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201 lines
7.8 KiB
Python
201 lines
7.8 KiB
Python
# Copyright 2026 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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from __future__ import annotations
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from google.adk.evaluation import conversation_scenarios
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from google.adk.evaluation import eval_case
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from google.adk.evaluation.simulation import user_simulator as user_simulator_module
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from google.adk.evaluation.simulation import user_simulator_provider
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from google.adk.evaluation.simulation.llm_backed_user_simulator import LlmBackedUserSimulator
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from google.adk.evaluation.simulation.llm_backed_user_simulator import LlmBackedUserSimulatorConfig
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from google.adk.evaluation.simulation.static_user_simulator import StaticUserSimulator
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from google.adk.evaluation.simulation.user_simulator import BaseUserSimulatorConfig
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from google.genai import types
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from pydantic import Field
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import pytest
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from typing_extensions import Literal
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_TEST_CONVERSATION = [
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eval_case.Invocation(
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invocation_id='inv1',
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user_content=types.Content(parts=[types.Part(text='Hello!')]),
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),
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]
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_TEST_CONVERSATION_SCENARIO = conversation_scenarios.ConversationScenario(
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starting_prompt='Hello!', conversation_plan='test plan'
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)
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class TestUserSimulatorProvider:
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"""Test cases for the UserSimulatorProvider."""
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def test_provide_static_user_simulator(self):
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"""Tests the case when a StaticUserSimulator should be provided."""
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provider = user_simulator_provider.UserSimulatorProvider()
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test_eval_case = eval_case.EvalCase(
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eval_id='test_eval_id',
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conversation=_TEST_CONVERSATION,
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)
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simulator = provider.provide(test_eval_case)
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assert isinstance(simulator, StaticUserSimulator)
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assert simulator.static_conversation == _TEST_CONVERSATION
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def test_provide_llm_backed_user_simulator(self, mocker):
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"""Tests the case when a LlmBackedUserSimulator should be provided."""
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mock_llm_registry = mocker.patch(
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'google.adk.evaluation.simulation.llm_backed_user_simulator.LLMRegistry',
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autospec=True,
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)
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mock_llm_registry.return_value.resolve.return_value = mocker.Mock()
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# Test case 1: No config in provider.
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provider = user_simulator_provider.UserSimulatorProvider()
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test_eval_case = eval_case.EvalCase(
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eval_id='test_eval_id',
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conversation_scenario=_TEST_CONVERSATION_SCENARIO,
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)
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simulator = provider.provide(test_eval_case)
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assert isinstance(simulator, LlmBackedUserSimulator)
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assert simulator._conversation_scenario == _TEST_CONVERSATION_SCENARIO
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# Test case 2: Config in provider.
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llm_config = LlmBackedUserSimulatorConfig(
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model='test_model',
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)
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provider = user_simulator_provider.UserSimulatorProvider(
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user_simulator_config=llm_config
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)
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simulator = provider.provide(test_eval_case)
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assert isinstance(simulator, LlmBackedUserSimulator)
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assert simulator._conversation_scenario == _TEST_CONVERSATION_SCENARIO
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assert simulator._config.model == 'test_model'
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# ---------------------------------------------------------------------------
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# Backward-compat + discriminator + registry
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# ---------------------------------------------------------------------------
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def test_init_accepts_bare_base_config_but_provide_raises(self):
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"""A bare `BaseUserSimulatorConfig` is a valid *instance* of the base,
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so `__init__` accepts it -- but the base has no registered simulator,
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so `provide()` should raise a clear error pointing the caller at the
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fix. Callers wanting the default should pass `None` instead.
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"""
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provider = user_simulator_provider.UserSimulatorProvider(
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user_simulator_config=BaseUserSimulatorConfig()
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)
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# __init__ stores the bare base as-is; no silent up-conversion.
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assert type(provider._user_simulator_config) is BaseUserSimulatorConfig
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test_eval_case = eval_case.EvalCase(
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eval_id='test_eval_id',
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conversation_scenario=_TEST_CONVERSATION_SCENARIO,
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)
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with pytest.raises(
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ValueError,
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match=(
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r'No UserSimulator registered for config type'
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r' `BaseUserSimulatorConfig`'
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),
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):
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provider.provide(test_eval_case)
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def test_init_rejects_non_config_argument(self):
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"""Passing something that isn't a `BaseUserSimulatorConfig` should raise
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a clear ValueError.
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"""
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with pytest.raises(
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ValueError,
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match=r'Expect config of type `.*BaseUserSimulatorConfig.*`\.',
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):
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user_simulator_provider.UserSimulatorProvider(
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user_simulator_config='not a config' # type: ignore[arg-type]
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)
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# NOTE: The "both / neither of conversation, conversation_scenario"
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# checks in `provide()` are defensive; `EvalCase` itself enforces the same
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# invariant at construction time via a model_validator, so those branches
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# in the provider are effectively unreachable and don't warrant a unit
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# test at this layer.
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def test_base_config_type_defaults_to_none(self):
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"""The base `BaseUserSimulatorConfig.type` must default to `None` -- the
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base class must not hard-code a specific subclass's discriminator value.
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Concrete subclasses supply their own `Literal[...]` default.
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"""
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base = BaseUserSimulatorConfig()
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assert base.type is None
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def test_llm_backed_config_has_locked_type_literal(self):
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"""The `type` discriminator on `LlmBackedUserSimulatorConfig` must be a
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Literal locked to `"llm_backed"`, so future subclasses can dispatch
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correctly via pydantic's discriminated union.
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"""
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config = LlmBackedUserSimulatorConfig()
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assert config.type == 'llm_backed'
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# Attempting to construct with a different `type` value must fail
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# validation (Literal constraint).
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with pytest.raises(Exception):
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LlmBackedUserSimulatorConfig(type='something_else')
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def test_llm_backed_user_simulator_registered_by_provider_module(self):
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"""Importing `user_simulator_provider` must wire the built-in
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`LlmBackedUserSimulator` into the shared registry. This is the "batteries
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included" contract callers rely on: they can `UserSimulatorProvider()`
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without ever touching `register_user_simulator(...)`. If the registration
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line at the top of the provider module is removed, this test catches it
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immediately -- otherwise dispatch would silently fall through to the
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"unregistered config type" error path.
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"""
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assert (
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user_simulator_module._SIMULATOR_BY_CONFIG_TYPE.get(
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LlmBackedUserSimulatorConfig
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)
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is LlmBackedUserSimulator
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)
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def test_provide_raises_for_unregistered_config_type(self, mocker):
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"""If the caller supplies a config subclass that no one has registered,
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provide() must raise a clear error naming the offending type.
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"""
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mocker.patch(
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'google.adk.evaluation.simulation.llm_backed_user_simulator.LLMRegistry',
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autospec=True,
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)
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class _UnregisteredConfig(BaseUserSimulatorConfig):
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type: Literal['unregistered'] = Field(default='unregistered')
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provider = user_simulator_provider.UserSimulatorProvider(
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user_simulator_config=_UnregisteredConfig()
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)
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test_eval_case = eval_case.EvalCase(
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eval_id='test_eval_id',
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conversation_scenario=_TEST_CONVERSATION_SCENARIO,
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)
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with pytest.raises(
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ValueError,
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match=(
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r'No UserSimulator registered for config type'
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r' `_UnregisteredConfig`'
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),
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):
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provider.provide(test_eval_case)
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