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# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
# flake8: noqa: F401
# flake8: noqa: F841
import asyncio
from unittest.mock import AsyncMock, MagicMock, Mock, patch
import pytest
from azure.ai.evaluation._exceptions import EvaluationException
from azure.ai.evaluation.simulator import AdversarialScenario, AdversarialSimulator
@pytest.fixture()
def async_callback():
async def callback(x):
return x
yield callback
@pytest.mark.unittest
class TestSimulator:
@patch("azure.ai.evaluation.simulator._model_tools._rai_client.RAIClient._get_service_discovery_url")
@patch(
"azure.ai.evaluation.simulator._model_tools.AdversarialTemplateHandler._get_content_harm_template_collections"
)
@patch("azure.ai.evaluation.simulator.AdversarialSimulator._simulate_async")
@patch("azure.ai.evaluation.simulator.AdversarialSimulator._ensure_service_dependencies")
def test_initialization_with_all_valid_scenarios(
self,
mock_ensure_service_dependencies,
mock_get_content_harm_template_collections,
mock_simulate_async,
mock_get_service_discovery_url,
azure_cred,
):
mock_get_service_discovery_url.return_value = "http://some.url/discovery/"
mock_simulate_async.return_value = MagicMock()
mock_get_content_harm_template_collections.return_value = ["t1", "t2", "t3", "t4", "t5", "t6", "t7"]
mock_ensure_service_dependencies.return_value = True
azure_ai_project = {
"subscription_id": "test_subscription",
"resource_group_name": "test_resource_group",
"project_name": "test_workspace",
}
available_scenarios = [
AdversarialScenario.ADVERSARIAL_CONVERSATION,
AdversarialScenario.ADVERSARIAL_QA,
AdversarialScenario.ADVERSARIAL_SUMMARIZATION,
AdversarialScenario.ADVERSARIAL_SEARCH,
AdversarialScenario.ADVERSARIAL_REWRITE,
AdversarialScenario.ADVERSARIAL_CONTENT_GEN_UNGROUNDED,
AdversarialScenario.ADVERSARIAL_CONTENT_GEN_GROUNDED,
]
for scenario in available_scenarios:
simulator = AdversarialSimulator(azure_ai_project=azure_ai_project, credential=azure_cred)
assert callable(simulator)
# simulator(scenario=scenario, max_conversation_turns=1, max_simulation_results=3, target=async_callback)
@patch("azure.ai.evaluation.simulator._model_tools._rai_client.RAIClient._get_service_discovery_url")
@patch(
"azure.ai.evaluation.simulator._model_tools.AdversarialTemplateHandler._get_content_harm_template_collections"
)
def test_simulator_raises_validation_error_with_unsupported_scenario(
self, _get_content_harm_template_collections, _get_service_discovery_url, azure_cred
):
_get_content_harm_template_collections.return_value = []
_get_service_discovery_url.return_value = "some-url"
azure_ai_project = {
"subscription_id": "test_subscription",
"resource_group_name": "test_resource_group",
"project_name": "test_workspace",
}
async def callback(x):
return x
simulator = AdversarialSimulator(azure_ai_project=azure_ai_project, credential=azure_cred)
with pytest.raises(EvaluationException):
outputs = asyncio.run(
simulator(
scenario="unknown-scenario", max_conversation_turns=1, max_simulation_results=3, target=callback
)
)
@patch("azure.ai.evaluation.simulator._model_tools._rai_client.RAIClient._get_service_discovery_url")
@patch(
"azure.ai.evaluation.simulator._model_tools.AdversarialTemplateHandler._get_content_harm_template_collections"
)
@patch("azure.ai.evaluation.simulator.AdversarialSimulator._simulate_async")
@patch("azure.ai.evaluation.simulator.AdversarialSimulator._ensure_service_dependencies")
def test_initialization_parity_with_evals(
self,
mock_ensure_service_dependencies,
mock_get_content_harm_template_collections,
mock_simulate_async,
mock_get_service_discovery_url,
):
mock_get_service_discovery_url.return_value = "http://some.url/discovery/"
mock_simulate_async.return_value = MagicMock()
mock_get_content_harm_template_collections.return_value = ["t1", "t2", "t3", "t4", "t5", "t6", "t7"]
mock_ensure_service_dependencies.return_value = True
azure_ai_project = {
"subscription_id": "test_subscription",
"resource_group_name": "test_resource_group",
"project_name": "test_workspace",
}
available_scenarios = [
AdversarialScenario.ADVERSARIAL_CONVERSATION,
AdversarialScenario.ADVERSARIAL_QA,
AdversarialScenario.ADVERSARIAL_SUMMARIZATION,
AdversarialScenario.ADVERSARIAL_SEARCH,
AdversarialScenario.ADVERSARIAL_REWRITE,
AdversarialScenario.ADVERSARIAL_CONTENT_GEN_UNGROUNDED,
AdversarialScenario.ADVERSARIAL_CONTENT_GEN_GROUNDED,
]
for scenario in available_scenarios:
simulator = AdversarialSimulator(azure_ai_project=azure_ai_project, credential="test_credential")
assert callable(simulator)
# simulator(scenario=scenario, max_conversation_turns=1, max_simulation_results=3, target=async_callback)
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