# Copyright 2026 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 edge cases of resuming invocations.""" import copy from google.adk.agents.llm_agent import LlmAgent from google.adk.apps.app import App from google.adk.apps.app import ResumabilityConfig from google.adk.tools.long_running_tool import LongRunningFunctionTool from google.genai.types import FunctionResponse 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} ) TRANSFER_RESPONSE_PART = Part.from_function_response( name="transfer_to_agent", response={"result": None} ) def test_tool() -> dict[str, str]: return {"result": "test tool result"} @pytest.mark.asyncio async def test_resume_invocation_from_sub_agent(): """A test case for an edge case, where an invocation-to-resume starts from a sub-agent. For example: invocation1: root_agent -> sub_agent invocation2: sub_agent [paused][resume] """ # Step 1: Setup # root_agent -> sub_agent sub_agent = LlmAgent( name="sub_agent", model=testing_utils.MockModel.create( responses=[ "first response from sub_agent", "second response from sub_agent", "third response from sub_agent", ] ), ) root_agent = LlmAgent( name="root_agent", model=testing_utils.MockModel.create( responses=[transfer_call_part(sub_agent.name)] ), sub_agents=[sub_agent], ) runner = testing_utils.InMemoryRunner( app=App( name="test_app", root_agent=root_agent, resumability_config=ResumabilityConfig(is_resumable=True), ) ) # Step 2: Run the first invocation # Expect the invocation to start from root_agent and transferred to sub_agent. invocation_1_events = await runner.run_async("test user query") assert testing_utils.simplify_resumable_app_events( copy.deepcopy(invocation_1_events) ) == [ ( root_agent.name, transfer_call_part(sub_agent.name), ), ( root_agent.name, TRANSFER_RESPONSE_PART, ), ( sub_agent.name, "first response from sub_agent", ), ( sub_agent.name, testing_utils.END_OF_AGENT, ), ( root_agent.name, testing_utils.END_OF_AGENT, ), ] # Step 3: Run the second invocation # Expect the invocation to directly start from sub_agent. invocation_2_events = await runner.run_async( "test user query 2", ) assert testing_utils.simplify_resumable_app_events( copy.deepcopy(invocation_2_events) ) == [ ( sub_agent.name, "second response from sub_agent", ), (sub_agent.name, testing_utils.END_OF_AGENT), ] # Asserts the invocation will be a no-op if the current agent in context is # already final. assert not await runner.run_async( invocation_id=invocation_2_events[0].invocation_id ) # Step 4: Copy all session.events[:-1] to a new session # This is to simulate the case where we pause on the second invocation. session_id = runner.session_id session = await runner.runner.session_service.get_session( app_name="test_app", user_id="test_user", session_id=session_id ) new_session = await runner.runner.session_service.create_session( app_name=session.app_name, user_id=session.user_id ) for event in session.events[:-1]: await runner.runner.session_service.append_event(new_session, event) runner.session_id = new_session.id # Step 5: Resume the second invocation resumed_invocation_2_events = await runner.run_async( invocation_id=invocation_2_events[0].invocation_id ) assert testing_utils.simplify_resumable_app_events( copy.deepcopy(resumed_invocation_2_events) ) == [ ( sub_agent.name, "third response from sub_agent", ), (sub_agent.name, testing_utils.END_OF_AGENT), ] @pytest.mark.asyncio async def test_resume_any_invocation(): """A test case for resuming a previous invocation instead of the last one.""" # Step 1: Setup long_running_test_tool = LongRunningFunctionTool( func=test_tool, ) root_agent = LlmAgent( name="root_agent", model=testing_utils.MockModel.create( responses=[ Part.from_function_call(name="test_tool", args={}), "llm response in invocation 2", Part.from_function_call(name="test_tool", args={}), "llm response after resuming invocation 1", ] ), tools=[long_running_test_tool], ) runner = testing_utils.InMemoryRunner( app=App( name="test_app", root_agent=root_agent, resumability_config=ResumabilityConfig(is_resumable=True), ) ) # Step 2: Run the first invocation, which pauses on the long running function. invocation_1_events = await runner.run_async("test user query") assert testing_utils.simplify_resumable_app_events( copy.deepcopy(invocation_1_events) ) == [ ( root_agent.name, Part.from_function_call(name="test_tool", args={}), ), ( root_agent.name, Part.from_function_response( name="test_tool", response={"result": "test tool result"} ), ), ] # Step 3: Run the second invocation, expect it to finish normally. invocation_2_events = await runner.run_async( "test user query 2", ) assert testing_utils.simplify_resumable_app_events( copy.deepcopy(invocation_2_events) ) == [ ( root_agent.name, "llm response in invocation 2", ), (root_agent.name, testing_utils.END_OF_AGENT), ] # Step 4: Run the third invocation, which also pauses on the long running # function. invocation_3_events = await runner.run_async( "test user query 3", ) assert testing_utils.simplify_resumable_app_events( copy.deepcopy(invocation_3_events) ) == [ ( root_agent.name, Part.from_function_call(name="test_tool", args={}), ), ( root_agent.name, Part.from_function_response( name="test_tool", response={"result": "test tool result"} ), ), ] # Step 5: Resume the first invocation with long running function response. resumed_invocation_1_events = await runner.run_async( invocation_id=invocation_1_events[0].invocation_id, new_message=testing_utils.UserContent( Part( function_response=FunctionResponse( id=invocation_1_events[0].content.parts[0].function_call.id, name="test_tool", response={"result": "test tool update"}, ) ), ), ) assert testing_utils.simplify_resumable_app_events( copy.deepcopy(resumed_invocation_1_events) ) == [ ( root_agent.name, "llm response after resuming invocation 1", ), (root_agent.name, testing_utils.END_OF_AGENT), ]