From c9701f490c0580fbe58d49076f0b4f0ffd622df4 Mon Sep 17 00:00:00 2001 From: Matthew Zhou Date: Thu, 17 Oct 2024 10:26:37 -0700 Subject: [PATCH] feat: Add default external tools (#1899) Co-authored-by: Matt Zhou --- examples/langchain_tool_usage.py | 4 + letta/cli/cli.py | 1 - letta/constants.py | 2 +- letta/functions/helpers.py | 6 +- .../llm_chat_completion_wrappers/chatml.py | 2 +- .../configurable_wrapper.py | 2 +- letta/schemas/tool.py | 36 +- letta/server/server.py | 19 + letta/settings.py | 3 + poetry.lock | 2047 +++++++++-------- 10 files changed, 1162 insertions(+), 960 deletions(-) diff --git a/examples/langchain_tool_usage.py b/examples/langchain_tool_usage.py index d77240b9..e6cd94de 100644 --- a/examples/langchain_tool_usage.py +++ b/examples/langchain_tool_usage.py @@ -2,6 +2,8 @@ import json import uuid from letta import create_client +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.llm_config import LLMConfig from letta.schemas.memory import ChatMemory from letta.schemas.tool import Tool @@ -38,6 +40,8 @@ def main(): # Create a `LocalClient` (you can also use a `RESTClient`, see the letta_rest_client.py example) client = create_client() + client.set_default_llm_config(LLMConfig.default_config("gpt-4o-mini")) + client.set_default_embedding_config(EmbeddingConfig.default_config(provider="openai")) # create tool client.add_tool(wikipedia_query_tool) diff --git a/letta/cli/cli.py b/letta/cli/cli.py index 04dbf359..96451717 100644 --- a/letta/cli/cli.py +++ b/letta/cli/cli.py @@ -49,7 +49,6 @@ def server( ade: Annotated[bool, typer.Option(help="Allows remote access")] = False, ): """Launch a Letta server process""" - if type == ServerChoice.rest_api: pass diff --git a/letta/constants.py b/letta/constants.py index d7670eb7..9db6b7bb 100644 --- a/letta/constants.py +++ b/letta/constants.py @@ -139,7 +139,7 @@ CORE_MEMORY_PERSONA_CHAR_LIMIT = 2000 CORE_MEMORY_HUMAN_CHAR_LIMIT = 2000 # Function return limits -FUNCTION_RETURN_CHAR_LIMIT = 3000 # ~300 words +FUNCTION_RETURN_CHAR_LIMIT = 6000 # ~300 words MAX_PAUSE_HEARTBEATS = 360 # in min diff --git a/letta/functions/helpers.py b/letta/functions/helpers.py index feeb2c8a..addcbbc7 100644 --- a/letta/functions/helpers.py +++ b/letta/functions/helpers.py @@ -5,10 +5,10 @@ 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]" + tool_instantiation_str = f"composio_toolset.get_tools(actions=[Action.{str(action)}])[0]" # Generate func name - func_name = f"run_{action.name}" + func_name = f"run_{action.name.lower()}" wrapper_function_str = f""" def {func_name}(**kwargs): @@ -19,7 +19,7 @@ def {func_name}(**kwargs): composio_toolset = ComposioToolSet() tool = {tool_instantiation_str} - tool.func(**kwargs) + return tool.func(**kwargs)['data'] """ # Compile safety check diff --git a/letta/local_llm/llm_chat_completion_wrappers/chatml.py b/letta/local_llm/llm_chat_completion_wrappers/chatml.py index 768498b3..82155d95 100644 --- a/letta/local_llm/llm_chat_completion_wrappers/chatml.py +++ b/letta/local_llm/llm_chat_completion_wrappers/chatml.py @@ -188,7 +188,7 @@ class ChatMLInnerMonologueWrapper(LLMChatCompletionWrapper): try: # indent the function replies function_return_dict = json_loads(message["content"]) - function_return_str = json_dumps(function_return_dict, indent=self.json_indent) + function_return_str = json_dumps(function_return_dict, indent=0) except: function_return_str = message["content"] diff --git a/letta/local_llm/llm_chat_completion_wrappers/configurable_wrapper.py b/letta/local_llm/llm_chat_completion_wrappers/configurable_wrapper.py index 6ac91c91..19f25668 100644 --- a/letta/local_llm/llm_chat_completion_wrappers/configurable_wrapper.py +++ b/letta/local_llm/llm_chat_completion_wrappers/configurable_wrapper.py @@ -183,7 +183,7 @@ class ConfigurableJSONWrapper(LLMChatCompletionWrapper): try: # indent the function replies function_return_dict = json_loads(message["content"]) - function_return_str = json_dumps(function_return_dict, indent=self.json_indent) + function_return_str = json_dumps(function_return_dict, indent=0) except: function_return_str = message["content"] diff --git a/letta/schemas/tool.py b/letta/schemas/tool.py index ee9cf156..c1aa7ee7 100644 --- a/letta/schemas/tool.py +++ b/letta/schemas/tool.py @@ -112,11 +112,11 @@ class Tool(BaseTool): Class method to create an instance of Tool from a Langchain tool (must be from langchain_community.tools). Args: - langchain_tool (LangChainBaseTool): An instance of a crewAI BaseTool (BaseTool from crewai) + langchain_tool (LangChainBaseTool): An instance of a LangChain BaseTool (BaseTool from LangChain) additional_imports_module_attr_map (dict[str, str]): A mapping of module names to attribute name. This is used internally to import all the required classes for the langchain tool. For example, you would pass in `{"langchain_community.utilities": "WikipediaAPIWrapper"}` for `from langchain_community.tools import WikipediaQueryRun`. NOTE: You do NOT need to specify the tool import here, that is done automatically for you. Returns: - Tool: A Letta Tool initialized with attributes derived from the provided crewAI BaseTool object. + Tool: A Letta Tool initialized with attributes derived from the provided LangChain BaseTool object. """ description = langchain_tool.description source_type = "python" @@ -174,6 +174,38 @@ class Tool(BaseTool): json_schema=json_schema, ) + @classmethod + def load_default_langchain_tools(cls) -> List["Tool"]: + # For now, we only support wikipedia tool + from langchain_community.tools import WikipediaQueryRun + from langchain_community.utilities import WikipediaAPIWrapper + + wikipedia_tool = Tool.from_langchain( + WikipediaQueryRun(api_wrapper=WikipediaAPIWrapper()), {"langchain_community.utilities": "WikipediaAPIWrapper"} + ) + + return [wikipedia_tool] + + @classmethod + def load_default_crewai_tools(cls) -> List["Tool"]: + # For now, we only support scrape website tool + from crewai_tools import ScrapeWebsiteTool + + web_scrape_tool = Tool.from_crewai(ScrapeWebsiteTool()) + + return [web_scrape_tool] + + @classmethod + def load_default_composio_tools(cls) -> List["Tool"]: + from composio_langchain import Action + + calculator = Tool.get_composio_tool(action=Action.MATHEMATICAL_CALCULATOR) + serp_news = Tool.get_composio_tool(action=Action.SERPAPI_NEWS_SEARCH) + serp_google_search = Tool.get_composio_tool(action=Action.SERPAPI_SEARCH) + serp_google_maps = Tool.get_composio_tool(action=Action.SERPAPI_GOOGLE_MAPS_SEARCH) + + return [calculator, serp_news, serp_google_search, serp_google_maps] + class ToolCreate(BaseTool): id: Optional[str] = Field(None, description="The unique identifier of the tool. If this is not provided, it will be autogenerated.") diff --git a/letta/server/server.py b/letta/server/server.py index 389bea2e..fd0ec029 100644 --- a/letta/server/server.py +++ b/letta/server/server.py @@ -249,6 +249,9 @@ class SyncServer(Server): # add global default tools (for admin) self.add_default_tools(module_name="base") + if settings.load_default_external_tools: + self.add_default_external_tools() + # collect providers (always has Letta as a default) self._enabled_providers: List[Provider] = [LettaProvider()] if model_settings.openai_api_key: @@ -1969,11 +1972,13 @@ class SyncServer(Server): # Handle other general exceptions raise e + functions_to_schema = [] try: # Load the function set functions_to_schema = load_function_set(module) except ValueError as e: err = f"Error loading function set '{module_name}': {e}" + warnings.warn(err) # create tool in db for name, schema in functions_to_schema.items(): @@ -1997,6 +2002,20 @@ class SyncServer(Server): update=True, ) + def add_default_external_tools(self, user_id: Optional[str] = None) -> bool: + """Add default langchain tools. Return true if successful, false otherwise.""" + success = True + tools = Tool.load_default_langchain_tools() + Tool.load_default_crewai_tools() + Tool.load_default_composio_tools() + for tool in tools: + try: + self.ms.create_tool(tool) + except Exception as e: + warnings.warn(f"An error occurred while creating tool {tool}: {e}") + warnings.warn(traceback.format_exc()) + success = False + + return success + def add_default_blocks(self, user_id: str): from letta.utils import list_human_files, list_persona_files diff --git a/letta/settings.py b/letta/settings.py index 91c7add5..4288b04f 100644 --- a/letta/settings.py +++ b/letta/settings.py @@ -65,6 +65,9 @@ class Settings(BaseSettings): pg_port: Optional[int] = None pg_uri: Optional[str] = None # option to specifiy full uri + # tools configuration + load_default_external_tools: Optional[bool] = None + @property def letta_pg_uri(self) -> str: if self.pg_uri: diff --git a/poetry.lock b/poetry.lock index 011c932b..134984dd 100644 --- 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