From 58aa7e09dff65b5945cc95f6a322dd5226019e75 Mon Sep 17 00:00:00 2001 From: Matthew Zhou Date: Wed, 2 Oct 2024 20:58:03 -0700 Subject: [PATCH] feat: Add integration with Composio tools (#1820) Co-authored-by: Matt Zhou Co-authored-by: Sarah Wooders --- .github/workflows/tests.yml | 1 + examples/composio_tool_usage.py | 77 +++++ letta/functions/helpers.py | 48 ++- letta/llm_api/openai.py | 2 + letta/schemas/tool.py | 49 +++ poetry.lock | 548 ++++++++++++++++++++++++++++++-- pyproject.toml | 4 +- tests/test_new_client.py | 21 ++ 8 files changed, 726 insertions(+), 24 deletions(-) create mode 100644 examples/composio_tool_usage.py diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index 2e92bb9e..a3717282 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -2,6 +2,7 @@ name: Run All pytest Tests env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + COMPOSIO_API_KEY: ${{ secrets.COMPOSIO_API_KEY }} on: push: diff --git a/examples/composio_tool_usage.py b/examples/composio_tool_usage.py new file mode 100644 index 00000000..e72a31d2 --- /dev/null +++ b/examples/composio_tool_usage.py @@ -0,0 +1,77 @@ +import json +import uuid + +from letta import create_client +from letta.schemas.memory import ChatMemory +from letta.schemas.tool import Tool + +""" +Setup here. +""" +# Create a `LocalClient` (you can also use a `RESTClient`, see the letta_rest_client.py example) +client = create_client() + +# Generate uuid for agent name for this example +namespace = uuid.NAMESPACE_DNS +agent_uuid = str(uuid.uuid5(namespace, "letta-composio-tooling-example")) + +# Clear all agents +for agent_state in client.list_agents(): + if agent_state.name == agent_uuid: + client.delete_agent(agent_id=agent_state.id) + print(f"Deleted agent: {agent_state.name} with ID {str(agent_state.id)}") + + +""" +This example show how you can add Composio tools . + +First, make sure you have Composio and some of the extras downloaded. +``` +poetry install --extras "external-tools" +``` +then setup letta with `letta configure`. + +Aditionally, this example stars a Github repo on your behalf. You will need to configure Composio in your environment. +``` +composio login +composio add github +``` + +Last updated Oct 2, 2024. Please check `composio` documentation for any composio related issues. +""" + + +def main(): + from composio_langchain import Action + + # Add the composio tool + tool = Tool.get_composio_tool(action=Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER) + + # create tool + client.add_tool(tool) + + persona = f""" + My name is Letta. + + I am a personal assistant that helps star repos on Github. It is my job to correctly input the owner and repo to the {tool.name} tool based on the user's request. + + Don’t forget - inner monologue / inner thoughts should always be different than the contents of send_message! send_message is how you communicate with the user, whereas inner thoughts are your own personal inner thoughts. + """ + + # Create an agent + agent_state = client.create_agent(name=agent_uuid, memory=ChatMemory(human="My name is Matt.", persona=persona), tools=[tool.name]) + print(f"Created agent: {agent_state.name} with ID {str(agent_state.id)}") + + # Send a message to the agent + send_message_response = client.user_message(agent_id=agent_state.id, message="Star a repo composio with owner composiohq on GitHub") + for message in send_message_response.messages: + response_json = json.dumps(message.model_dump(), indent=4) + print(f"{response_json}\n") + + # Delete agent + client.delete_agent(agent_id=agent_state.id) + print(f"Deleted agent: {agent_state.name} with ID {str(agent_state.id)}") + + +if __name__ == "__main__": + main() diff --git a/letta/functions/helpers.py b/letta/functions/helpers.py index e9f41e01..feeb2c8a 100644 --- a/letta/functions/helpers.py +++ b/letta/functions/helpers.py @@ -3,6 +3,31 @@ from typing import Any, Optional, Union from pydantic import BaseModel +def generate_composio_tool_wrapper(action: "ActionType") -> tuple[str, str]: + # Instantiate the object + tool_instantiation_str = f"composio_toolset.get_tools(actions=[Action.{action.name}])[0]" + + # Generate func name + func_name = f"run_{action.name}" + + wrapper_function_str = f""" +def {func_name}(**kwargs): + if 'self' in kwargs: + del kwargs['self'] + from composio import Action, App, Tag + from composio_langchain import ComposioToolSet + + composio_toolset = ComposioToolSet() + tool = {tool_instantiation_str} + tool.func(**kwargs) + """ + + # Compile safety check + assert_code_gen_compilable(wrapper_function_str) + + return func_name, wrapper_function_str + + def generate_langchain_tool_wrapper( tool: "LangChainBaseTool", additional_imports_module_attr_map: dict[str, str] = None ) -> tuple[str, str]: @@ -28,6 +53,10 @@ def {func_name}(**kwargs): {tool_instantiation} {run_call} """ + + # Compile safety check + assert_code_gen_compilable(wrapper_function_str) + return func_name, wrapper_function_str @@ -48,14 +77,26 @@ def generate_crewai_tool_wrapper(tool: "CrewAIBaseTool", additional_imports_modu def {func_name}(**kwargs): if 'self' in kwargs: del kwargs['self'] + import importlib {import_statement} {extra_module_imports} {tool_instantiation} {run_call} """ + + # Compile safety check + assert_code_gen_compilable(wrapper_function_str) + return func_name, wrapper_function_str +def assert_code_gen_compilable(code_str): + try: + compile(code_str, "", "exec") + except SyntaxError as e: + print(f"Syntax error in code: {e}") + + def assert_all_classes_are_imported( tool: Union["LangChainBaseTool", "CrewAIBaseTool"], additional_imports_module_attr_map: dict[str, str] ) -> None: @@ -129,7 +170,7 @@ def generate_imported_tool_instantiation_call_str(obj: Any) -> Optional[str]: # e.g. {arg}={value} # The reason why this is recursive, is because the value can be another BaseModel that we need to stringify model_name = obj.__class__.__name__ - fields = dict(obj) + fields = obj.dict() # Generate code for each field, skipping empty or None values field_assignments = [] for arg, value in fields.items(): @@ -168,6 +209,11 @@ def generate_imported_tool_instantiation_call_str(obj: Any) -> Optional[str]: print( f"[WARNING] Skipping parsing unknown class {obj.__class__.__name__} (does not inherit from the Pydantic BaseModel and is not a basic Python type)" ) + if obj.__class__.__name__ == "function": + import inspect + + print(inspect.getsource(obj)) + return None diff --git a/letta/llm_api/openai.py b/letta/llm_api/openai.py index 2ab5f653..49d00f37 100644 --- a/letta/llm_api/openai.py +++ b/letta/llm_api/openai.py @@ -419,6 +419,8 @@ def openai_chat_completions_request( try: response = requests.post(url, headers=headers, json=data) printd(f"response = {response}, response.text = {response.text}") + # print(json.dumps(data, indent=4)) + # raise requests.exceptions.HTTPError response.raise_for_status() # Raises HTTPError for 4XX/5XX status response = response.json() # convert to dict from string diff --git a/letta/schemas/tool.py b/letta/schemas/tool.py index e445955c..7f2aa0f0 100644 --- a/letta/schemas/tool.py +++ b/letta/schemas/tool.py @@ -3,6 +3,7 @@ from typing import Dict, List, Optional from pydantic import Field from letta.functions.helpers import ( + generate_composio_tool_wrapper, generate_crewai_tool_wrapper, generate_langchain_tool_wrapper, ) @@ -57,6 +58,54 @@ class Tool(BaseTool): ) ) + @classmethod + def get_composio_tool( + cls, + action: "ActionType", + ) -> "Tool": + """ + Class method to create an instance of Letta-compatible Composio Tool. + Check https://docs.composio.dev/introduction/intro/overview to look at options for get_composio_tool + + This function will error if we find more than one tool, or 0 tools. + + Args: + action ActionType: A action name to filter tools by. + Returns: + Tool: A Letta Tool initialized with attributes derived from the Composio tool. + """ + from composio_langchain import ComposioToolSet + + composio_toolset = ComposioToolSet() + composio_tools = composio_toolset.get_tools(actions=[action]) + + assert len(composio_tools) > 0, "User supplied parameters do not match any Composio tools" + assert len(composio_tools) == 1, f"User supplied parameters match too many Composio tools; {len(composio_tools)} > 1" + + composio_tool = composio_tools[0] + + description = composio_tool.description + source_type = "python" + tags = ["composio"] + wrapper_func_name, wrapper_function_str = generate_composio_tool_wrapper(action) + json_schema = generate_schema_from_args_schema(composio_tool.args_schema, name=wrapper_func_name, description=description) + + # append heartbeat (necessary for triggering another reasoning step after this tool call) + json_schema["parameters"]["properties"]["request_heartbeat"] = { + "type": "boolean", + "description": "Request an immediate heartbeat after function execution. Set to 'true' if you want to send a follow-up message or run a follow-up function.", + } + json_schema["parameters"]["required"].append("request_heartbeat") + + return cls( + name=wrapper_func_name, + description=description, + source_type=source_type, + tags=tags, + source_code=wrapper_function_str, + json_schema=json_schema, + ) + @classmethod def from_langchain(cls, langchain_tool: "LangChainBaseTool", additional_imports_module_attr_map: dict[str, str] = None) -> "Tool": """ diff --git a/poetry.lock b/poetry.lock index 3a76f7c5..218b9059 100644 --- a/poetry.lock +++ b/poetry.lock @@ -269,22 +269,22 @@ files = [ [[package]] name = "attrs" -version = "24.2.0" +version = "23.2.0" description = "Classes Without Boilerplate" optional = false python-versions = ">=3.7" files = [ - {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"}, - {file = "attrs-24.2.0.tar.gz", hash = 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96ff9ab2..d3501385 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -74,6 +74,8 @@ llama-index-embeddings-ollama = "^0.3.1" wikipedia = {version = "^1.4.0", optional = true} langchain = {version = "^0.2.16", optional = true} langchain-community = {version = "^0.2.17", optional = true} +composio-langchain = "^0.5.28" +composio-core = "^0.5.28" [tool.poetry.extras] #local = ["llama-index-embeddings-huggingface"] @@ -84,7 +86,7 @@ server = ["websockets", "fastapi", "uvicorn"] autogen = ["pyautogen"] qdrant = ["qdrant-client"] ollama = ["llama-index-embeddings-ollama"] -external-tools = ["crewai", "docker", "crewai-tools", "langchain", "wikipedia", "langchain-community"] +external-tools = ["crewai", "docker", "crewai-tools", "langchain", "wikipedia", "langchain-community", "composio-core", "composio-langchain"] tests = ["wikipedia"] [tool.poetry.group.dev.dependencies] diff --git a/tests/test_new_client.py b/tests/test_new_client.py index ee970354..236c8255 100644 --- a/tests/test_new_client.py +++ b/tests/test_new_client.py @@ -260,6 +260,27 @@ def test_tools(client): # assert len(client.list_tools()) == orig_tool_length +def test_tools_from_composio_basic(client): + from composio_langchain import Action + + from letta.schemas.tool import Tool + + # Create a `LocalClient` (you can also use a `RESTClient`, see the letta_rest_client.py example) + client = create_client() + + tool = Tool.get_composio_tool(action=Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER) + + # create tool + client.add_tool(tool) + + # list tools + tools = client.list_tools() + assert tool.name in [t.name for t in tools] + + # We end the test here as composio requires login to use the tools + # The tool creation includes a compile safety check, so if this test doesn't error out, at least the code is compilable + + def test_tools_from_crewai(client): # create crewAI tool