Files
adk-python/tests/unittests/flows/llm_flows/test_async_tool_callbacks.py
T

302 lines
8.5 KiB
Python
Raw Normal View History

2025-04-29 21:40:05 -07:00
# Copyright 2025 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
2025-05-08 17:37:30 -07:00
from enum import Enum
from functools import partial
from typing import Any
from typing import Dict
from typing import List
from typing import Optional
from unittest import mock
2025-04-29 21:40:05 -07:00
from google.adk.agents import Agent
2025-05-08 17:37:30 -07:00
from google.adk.agents.callback_context import CallbackContext
from google.adk.events.event import Event
from google.adk.flows.llm_flows.functions import handle_function_calls_async
2025-04-29 21:40:05 -07:00
from google.adk.tools.function_tool import FunctionTool
from google.adk.tools.tool_context import ToolContext
from google.genai import types
2025-05-08 17:37:30 -07:00
import pytest
2025-04-29 21:40:05 -07:00
2025-05-21 16:34:28 -07:00
from ... import testing_utils
2025-04-29 21:40:05 -07:00
2025-05-08 17:37:30 -07:00
class CallbackType(Enum):
SYNC = 1
ASYNC = 2
2025-04-29 21:40:05 -07:00
class AsyncBeforeToolCallback:
def __init__(self, mock_response: Dict[str, Any]):
self.mock_response = mock_response
async def __call__(
self,
tool: FunctionTool,
args: Dict[str, Any],
tool_context: ToolContext,
) -> Optional[Dict[str, Any]]:
return self.mock_response
class AsyncAfterToolCallback:
def __init__(self, mock_response: Dict[str, Any]):
self.mock_response = mock_response
async def __call__(
self,
tool: FunctionTool,
args: Dict[str, Any],
tool_context: ToolContext,
tool_response: Dict[str, Any],
) -> Optional[Dict[str, Any]]:
return self.mock_response
async def invoke_tool_with_callbacks(
before_cb=None, after_cb=None
) -> Optional[Event]:
def simple_fn(**kwargs) -> Dict[str, Any]:
return {"initial": "response"}
tool = FunctionTool(simple_fn)
2025-05-21 16:34:28 -07:00
model = testing_utils.MockModel.create(responses=[])
2025-04-29 21:40:05 -07:00
agent = Agent(
name="agent",
model=model,
tools=[tool],
before_tool_callback=before_cb,
after_tool_callback=after_cb,
)
2025-05-21 16:34:28 -07:00
invocation_context = await testing_utils.create_invocation_context(
2025-04-29 21:40:05 -07:00
agent=agent, user_content=""
)
# Build function call event
function_call = types.FunctionCall(name=tool.name, args={})
content = types.Content(parts=[types.Part(function_call=function_call)])
event = Event(
invocation_id=invocation_context.invocation_id,
author=agent.name,
content=content,
)
tools_dict = {tool.name: tool}
return await handle_function_calls_async(
invocation_context,
event,
tools_dict,
)
@pytest.mark.asyncio
async def test_async_before_tool_callback():
mock_resp = {"test": "before_tool_callback"}
before_cb = AsyncBeforeToolCallback(mock_resp)
result_event = await invoke_tool_with_callbacks(before_cb=before_cb)
assert result_event is not None
part = result_event.content.parts[0]
assert part.function_response.response == mock_resp
@pytest.mark.asyncio
async def test_async_after_tool_callback():
mock_resp = {"test": "after_tool_callback"}
after_cb = AsyncAfterToolCallback(mock_resp)
result_event = await invoke_tool_with_callbacks(after_cb=after_cb)
assert result_event is not None
part = result_event.content.parts[0]
assert part.function_response.response == mock_resp
2025-05-08 17:37:30 -07:00
def mock_async_before_cb_side_effect(
tool: FunctionTool,
args: Dict[str, Any],
tool_context: ToolContext,
ret_value: Optional[Dict[str, Any]] = None,
):
if ret_value:
return ret_value
return None
def mock_sync_before_cb_side_effect(
tool: FunctionTool,
args: Dict[str, Any],
tool_context: ToolContext,
ret_value: Optional[Dict[str, Any]] = None,
):
if ret_value:
return ret_value
return None
async def mock_async_after_cb_side_effect(
tool: FunctionTool,
args: Dict[str, Any],
tool_context: ToolContext,
tool_response: Dict[str, Any],
ret_value: Optional[Dict[str, Any]] = None,
):
if ret_value:
return ret_value
return None
def mock_sync_after_cb_side_effect(
tool: FunctionTool,
args: Dict[str, Any],
tool_context: ToolContext,
tool_response: Dict[str, Any],
ret_value: Optional[Dict[str, Any]] = None,
):
if ret_value:
return ret_value
return None
CALLBACK_PARAMS = [
pytest.param(
[
(None, CallbackType.SYNC),
({"test": "callback_2_response"}, CallbackType.ASYNC),
({"test": "callback_3_response"}, CallbackType.SYNC),
(None, CallbackType.ASYNC),
],
{"test": "callback_2_response"},
[1, 1, 0, 0],
id="middle_async_callback_returns",
),
pytest.param(
[
(None, CallbackType.SYNC),
(None, CallbackType.ASYNC),
(None, CallbackType.SYNC),
(None, CallbackType.ASYNC),
],
{"initial": "response"},
[1, 1, 1, 1],
id="all_callbacks_return_none",
),
pytest.param(
[
({"test": "callback_1_response"}, CallbackType.SYNC),
({"test": "callback_2_response"}, CallbackType.ASYNC),
],
{"test": "callback_1_response"},
[1, 0],
id="first_sync_callback_returns",
),
]
@pytest.mark.parametrize(
"callbacks, expected_response, expected_calls",
CALLBACK_PARAMS,
)
@pytest.mark.asyncio
async def test_before_tool_callbacks_chain(
callbacks: List[tuple[Optional[Dict[str, Any]], int]],
expected_response: Dict[str, Any],
expected_calls: List[int],
):
mock_before_cbs = []
for response, callback_type in callbacks:
if callback_type == CallbackType.ASYNC:
mock_cb = mock.AsyncMock(
side_effect=partial(
mock_async_before_cb_side_effect, ret_value=response
)
)
else:
mock_cb = mock.Mock(
side_effect=partial(
mock_sync_before_cb_side_effect, ret_value=response
)
)
mock_before_cbs.append(mock_cb)
result_event = await invoke_tool_with_callbacks(before_cb=mock_before_cbs)
assert result_event is not None
part = result_event.content.parts[0]
assert part.function_response.response == expected_response
# Assert that the callbacks were called the expected number of times
for i, mock_cb in enumerate(mock_before_cbs):
expected_calls_count = expected_calls[i]
if expected_calls_count == 1:
if isinstance(mock_cb, mock.AsyncMock):
mock_cb.assert_awaited_once()
else:
mock_cb.assert_called_once()
elif expected_calls_count == 0:
if isinstance(mock_cb, mock.AsyncMock):
mock_cb.assert_not_awaited()
else:
mock_cb.assert_not_called()
else:
if isinstance(mock_cb, mock.AsyncMock):
mock_cb.assert_awaited(expected_calls_count)
else:
mock_cb.assert_called(expected_calls_count)
@pytest.mark.parametrize(
"callbacks, expected_response, expected_calls",
CALLBACK_PARAMS,
)
@pytest.mark.asyncio
async def test_after_tool_callbacks_chain(
callbacks: List[tuple[Optional[Dict[str, Any]], int]],
expected_response: Dict[str, Any],
expected_calls: List[int],
):
mock_after_cbs = []
for response, callback_type in callbacks:
if callback_type == CallbackType.ASYNC:
mock_cb = mock.AsyncMock(
side_effect=partial(
mock_async_after_cb_side_effect, ret_value=response
)
)
else:
mock_cb = mock.Mock(
side_effect=partial(
mock_sync_after_cb_side_effect, ret_value=response
)
)
mock_after_cbs.append(mock_cb)
result_event = await invoke_tool_with_callbacks(after_cb=mock_after_cbs)
assert result_event is not None
part = result_event.content.parts[0]
assert part.function_response.response == expected_response
# Assert that the callbacks were called the expected number of times
for i, mock_cb in enumerate(mock_after_cbs):
expected_calls_count = expected_calls[i]
if expected_calls_count == 1:
if isinstance(mock_cb, mock.AsyncMock):
mock_cb.assert_awaited_once()
else:
mock_cb.assert_called_once()
elif expected_calls_count == 0:
if isinstance(mock_cb, mock.AsyncMock):
mock_cb.assert_not_awaited()
else:
mock_cb.assert_not_called()
else:
if isinstance(mock_cb, mock.AsyncMock):
mock_cb.assert_awaited(expected_calls_count)
else:
mock_cb.assert_called(expected_calls_count)