autogen/python/packages/autogen-ext/tests/test_tools.py

98 lines
3.6 KiB
Python

from typing import Optional, Type
import pytest
from autogen_core.base import CancellationToken
from autogen_ext.tools import LangChainToolAdapter # type: ignore
from langchain_core.callbacks.manager import AsyncCallbackManagerForToolRun, CallbackManagerForToolRun
from langchain_core.tools import BaseTool as LangChainTool
from langchain_core.tools import tool # pyright: ignore
from pydantic import BaseModel, Field
@tool # type: ignore
def add(a: int, b: int) -> int:
"""Add two numbers"""
return a + b
class CalculatorInput(BaseModel):
a: int = Field(description="first number")
b: int = Field(description="second number")
class CustomCalculatorTool(LangChainTool):
name: str = "Calculator"
description: str = "useful for when you need to answer questions about math"
args_schema: Type[BaseModel] = CalculatorInput
return_direct: bool = True
def _run(self, a: int, b: int, run_manager: Optional[CallbackManagerForToolRun] = None) -> int:
"""Use the tool."""
return a * b
async def _arun(
self,
a: int,
b: int,
run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
) -> int:
"""Use the tool asynchronously."""
return self._run(a, b, run_manager=run_manager.get_sync() if run_manager else None)
@pytest.mark.asyncio
async def test_langchain_tool_adapter() -> None:
# Create a LangChain tool
langchain_tool = add # type: ignore
# Create an adapter
adapter = LangChainToolAdapter(langchain_tool) # type: ignore
# Test schema generation
schema = adapter.schema
assert schema["name"] == "add"
assert "description" in schema
assert schema["description"] == "Add two numbers"
assert "parameters" in schema
assert schema["parameters"]["type"] == "object"
assert "properties" in schema["parameters"]
assert "a" in schema["parameters"]["properties"]
assert "b" in schema["parameters"]["properties"]
assert schema["parameters"]["properties"]["a"]["type"] == "integer"
assert schema["parameters"]["properties"]["b"]["type"] == "integer"
assert "required" in schema["parameters"]
assert set(schema["parameters"]["required"]) == {"a", "b"}
assert len(schema["parameters"]["properties"]) == 2
# Test run method
result = await adapter.run_json({"a": 2, "b": 3}, CancellationToken())
assert result == 5
# Test that the adapter's run method can be called multiple times
result = await adapter.run_json({"a": 5, "b": 7}, CancellationToken())
assert result == 12
# Test CustomCalculatorTool
custom_langchain_tool = CustomCalculatorTool()
custom_adapter = LangChainToolAdapter(custom_langchain_tool) # type: ignore
# Test schema generation for CustomCalculatorTool
custom_schema = custom_adapter.schema
assert custom_schema["name"] == "Calculator"
assert custom_schema["description"] == "useful for when you need to answer questions about math" # type: ignore
assert "parameters" in custom_schema
assert custom_schema["parameters"]["type"] == "object"
assert "properties" in custom_schema["parameters"]
assert "a" in custom_schema["parameters"]["properties"]
assert "b" in custom_schema["parameters"]["properties"]
assert custom_schema["parameters"]["properties"]["a"]["type"] == "integer"
assert custom_schema["parameters"]["properties"]["b"]["type"] == "integer"
assert "required" in custom_schema["parameters"]
assert set(custom_schema["parameters"]["required"]) == {"a", "b"}
# Test run method for CustomCalculatorTool
custom_result = await custom_adapter.run_json({"a": 3, "b": 4}, CancellationToken())
assert custom_result == 12