class ToolRunnerComponent(QueryComponent):
"""Tool runner component that takes in a set of tools."""
tool_dict: Dict[str, AsyncBaseTool] = Field(
..., description="Dictionary of tool names to tools."
)
callback_manager: CallbackManager = Field(
default_factory=lambda: CallbackManager([]), exclude=True
)
def __init__(
self,
tools: Sequence[AsyncBaseTool],
callback_manager: Optional[CallbackManager] = None,
**kwargs: Any,
) -> None:
"""Initialize."""
# determine parameters
tool_dict = {tool.metadata.name: adapt_to_async_tool(tool) for tool in tools}
callback_manager = callback_manager or CallbackManager([])
super().__init__(
tool_dict=tool_dict, callback_manager=callback_manager, **kwargs
)
class Config:
arbitrary_types_allowed = True
def set_callback_manager(self, callback_manager: CallbackManager) -> None:
"""Set callback manager."""
self.callback_manager = callback_manager
def _validate_component_inputs(self, input: Dict[str, Any]) -> Dict[str, Any]:
"""Validate component inputs during run_component."""
if "tool_name" not in input:
raise ValueError("tool_name must be provided in input")
input["tool_name"] = validate_and_convert_stringable(input["tool_name"])
if "tool_input" not in input:
raise ValueError("tool_input must be provided in input")
# make sure tool_input is a dictionary
if not isinstance(input["tool_input"], dict):
raise ValueError("tool_input must be a dictionary")
return input
def _run_component(self, **kwargs: Any) -> Dict:
"""Run component."""
tool_name = kwargs["tool_name"]
tool_input = kwargs["tool_input"]
tool = cast(AsyncBaseTool, self.tool_dict[tool_name])
with self.callback_manager.event(
CBEventType.FUNCTION_CALL,
payload={
EventPayload.FUNCTION_CALL: tool_input,
EventPayload.TOOL: tool.metadata,
},
) as event:
tool_output = tool(**tool_input)
event.on_end(payload={EventPayload.FUNCTION_OUTPUT: str(tool_output)})
return {"output": tool_output}
async def _arun_component(self, **kwargs: Any) -> Any:
"""Run component (async)."""
tool_name = kwargs["tool_name"]
tool_input = kwargs["tool_input"]
tool = cast(AsyncBaseTool, self.tool_dict[tool_name])
with self.callback_manager.event(
CBEventType.FUNCTION_CALL,
payload={
EventPayload.FUNCTION_CALL: tool_input,
EventPayload.TOOL: tool.metadata,
},
) as event:
tool_output = await tool.acall(**tool_input)
event.on_end(payload={EventPayload.FUNCTION_OUTPUT: str(tool_output)})
return {"output": tool_output}
@property
def input_keys(self) -> InputKeys:
"""Input keys."""
return InputKeys.from_keys({"tool_name", "tool_input"})
@property
def output_keys(self) -> OutputKeys:
"""Output keys."""
return OutputKeys.from_keys({"output"})