langchain/tests/unit_tests/agents/test_tools.py

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"""Test tool utils."""
import unittest
from typing import Any, Type
from unittest.mock import MagicMock, Mock
import pytest
from langchain.agents import load_tools
from langchain.agents.agent import Agent
from langchain.agents.chat.base import ChatAgent
from langchain.agents.conversational.base import ConversationalAgent
from langchain.agents.conversational_chat.base import ConversationalChatAgent
from langchain.agents.mrkl.base import ZeroShotAgent
from langchain.agents.react.base import ReActDocstoreAgent, ReActTextWorldAgent
from langchain.agents.self_ask_with_search.base import SelfAskWithSearchAgent
from langchain.agents.tools import Tool, tool
from tests.unit_tests.callbacks.fake_callback_handler import FakeCallbackHandler
@pytest.mark.parametrize(
"agent_cls",
[
ZeroShotAgent,
ChatAgent,
ConversationalChatAgent,
ConversationalAgent,
ReActDocstoreAgent,
ReActTextWorldAgent,
SelfAskWithSearchAgent,
],
)
def test_single_input_agent_raises_error_on_structured_tool(
agent_cls: Type[Agent],
) -> None:
"""Test that older agents raise errors on older tools."""
@tool
def the_tool(foo: str, bar: str) -> str:
"""Return the concat of foo and bar."""
return foo + bar
with pytest.raises(
ValueError,
match=f"{agent_cls.__name__} does not support" # type: ignore
f" multi-input tool {the_tool.name}.",
):
agent_cls.from_llm_and_tools(MagicMock(), [the_tool]) # type: ignore
def test_tool_no_args_specified_assumes_str() -> None:
"""Older tools could assume *args and **kwargs were passed in."""
def ambiguous_function(*args: Any, **kwargs: Any) -> str:
"""An ambiguously defined function."""
return args[0]
some_tool = Tool(
name="chain_run",
description="Run the chain",
func=ambiguous_function,
)
expected_args = {"tool_input": {"type": "string"}}
assert some_tool.args == expected_args
assert some_tool.run("foobar") == "foobar"
assert some_tool.run({"tool_input": "foobar"}) == "foobar"
with pytest.raises(ValueError, match="Too many arguments to single-input tool"):
some_tool.run({"tool_input": "foobar", "other_input": "bar"})
def test_load_tools_with_callback_manager_raises_deprecation_warning() -> None:
"""Test load_tools raises a deprecation for old callback manager kwarg."""
callback_manager = MagicMock()
with pytest.warns(DeprecationWarning, match="callback_manager is deprecated"):
tools = load_tools(["requests_get"], callback_manager=callback_manager)
assert len(tools) == 1
assert tools[0].callbacks == callback_manager
def test_load_tools_with_callbacks_is_called() -> None:
"""Test callbacks are called when provided to load_tools fn."""
callbacks = [FakeCallbackHandler()]
tools = load_tools(["requests_get"], callbacks=callbacks) # type: ignore
assert len(tools) == 1
# Patch the requests.get() method to return a mock response
with unittest.mock.patch(
"langchain.requests.TextRequestsWrapper.get",
return_value=Mock(text="Hello world!"),
):
result = tools[0].run("https://www.google.com")
assert result.text == "Hello world!"
assert callbacks[0].tool_starts == 1
assert callbacks[0].tool_ends == 1