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366 lines
12 KiB
Python
366 lines
12 KiB
Python
# Copyright 2025 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Tests for HITL flows with different agent structures."""
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import copy
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from unittest import mock
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from google.adk.agents.base_agent import BaseAgent
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from google.adk.agents.llm_agent import LlmAgent
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from google.adk.agents.loop_agent import LoopAgent
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from google.adk.agents.parallel_agent import ParallelAgent
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from google.adk.agents.sequential_agent import SequentialAgent
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from google.adk.flows.llm_flows.functions import REQUEST_CONFIRMATION_FUNCTION_CALL_NAME
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from google.adk.tools.function_tool import FunctionTool
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from google.adk.tools.tool_context import ToolContext
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from google.genai.types import FunctionCall
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from google.genai.types import FunctionResponse
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from google.genai.types import GenerateContentResponse
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from google.genai.types import Part
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import pytest
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from .. import testing_utils
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def _create_llm_response_from_tools(
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tools: list[FunctionTool],
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) -> GenerateContentResponse:
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"""Creates a mock LLM response containing a function call."""
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parts = [
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Part(function_call=FunctionCall(name=tool.name, args={}))
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for tool in tools
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]
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return testing_utils.LlmResponse(
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content=testing_utils.ModelContent(parts=parts)
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)
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def _create_llm_response_from_text(text: str) -> GenerateContentResponse:
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"""Creates a mock LLM response containing text."""
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return testing_utils.LlmResponse(
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content=testing_utils.ModelContent(parts=[Part(text=text)])
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)
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def _test_request_confirmation_function(
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tool_context: ToolContext,
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) -> dict[str, str]:
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"""A test tool function that requests confirmation."""
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if not tool_context.tool_confirmation:
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tool_context.request_confirmation(hint="test hint for request_confirmation")
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return {"error": "test error for request_confirmation"}
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return {"result": f"confirmed={tool_context.tool_confirmation.confirmed}"}
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def _test_request_confirmation_function_with_custom_schema(
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tool_context: ToolContext,
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) -> dict[str, str]:
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"""A test tool function that requests confirmation, but with a custom payload schema."""
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if not tool_context.tool_confirmation:
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tool_context.request_confirmation(
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hint="test hint for request_confirmation with custom payload schema",
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payload={
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"test_custom_payload": {
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"int_field": 0,
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"str_field": "",
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"bool_field": False,
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}
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},
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)
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return {"error": "test error for request_confirmation"}
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return {
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"result": f"confirmed={tool_context.tool_confirmation.confirmed}",
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"custom_payload": tool_context.tool_confirmation.payload,
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}
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class BaseHITLTest:
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"""Base class for HITL tests with common fixtures."""
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@pytest.fixture
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def runner(self, agent: BaseAgent) -> testing_utils.InMemoryRunner:
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"""Provides an in-memory runner for the agent."""
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return testing_utils.InMemoryRunner(root_agent=agent)
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class TestHITLConfirmationFlowWithSingleAgent(BaseHITLTest):
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"""Tests the HITL confirmation flow with a single LlmAgent."""
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@pytest.fixture
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def tools(self) -> list[FunctionTool]:
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"""Provides the tools for the agent."""
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return [FunctionTool(func=_test_request_confirmation_function)]
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@pytest.fixture
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def llm_responses(
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self, tools: list[FunctionTool]
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) -> list[GenerateContentResponse]:
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"""Provides mock LLM responses for the tests."""
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return [
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_create_llm_response_from_tools(tools),
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_create_llm_response_from_text("test llm response after tool call"),
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_create_llm_response_from_text(
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"test llm response after final tool call"
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),
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]
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@pytest.fixture
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def mock_model(
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self, llm_responses: list[GenerateContentResponse]
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) -> testing_utils.MockModel:
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"""Provides a mock model with predefined responses."""
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return testing_utils.MockModel(responses=llm_responses)
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@pytest.fixture
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def agent(
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self, mock_model: testing_utils.MockModel, tools: list[FunctionTool]
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) -> LlmAgent:
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"""Provides a single LlmAgent for the test."""
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return LlmAgent(name="root_agent", model=mock_model, tools=tools)
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@pytest.mark.asyncio
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@pytest.mark.parametrize("tool_call_confirmed", [True, False])
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async def test_confirmation_flow(
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self,
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runner: testing_utils.InMemoryRunner,
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agent: LlmAgent,
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tool_call_confirmed: bool,
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):
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"""Tests HITL flow where all tool calls are confirmed."""
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user_query = testing_utils.UserContent("test user query")
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events = await runner.run_async(user_query)
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tools = agent.tools
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expected_parts = [
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(
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agent.name,
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Part(function_call=FunctionCall(name=tools[0].name, args={})),
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),
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(
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agent.name,
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Part(
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function_call=FunctionCall(
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name=REQUEST_CONFIRMATION_FUNCTION_CALL_NAME,
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args={
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"originalFunctionCall": {
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"name": tools[0].name,
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"id": mock.ANY,
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"args": {},
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},
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"toolConfirmation": {
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"hint": "test hint for request_confirmation",
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"confirmed": False,
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},
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},
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)
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),
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),
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(
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agent.name,
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Part(
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function_response=FunctionResponse(
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name=tools[0].name,
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response={"error": "test error for request_confirmation"},
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)
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),
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),
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(agent.name, "test llm response after tool call"),
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]
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simplified = testing_utils.simplify_events(copy.deepcopy(events))
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for i, (agent_name, part) in enumerate(expected_parts):
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assert simplified[i][0] == agent_name
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assert simplified[i][1] == part
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ask_for_confirmation_function_call_id = (
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events[1].content.parts[0].function_call.id
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)
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user_confirmation = testing_utils.UserContent(
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Part(
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function_response=FunctionResponse(
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id=ask_for_confirmation_function_call_id,
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name=REQUEST_CONFIRMATION_FUNCTION_CALL_NAME,
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response={"confirmed": tool_call_confirmed},
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)
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)
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)
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events = await runner.run_async(user_confirmation)
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expected_parts_final = [
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(
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agent.name,
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Part(
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function_response=FunctionResponse(
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name=tools[0].name,
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response={"result": f"confirmed={tool_call_confirmed}"},
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)
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),
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),
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(agent.name, "test llm response after final tool call"),
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]
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assert (
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testing_utils.simplify_events(copy.deepcopy(events))
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== expected_parts_final
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)
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class TestHITLConfirmationFlowWithCustomPayloadSchema(BaseHITLTest):
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"""Tests the HITL confirmation flow with a single agent, for custom confirmation payload schema."""
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@pytest.fixture
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def tools(self) -> list[FunctionTool]:
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"""Provides the tools for the agent."""
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return [
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FunctionTool(
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func=_test_request_confirmation_function_with_custom_schema
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)
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]
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@pytest.fixture
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def llm_responses(
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self, tools: list[FunctionTool]
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) -> list[GenerateContentResponse]:
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"""Provides mock LLM responses for the tests."""
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return [
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_create_llm_response_from_tools(tools),
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_create_llm_response_from_text("test llm response after tool call"),
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_create_llm_response_from_text(
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"test llm response after final tool call"
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),
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]
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@pytest.fixture
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def mock_model(
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self, llm_responses: list[GenerateContentResponse]
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) -> testing_utils.MockModel:
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"""Provides a mock model with predefined responses."""
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return testing_utils.MockModel(responses=llm_responses)
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@pytest.fixture
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def agent(
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self, mock_model: testing_utils.MockModel, tools: list[FunctionTool]
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) -> LlmAgent:
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"""Provides a single LlmAgent for the test."""
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return LlmAgent(name="root_agent", model=mock_model, tools=tools)
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@pytest.mark.asyncio
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@pytest.mark.parametrize("tool_call_confirmed", [True, False])
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async def test_confirmation_flow(
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self,
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runner: testing_utils.InMemoryRunner,
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agent: LlmAgent,
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tool_call_confirmed: bool,
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):
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"""Tests HITL flow with custom payload schema."""
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tools = agent.tools
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user_query = testing_utils.UserContent("test user query")
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events = await runner.run_async(user_query)
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expected_parts = [
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(
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agent.name,
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Part(function_call=FunctionCall(name=tools[0].name, args={})),
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),
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(
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agent.name,
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Part(
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function_call=FunctionCall(
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name=REQUEST_CONFIRMATION_FUNCTION_CALL_NAME,
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args={
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"originalFunctionCall": {
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"name": tools[0].name,
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"id": mock.ANY,
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"args": {},
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},
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"toolConfirmation": {
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"hint": (
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"test hint for request_confirmation with"
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" custom payload schema"
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),
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"confirmed": False,
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"payload": {
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"test_custom_payload": {
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"int_field": 0,
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"str_field": "",
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"bool_field": False,
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}
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},
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},
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},
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)
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),
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),
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(
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agent.name,
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Part(
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function_response=FunctionResponse(
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name=tools[0].name,
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response={"error": "test error for request_confirmation"},
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)
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),
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),
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(agent.name, "test llm response after tool call"),
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]
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simplified = testing_utils.simplify_events(copy.deepcopy(events))
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for i, (agent_name, part) in enumerate(expected_parts):
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assert simplified[i][0] == agent_name
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assert simplified[i][1] == part
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ask_for_confirmation_function_call_id = (
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events[1].content.parts[0].function_call.id
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)
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custom_payload = {
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"test_custom_payload": {
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"int_field": 123,
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"str_field": "test_str",
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"bool_field": True,
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}
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}
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user_confirmation = testing_utils.UserContent(
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Part(
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function_response=FunctionResponse(
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id=ask_for_confirmation_function_call_id,
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name=REQUEST_CONFIRMATION_FUNCTION_CALL_NAME,
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response={
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"confirmed": tool_call_confirmed,
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"payload": custom_payload,
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},
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)
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)
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)
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events = await runner.run_async(user_confirmation)
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expected_response = {
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"result": f"confirmed={tool_call_confirmed}",
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"custom_payload": custom_payload,
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}
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expected_parts_final = [
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(
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agent.name,
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Part(
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function_response=FunctionResponse(
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name=tools[0].name,
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response=expected_response,
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)
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),
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),
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(agent.name, "test llm response after final tool call"),
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]
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assert (
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testing_utils.simplify_events(copy.deepcopy(events))
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== expected_parts_final
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)
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