index bae9964b..48bdfd52 100644
--- a/prediction_market_agent/agents/langchain_agent.py
+++ b/prediction_market_agent/agents/langchain_agent.py
@@ -7,9 +7,9 @@
 
 
 class LangChainAgent(AbstractAgent):
-    def __init__(self) -> None:
+    def __init__(self, llm=None) -> None:
         keys = utils.APIKeys()
-        llm = OpenAI(openai_api_key=keys.openai_api_key)
+        llm = OpenAI(openai_api_key=keys.openai_api_key) if not llm else llm
         # Can use pre-defined search tool
         # TODO: Tavily tool could give better results
         # https://docs.tavily.com/docs/tavily-api/langchain
diff --git a/prediction_market_agent/agents/llamaindex_agent.py b/prediction_market_agent/agents/llamaindex_agent.py
index 6cce6323..9d9e3db1 100644
--- a/prediction_market_agent/agents/llamaindex_agent.py
+++ b/prediction_market_agent/agents/llamaindex_agent.py
@@ -10,10 +10,11 @@
 
 
 class LlamaIndexAgent(AbstractAgent):
-    def __init__(self) -> None:
+    def __init__(self, llm=None) -> None:
         google_search_tool = FunctionTool.from_defaults(fn=google_search)
         web_scraping_tool = FunctionTool.from_defaults(fn=web_scrape)
-        llm = OpenAI(model="gpt-3.5-turbo-0613")
+        if not llm:
+            llm = OpenAI(model="gpt-3.5-turbo-0613")
         self._agent = OpenAIAgent.from_tools(
             tools=[google_search_tool, web_scraping_tool],
             llm=llm,
diff --git a/prediction_market_agent/agents/ollama_langchain_agent.py b/prediction_market_agent/agents/ollama_langchain_agent.py
new file mode 100644
index 00000000..9b75d2c4
--- /dev/null
+++ b/prediction_market_agent/agents/ollama_langchain_agent.py
@@ -0,0 +1,10 @@
+from langchain_community.llms.ollama import Ollama
+
+from prediction_market_agent.agents.langchain_agent import LangChainAgent
+
+
+class OllamaLangChainAgent(LangChainAgent):
+    def __init__(self) -> None:
+        # Make sure Ollama is running locally
+        llm = Ollama(model='mistral', base_url='http://localhost:11434') # Mistral since it supports function calling
+        super().__init__(llm=llm)
diff --git a/prediction_market_agent/agents/ollama_llamaindex_agent.py b/prediction_market_agent/agents/ollama_llamaindex_agent.py
new file mode 100644
index 00000000..a25f90cd
--- /dev/null
+++ b/prediction_market_agent/agents/ollama_llamaindex_agent.py
@@ -0,0 +1,10 @@
+from llama_index.llms.ollama import Ollama
+
+from prediction_market_agent.agents.llamaindex_agent import LlamaIndexAgent
+
+
+class OllamaLlamaIndexAgent(LlamaIndexAgent):
+    def __init__(self, ollama_model_name: str = "tinyllama") -> None:
+        # Make sure ollama is running locally
+        llm = Ollama(model=ollama_model_name, request_timeout=30.0)
+        super().__init__(llm=llm)
diff --git a/pyproject.toml b/pyproject.toml
index 3eb4ee58..ab59f865 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,6 +39,8 @@ prediction-market-agent-tooling = "0.2.6"
 pydantic-settings = "^2.1.0"
 autoflake = "^2.2.1"
 isort = "^5.13.2"
+litellm = "^1.30.7"
+llama-index-core = "^0.10.18.post1"
 
 [build-system]
 requires = ["poetry-core"]

From 7e1d5994a62ee70be77093f2ea9baa5a8d9cd8fb Mon Sep 17 00:00:00 2001
From: Gabriel Fior <fior.gbm@gmail.com>
Date: Tue, 12 Mar 2024 09:30:31 -0300
Subject: [PATCH 2/4] Removed Llama index integration

---
 poetry.lock                                   | 247 +-----------------
 .../agents/llamaindex_agent.py                |   5 +-
 .../agents/ollama_llamaindex_agent.py         |  10 -
 pyproject.toml                                |   2 -
 4 files changed, 4 insertions(+), 260 deletions(-)
 delete mode 100644 prediction_market_agent/agents/ollama_llamaindex_agent.py

diff --git a/poetry.lock b/poetry.lock
index b258ebc9..3840e80c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2013,39 +2013,6 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
-[[package]]
-name = "huggingface-hub"
-version = "0.21.4"
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-    {file = "tokenizers-0.15.2.tar.gz", hash = "sha256:e6e9c6e019dd5484be5beafc775ae6c925f4c69a3487040ed09b45e13df2cb91"},
-]
-
-[package.dependencies]
-huggingface_hub = ">=0.16.4,<1.0"
-
-[package.extras]
-dev = ["tokenizers[testing]"]
-docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"]
-testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
-
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -5927,4 +5684,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10.0"
-content-hash = "e19393927a31a6eb93166d3506065ce6acb42e6029b066fa9c7a40c033b0b6dc"
+content-hash = "b048c95c66125788554b431580ab67469d71259c6705e021e9281c91d5ae02b0"
diff --git a/prediction_market_agent/agents/llamaindex_agent.py b/prediction_market_agent/agents/llamaindex_agent.py
index 9d9e3db1..6cce6323 100644
--- a/prediction_market_agent/agents/llamaindex_agent.py
+++ b/prediction_market_agent/agents/llamaindex_agent.py
@@ -10,11 +10,10 @@
 
 
 class LlamaIndexAgent(AbstractAgent):
-    def __init__(self, llm=None) -> None:
+    def __init__(self) -> None:
         google_search_tool = FunctionTool.from_defaults(fn=google_search)
         web_scraping_tool = FunctionTool.from_defaults(fn=web_scrape)
-        if not llm:
-            llm = OpenAI(model="gpt-3.5-turbo-0613")
+        llm = OpenAI(model="gpt-3.5-turbo-0613")
         self._agent = OpenAIAgent.from_tools(
             tools=[google_search_tool, web_scraping_tool],
             llm=llm,
diff --git a/prediction_market_agent/agents/ollama_llamaindex_agent.py b/prediction_market_agent/agents/ollama_llamaindex_agent.py
deleted file mode 100644
index a25f90cd..00000000
--- a/prediction_market_agent/agents/ollama_llamaindex_agent.py
+++ /dev/null
@@ -1,10 +0,0 @@
-from llama_index.llms.ollama import Ollama
-
-from prediction_market_agent.agents.llamaindex_agent import LlamaIndexAgent
-
-
-class OllamaLlamaIndexAgent(LlamaIndexAgent):
-    def __init__(self, ollama_model_name: str = "tinyllama") -> None:
-        # Make sure ollama is running locally
-        llm = Ollama(model=ollama_model_name, request_timeout=30.0)
-        super().__init__(llm=llm)
diff --git a/pyproject.toml b/pyproject.toml
index ab59f865..3eb4ee58 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,8 +39,6 @@ prediction-market-agent-tooling = "0.2.6"
 pydantic-settings = "^2.1.0"
 autoflake = "^2.2.1"
 isort = "^5.13.2"
-litellm = "^1.30.7"
-llama-index-core = "^0.10.18.post1"
 
 [build-system]
 requires = ["poetry-core"]

From 1e662f698326a67573ee6e9ddc12b194314918d4 Mon Sep 17 00:00:00 2001
From: Gabriel Fior <fior.gbm@gmail.com>
Date: Tue, 12 Mar 2024 09:43:38 -0300
Subject: [PATCH 3/4] Fixed mypy and black

---
 prediction_market_agent/agents/langchain_agent.py        | 5 ++++-
 prediction_market_agent/agents/ollama_langchain_agent.py | 4 +++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/prediction_market_agent/agents/langchain_agent.py b/prediction_market_agent/agents/langchain_agent.py
index 48bdfd52..997cca27 100644
--- a/prediction_market_agent/agents/langchain_agent.py
+++ b/prediction_market_agent/agents/langchain_agent.py
@@ -1,5 +1,8 @@
+from typing import Optional
+
 from langchain.agents import AgentType, initialize_agent, load_tools
 from langchain_community.llms import OpenAI
+from langchain_core.language_models import BaseLLM
 from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 
 from prediction_market_agent import utils
@@ -7,7 +10,7 @@
 
 
 class LangChainAgent(AbstractAgent):
-    def __init__(self, llm=None) -> None:
+    def __init__(self, llm: Optional[BaseLLM] = None) -> None:
         keys = utils.APIKeys()
         llm = OpenAI(openai_api_key=keys.openai_api_key) if not llm else llm
         # Can use pre-defined search tool
diff --git a/prediction_market_agent/agents/ollama_langchain_agent.py b/prediction_market_agent/agents/ollama_langchain_agent.py
index 9b75d2c4..92682e19 100644
--- a/prediction_market_agent/agents/ollama_langchain_agent.py
+++ b/prediction_market_agent/agents/ollama_langchain_agent.py
@@ -6,5 +6,7 @@
 class OllamaLangChainAgent(LangChainAgent):
     def __init__(self) -> None:
         # Make sure Ollama is running locally
-        llm = Ollama(model='mistral', base_url='http://localhost:11434') # Mistral since it supports function calling
+        llm = Ollama(
+            model="mistral", base_url="http://localhost:11434"
+        )  # Mistral since it supports function calling
         super().__init__(llm=llm)

From 8f6f9042ce6b6bb91463ba26232b40faa45a91a4 Mon Sep 17 00:00:00 2001
From: Gabriel Fior <fior.gbm@gmail.com>
Date: Tue, 12 Mar 2024 09:48:05 -0300
Subject: [PATCH 4/4] Added Ollama is running check

---
 prediction_market_agent/agents/ollama_langchain_agent.py | 5 +++++
 prediction_market_agent/tools/ollama_utils.py            | 6 ++++++
 2 files changed, 11 insertions(+)
 create mode 100644 prediction_market_agent/tools/ollama_utils.py

diff --git a/prediction_market_agent/agents/ollama_langchain_agent.py b/prediction_market_agent/agents/ollama_langchain_agent.py
index 92682e19..7c6b65f6 100644
--- a/prediction_market_agent/agents/ollama_langchain_agent.py
+++ b/prediction_market_agent/agents/ollama_langchain_agent.py
@@ -1,11 +1,16 @@
 from langchain_community.llms.ollama import Ollama
 
 from prediction_market_agent.agents.langchain_agent import LangChainAgent
+from prediction_market_agent.tools.ollama_utils import is_ollama_running
 
 
 class OllamaLangChainAgent(LangChainAgent):
     def __init__(self) -> None:
         # Make sure Ollama is running locally
+        if not is_ollama_running():
+            raise EnvironmentError(
+                "Ollama is not running, cannot instantiate Ollama agent"
+            )
         llm = Ollama(
             model="mistral", base_url="http://localhost:11434"
         )  # Mistral since it supports function calling
diff --git a/prediction_market_agent/tools/ollama_utils.py b/prediction_market_agent/tools/ollama_utils.py
new file mode 100644
index 00000000..efe73d56
--- /dev/null
+++ b/prediction_market_agent/tools/ollama_utils.py
@@ -0,0 +1,6 @@
+import requests
+
+
+def is_ollama_running(base_url: str = "http://localhost:11434") -> bool:
+    r = requests.get(f"{base_url}/api/tags")
+    return r.status_code == 200