feat: Pause invocations on long running function calls for resumable apps

PiperOrigin-RevId: 811518771
This commit is contained in:
Xinran (Sherry) Tang
2025-09-25 15:11:11 -07:00
committed by Copybara-Service
parent dd1ffad394
commit b2b80e7fa0
8 changed files with 719 additions and 3 deletions
@@ -16,11 +16,16 @@ from unittest.mock import Mock
from google.adk.agents.base_agent import BaseAgent
from google.adk.agents.invocation_context import InvocationContext
from google.adk.apps import ResumabilityConfig
from google.adk.events.event import Event
from google.adk.sessions.base_session_service import BaseSessionService
from google.adk.sessions.session import Session
from google.genai.types import FunctionCall
from google.genai.types import Part
import pytest
from .. import testing_utils
class TestInvocationContext:
"""Test suite for InvocationContext."""
@@ -117,3 +122,87 @@ class TestInvocationContext:
current_branch=True,
)
assert not events
class TestInvocationContextWithAppResumablity:
"""Test suite for InvocationContext regarding app resumability."""
@pytest.fixture
def long_running_function_call(self) -> FunctionCall:
"""A long running function call."""
return FunctionCall(
id='tool_call_id_1',
name='long_running_function_call',
args={},
)
@pytest.fixture
def event_to_pause(self, long_running_function_call) -> Event:
"""An event with a long running function call."""
return Event(
invocation_id='inv_1',
author='agent',
content=testing_utils.ModelContent(
[Part(function_call=long_running_function_call)]
),
long_running_tool_ids=[long_running_function_call.id],
)
def _create_test_invocation_context(
self, resumability_config
) -> InvocationContext:
"""Create a mock invocation context for testing."""
ctx = InvocationContext(
session_service=Mock(spec=BaseSessionService),
agent=Mock(spec=BaseAgent),
invocation_id='inv_1',
session=Mock(spec=Session),
resumability_config=resumability_config,
)
return ctx
def test_should_pause_invocation_with_resumable_app(self, event_to_pause):
"""Tests should_pause_invocation with a resumable app."""
mock_invocation_context = self._create_test_invocation_context(
ResumabilityConfig(is_resumable=True)
)
assert mock_invocation_context.should_pause_invocation(event_to_pause)
def test_should_not_pause_invocation_with_non_resumable_app(
self, event_to_pause
):
"""Tests should_pause_invocation with a non-resumable app."""
invocation_context = self._create_test_invocation_context(
ResumabilityConfig(is_resumable=False)
)
assert not invocation_context.should_pause_invocation(event_to_pause)
def test_should_not_pause_invocation_with_no_long_running_tool_ids(
self, event_to_pause
):
"""Tests should_pause_invocation with no long running tools."""
invocation_context = self._create_test_invocation_context(
ResumabilityConfig(is_resumable=True)
)
nonpausable_event = event_to_pause.model_copy(
update={'long_running_tool_ids': []}
)
assert not invocation_context.should_pause_invocation(nonpausable_event)
def test_should_not_pause_invocation_with_no_function_calls(
self, event_to_pause
):
"""Tests should_pause_invocation with a non-model event."""
mock_invocation_context = self._create_test_invocation_context(
ResumabilityConfig(is_resumable=True)
)
nonpausable_event = event_to_pause.model_copy(
update={'content': testing_utils.UserContent('test text part')}
)
assert not mock_invocation_context.should_pause_invocation(
nonpausable_event
)
@@ -0,0 +1,472 @@
# 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.
"""Tests for the resumption flow with different agent structures."""
import asyncio
from typing import AsyncGenerator
from google.adk.agents.base_agent import BaseAgent
from google.adk.agents.invocation_context import InvocationContext
from google.adk.agents.llm_agent import LlmAgent
from google.adk.agents.loop_agent import LoopAgent
from google.adk.agents.parallel_agent import ParallelAgent
from google.adk.agents.sequential_agent import SequentialAgent
from google.adk.apps.app import App
from google.adk.apps.app import ResumabilityConfig
from google.adk.events.event import Event
from google.adk.tools.exit_loop_tool import exit_loop
from google.adk.tools.function_tool import FunctionTool
from google.adk.tools.long_running_tool import LongRunningFunctionTool
from google.genai.types import Part
import pytest
from .. import testing_utils
def _transfer_call_part(agent_name: str) -> Part:
return Part.from_function_call(
name="transfer_to_agent", args={"agent_name": agent_name}
)
def test_tool() -> str:
return ""
class _TestingAgent(BaseAgent):
"""A testing agent that generates an event after a delay."""
delay: float = 0
"""The delay before the agent generates an event."""
def event(self, ctx: InvocationContext):
return Event(
author=self.name,
branch=ctx.branch,
invocation_id=ctx.invocation_id,
content=testing_utils.ModelContent(
parts=[Part.from_text(text="Delayed message")]
),
)
async def _run_async_impl(
self, ctx: InvocationContext
) -> AsyncGenerator[Event, None]:
await asyncio.sleep(self.delay)
yield self.event(ctx)
_TRANSFER_RESPONSE_PART = Part.from_function_response(
name="transfer_to_agent", response={"result": None}
)
class BasePauseInvocationTest:
"""Base class for pausing invocation tests with common fixtures."""
@pytest.fixture
def agent(self) -> BaseAgent:
"""Provides a BaseAgent for the test."""
return BaseAgent(name="test_agent")
@pytest.fixture
def app(self, agent: BaseAgent) -> App:
"""Provides an App for the test."""
return App(
name="InMemoryRunner", # Required for using TestInMemoryRunner.
root_agent=agent,
resumability_config=ResumabilityConfig(is_resumable=True),
)
@pytest.fixture
def runner(self, app: App) -> testing_utils.TestInMemoryRunner:
"""Provides an in-memory runner for the agent."""
return testing_utils.TestInMemoryRunner(app=app, app_name=None)
@staticmethod
def mock_model(responses: list[Part]) -> testing_utils.MockModel:
"""Provides a mock model with predefined responses."""
return testing_utils.MockModel.create(responses=responses)
class TestPauseInvocationWithSingleLlmAgent(BasePauseInvocationTest):
"""Tests the resumption flow with a single LlmAgent."""
@pytest.fixture
def agent(self) -> BaseAgent:
"""Provides a BaseAgent for the test."""
def test_tool() -> str:
return ""
return LlmAgent(
name="root_agent",
model=self.mock_model(
responses=[Part.from_function_call(name="test_tool", args={})]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
@pytest.mark.asyncio
async def test_pause_on_long_running_function_call(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a single LlmAgent pauses on long running function call."""
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
("root_agent", Part.from_function_call(name="test_tool", args={})),
]
class TestPauseInvocationWithSequentialAgent(BasePauseInvocationTest):
"""Tests pausing invocation with a SequentialAgent."""
@pytest.fixture
def agent(self) -> BaseAgent:
"""Provides a BaseAgent for the test."""
sub_agent1 = LlmAgent(
name="sub_agent_1",
model=self.mock_model(
responses=[Part.from_function_call(name="test_tool", args={})]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
sub_agent2 = LlmAgent(
name="sub_agent_2",
model=self.mock_model(
responses=[Part.from_function_call(name="test_tool", args={})]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
return SequentialAgent(
name="root_agent",
sub_agents=[sub_agent1, sub_agent2],
)
@pytest.mark.asyncio
async def test_pause_first_agent_on_long_running_function_call(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a single LlmAgent pauses on long running function call."""
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
("sub_agent_1", Part.from_function_call(name="test_tool", args={})),
]
@pytest.mark.asyncio
async def test_pause_second_agent_on_long_running_function_call(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a single LlmAgent pauses on long running function call."""
# Change the base sequential agent, so that the first agent does not pause.
runner.agent.sub_agents[0].tools = [FunctionTool(func=test_tool)]
runner.agent.sub_agents[0].model = self.mock_model(
responses=[
Part.from_function_call(name="test_tool", args={}),
Part.from_text(text="model response after tool call"),
]
)
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
("sub_agent_1", Part.from_function_call(name="test_tool", args={})),
(
"sub_agent_1",
Part.from_function_response(
name="test_tool", response={"result": ""}
),
),
("sub_agent_1", "model response after tool call"),
("sub_agent_2", Part.from_function_call(name="test_tool", args={})),
]
class TestPauseInvocationWithParallelAgent(BasePauseInvocationTest):
"""Tests pausing invocation with a ParallelAgent."""
@pytest.fixture
def agent(self) -> BaseAgent:
"""Provides a BaseAgent for the test."""
sub_agent1 = LlmAgent(
name="sub_agent_1",
model=self.mock_model(
responses=[Part.from_function_call(name="test_tool", args={})]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
sub_agent2 = _TestingAgent(
name="sub_agent_2",
delay=0.5,
)
return ParallelAgent(
name="root_agent",
sub_agents=[sub_agent1, sub_agent2],
)
@pytest.mark.asyncio
async def test_pause_on_long_running_function_call(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a ParallelAgent pauses on long running function call."""
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
("sub_agent_1", Part.from_function_call(name="test_tool", args={})),
("sub_agent_2", "Delayed message"),
]
class TestPauseInvocationWithNestedParallelAgent(BasePauseInvocationTest):
"""Tests pausing invocation with a nested ParallelAgent."""
@pytest.fixture
def agent(self) -> BaseAgent:
"""Provides a BaseAgent for the test."""
nested_sub_agent_1 = LlmAgent(
name="nested_sub_agent_1",
model=self.mock_model(
responses=[Part.from_function_call(name="test_tool", args={})]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
nested_sub_agent_2 = _TestingAgent(
name="nested_sub_agent_2",
delay=0.5,
)
nested_parallel_agent = ParallelAgent(
name="nested_parallel_agent",
sub_agents=[nested_sub_agent_1, nested_sub_agent_2],
)
sub_agent_1 = _TestingAgent(
name="sub_agent_1",
delay=0.5,
)
return ParallelAgent(
name="root_agent",
sub_agents=[sub_agent_1, nested_parallel_agent],
)
@pytest.mark.asyncio
async def test_pause_on_long_running_function_call_in_nested_agent(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a nested ParallelAgent pauses on long running function call."""
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
(
"nested_sub_agent_1",
Part.from_function_call(name="test_tool", args={}),
),
("sub_agent_1", "Delayed message"),
("nested_sub_agent_2", "Delayed message"),
]
@pytest.mark.asyncio
async def test_pause_on_multiple_long_running_function_calls(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a ParallelAgent pauses on long running function calls."""
runner.agent.sub_agents[0] = LlmAgent(
name="sub_agent_1",
model=self.mock_model(
responses=[
Part.from_function_call(name="test_tool", args={}),
Part.from_function_call(name="test_tool", args={}),
]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
simplified_events = testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
)
assert len(simplified_events) == 3
assert (
"sub_agent_1",
Part.from_function_call(name="test_tool", args={}),
) in simplified_events
assert (
"nested_sub_agent_1",
Part.from_function_call(name="test_tool", args={}),
) in simplified_events
class TestPauseInvocationWithLoopAgent(BasePauseInvocationTest):
"""Tests pausing invocation with a LoopAgent."""
@pytest.fixture
def agent(self) -> BaseAgent:
"""Provides a BaseAgent for the test."""
sub_agent_1 = LlmAgent(
name="sub_agent_1",
model=self.mock_model(
responses=[
Part.from_text(text="sub agent 1 response"),
]
),
)
sub_agent_2 = LlmAgent(
name="sub_agent_2",
model=self.mock_model(
responses=[
Part.from_function_call(name="test_tool", args={}),
]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
sub_agent_3 = LlmAgent(
name="sub_agent_3",
model=self.mock_model(
responses=[
Part.from_function_call(name="exit_loop", args={}),
]
),
tools=[exit_loop],
)
return LoopAgent(
name="root_agent",
sub_agents=[sub_agent_1, sub_agent_2, sub_agent_3],
max_iterations=2,
)
@pytest.mark.asyncio
async def test_pause_on_long_running_function_call_in_loop(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a LoopAgent pauses on long running function call."""
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
("sub_agent_1", "sub agent 1 response"),
("sub_agent_2", Part.from_function_call(name="test_tool", args={})),
]
class TestPauseInvocationWithLlmAgentTree(BasePauseInvocationTest):
"""Tests the pausing invocation with a tree of LlmAgents."""
@pytest.fixture
def agent(self) -> LlmAgent:
"""Provides an LlmAgent with sub-agents for the test."""
sub_llm_agent_1 = LlmAgent(
name="sub_llm_agent_1",
model=self.mock_model(
responses=[
_transfer_call_part("sub_llm_agent_2"),
"llm response not used",
]
),
)
sub_llm_agent_2 = LlmAgent(
name="sub_llm_agent_2",
model=self.mock_model(
responses=[
Part.from_function_call(name="test_tool", args={}),
"llm response not used",
]
),
tools=[LongRunningFunctionTool(func=test_tool)],
)
return LlmAgent(
name="root_agent",
model=self.mock_model(
responses=[
_transfer_call_part("sub_llm_agent_1"),
"llm response not used",
]
),
sub_agents=[sub_llm_agent_1, sub_llm_agent_2],
)
@pytest.mark.asyncio
async def test_pause_on_transfer_call_part(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a tree of resumable LlmAgents yields checkpoint events."""
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
("root_agent", _transfer_call_part("sub_llm_agent_1")),
("root_agent", _TRANSFER_RESPONSE_PART),
("sub_llm_agent_1", _transfer_call_part("sub_llm_agent_2")),
("sub_llm_agent_1", _TRANSFER_RESPONSE_PART),
("sub_llm_agent_2", Part.from_function_call(name="test_tool", args={})),
]
class TestPauseInvocationWithWithTransferLoop(BasePauseInvocationTest):
"""Tests the pausing the invocation when the agent transfer forms a loop."""
@pytest.fixture
def agent(self) -> LlmAgent:
"""Provides an LlmAgent with sub-agents for the test."""
sub_llm_agent_1 = LlmAgent(
name="sub_llm_agent_1",
model=self.mock_model(
responses=[
_transfer_call_part("sub_llm_agent_2"),
"llm response not used",
]
),
)
sub_llm_agent_2 = LlmAgent(
name="sub_llm_agent_2",
model=self.mock_model(
responses=[
_transfer_call_part("root_agent"),
"llm response not used",
]
),
)
return LlmAgent(
name="root_agent",
model=self.mock_model(
responses=[
_transfer_call_part("sub_llm_agent_1"),
Part.from_function_call(name="test_tool", args={}),
"llm response not used",
]
),
sub_agents=[sub_llm_agent_1, sub_llm_agent_2],
tools=[LongRunningFunctionTool(func=test_tool)],
)
@pytest.mark.asyncio
async def test_agent_tree_yields_checkpoints(
self,
runner: testing_utils.TestInMemoryRunner,
):
"""Tests that a tree of resumable LlmAgents yields checkpoint events."""
assert testing_utils.simplify_events(
await runner.run_async_with_new_session("test")
) == [
("root_agent", _transfer_call_part("sub_llm_agent_1")),
("root_agent", _TRANSFER_RESPONSE_PART),
("sub_llm_agent_1", _transfer_call_part("sub_llm_agent_2")),
("sub_llm_agent_1", _TRANSFER_RESPONSE_PART),
("sub_llm_agent_2", _transfer_call_part("root_agent")),
("sub_llm_agent_2", _TRANSFER_RESPONSE_PART),
("root_agent", Part.from_function_call(name="test_tool", args={})),
]
@@ -19,9 +19,8 @@ from unittest import mock
from google.adk.agents.base_agent import BaseAgent
from google.adk.agents.llm_agent import LlmAgent
from google.adk.agents.loop_agent import LoopAgent
from google.adk.agents.parallel_agent import ParallelAgent
from google.adk.agents.sequential_agent import SequentialAgent
from google.adk.apps.app import App
from google.adk.apps.app import ResumabilityConfig
from google.adk.flows.llm_flows.functions import REQUEST_CONFIRMATION_FUNCTION_CALL_NAME
from google.adk.tools.function_tool import FunctionTool
from google.adk.tools.tool_context import ToolContext
@@ -363,3 +362,88 @@ class TestHITLConfirmationFlowWithCustomPayloadSchema(BaseHITLTest):
testing_utils.simplify_events(copy.deepcopy(events))
== expected_parts_final
)
class TestHITLConfirmationFlowWithResumableApp:
"""Tests the HITL confirmation flow with a resumable app."""
@pytest.fixture
def tools(self) -> list[FunctionTool]:
"""Provides the tools for the agent."""
return [FunctionTool(func=_test_request_confirmation_function)]
@pytest.fixture
def llm_responses(
self, tools: list[FunctionTool]
) -> list[GenerateContentResponse]:
"""Provides mock LLM responses for the tests."""
return [
_create_llm_response_from_tools(tools),
_create_llm_response_from_text("test llm response after tool call"),
_create_llm_response_from_text(
"test llm response after final tool call"
),
]
@pytest.fixture
def mock_model(
self, llm_responses: list[GenerateContentResponse]
) -> testing_utils.MockModel:
"""Provides a mock model with predefined responses."""
return testing_utils.MockModel(responses=llm_responses)
@pytest.fixture
def agent(
self, mock_model: testing_utils.MockModel, tools: list[FunctionTool]
) -> LlmAgent:
"""Provides a single LlmAgent for the test."""
return LlmAgent(name="root_agent", model=mock_model, tools=tools)
@pytest.fixture
def runner(self, agent: LlmAgent) -> testing_utils.TestInMemoryRunner:
"""Provides an in-memory runner for the agent."""
# Mark the app as resumable. So that the invocation will be paused after the
# long running tool call.
app = App(
name="InMemoryRunner", # Required for using TestInMemoryRunner.
resumability_config=ResumabilityConfig(is_resumable=True),
root_agent=agent,
)
return testing_utils.TestInMemoryRunner(app=app, app_name=None)
@pytest.mark.asyncio
async def test_pause_on_request_confirmation(
self,
runner: testing_utils.TestInMemoryRunner,
agent: LlmAgent,
):
"""Tests HITL flow where all tool calls are confirmed."""
events = await runner.run_async_with_new_session("test user query")
# Verify that the invocation is paused after the long running tool call.
# So that no intermediate function response and llm response is generated.
assert testing_utils.simplify_events(copy.deepcopy(events)) == [
(
agent.name,
Part(function_call=FunctionCall(name=agent.tools[0].name, args={})),
),
(
agent.name,
Part(
function_call=FunctionCall(
name=REQUEST_CONFIRMATION_FUNCTION_CALL_NAME,
args={
"originalFunctionCall": {
"name": agent.tools[0].name,
"id": mock.ANY,
"args": {},
},
"toolConfirmation": {
"hint": "test hint for request_confirmation",
"confirmed": False,
},
},
)
),
),
]