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google--adk-python/tests/unittests/evaluation/test_gcs_eval_set_results_manager.py
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chore: import upstream snapshot with attribution
2026-07-13 13:25:13 +08:00

221 lines
7.7 KiB
Python

# 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.
import json
from google.adk.errors.not_found_error import NotFoundError
from google.adk.evaluation._eval_set_results_manager_utils import _sanitize_eval_set_result_name
from google.adk.evaluation._eval_set_results_manager_utils import create_eval_set_result
from google.adk.evaluation.eval_case import Invocation
from google.adk.evaluation.eval_metrics import EvalMetricResult
from google.adk.evaluation.eval_metrics import EvalMetricResultPerInvocation
from google.adk.evaluation.eval_result import EvalCaseResult
from google.adk.evaluation.evaluator import EvalStatus
from google.adk.evaluation.gcs_eval_set_results_manager import GcsEvalSetResultsManager
from google.genai import types as genai_types
import pytest
from .mock_gcs_utils import MockBucket
from .mock_gcs_utils import MockClient
def _get_test_eval_case_results():
# Create mock Invocation objects
actual_invocation_1 = Invocation(
invocation_id="actual_1",
user_content=genai_types.Content(
parts=[genai_types.Part(text="input_1")]
),
)
expected_invocation_1 = Invocation(
invocation_id="expected_1",
user_content=genai_types.Content(
parts=[genai_types.Part(text="expected_input_1")]
),
)
actual_invocation_2 = Invocation(
invocation_id="actual_2",
user_content=genai_types.Content(
parts=[genai_types.Part(text="input_2")]
),
)
expected_invocation_2 = Invocation(
invocation_id="expected_2",
user_content=genai_types.Content(
parts=[genai_types.Part(text="expected_input_2")]
),
)
eval_metric_result_1 = EvalMetricResult(
metric_name="metric",
threshold=0.8,
score=1.0,
eval_status=EvalStatus.PASSED,
)
eval_metric_result_2 = EvalMetricResult(
metric_name="metric",
threshold=0.8,
score=0.5,
eval_status=EvalStatus.FAILED,
)
eval_metric_result_per_invocation_1 = EvalMetricResultPerInvocation(
actual_invocation=actual_invocation_1,
expected_invocation=expected_invocation_1,
eval_metric_results=[eval_metric_result_1],
)
eval_metric_result_per_invocation_2 = EvalMetricResultPerInvocation(
actual_invocation=actual_invocation_2,
expected_invocation=expected_invocation_2,
eval_metric_results=[eval_metric_result_2],
)
return [
EvalCaseResult(
eval_set_id="eval_set",
eval_id="eval_case_1",
final_eval_status=EvalStatus.PASSED,
overall_eval_metric_results=[eval_metric_result_1],
eval_metric_result_per_invocation=[
eval_metric_result_per_invocation_1
],
session_id="session_1",
),
EvalCaseResult(
eval_set_id="eval_set",
eval_id="eval_case_2",
final_eval_status=EvalStatus.FAILED,
overall_eval_metric_results=[eval_metric_result_2],
eval_metric_result_per_invocation=[
eval_metric_result_per_invocation_2
],
session_id="session_2",
),
]
class TestGcsEvalSetResultsManager:
@pytest.fixture
def gcs_eval_set_results_manager(self, mocker):
mock_storage_client = MockClient()
bucket_name = "test_bucket"
mock_bucket = MockBucket(bucket_name)
mocker.patch.object(mock_storage_client, "bucket", return_value=mock_bucket)
mocker.patch(
"google.cloud.storage.Client", return_value=mock_storage_client
)
return GcsEvalSetResultsManager(bucket_name=bucket_name)
def test_save_eval_set_result(self, gcs_eval_set_results_manager, mocker):
mocker.patch("time.time", return_value=12345678)
app_name = "test_app"
eval_set_id = "test_eval_set"
eval_case_results = _get_test_eval_case_results()
eval_set_result = create_eval_set_result(
app_name, eval_set_id, eval_case_results
)
blob_name = gcs_eval_set_results_manager._get_eval_set_result_blob_name(
app_name, eval_set_result.eval_set_result_id
)
mock_write_eval_set_result = mocker.patch.object(
gcs_eval_set_results_manager,
"_write_eval_set_result",
)
gcs_eval_set_results_manager.save_eval_set_result(
app_name, eval_set_id, eval_case_results
)
mock_write_eval_set_result.assert_called_once_with(
blob_name,
eval_set_result,
)
def test_get_eval_set_result_not_found(
self, gcs_eval_set_results_manager, mocker
):
mocker.patch("time.time", return_value=12345678)
app_name = "test_app"
with pytest.raises(NotFoundError) as e:
gcs_eval_set_results_manager.get_eval_set_result(
app_name, "non_existent_id"
)
def test_get_eval_set_result(self, gcs_eval_set_results_manager, mocker):
mocker.patch("time.time", return_value=12345678)
app_name = "test_app"
eval_set_id = "test_eval_set"
eval_case_results = _get_test_eval_case_results()
gcs_eval_set_results_manager.save_eval_set_result(
app_name, eval_set_id, eval_case_results
)
eval_set_result = create_eval_set_result(
app_name, eval_set_id, eval_case_results
)
retrieved_eval_set_result = (
gcs_eval_set_results_manager.get_eval_set_result(
app_name, eval_set_result.eval_set_result_id
)
)
assert retrieved_eval_set_result == eval_set_result
def test_get_eval_set_result_double_encoded_legacy(
self, gcs_eval_set_results_manager, mocker
):
mocker.patch("time.time", return_value=12345678)
app_name = "test_app"
eval_set_id = "test_eval_set"
eval_case_results = _get_test_eval_case_results()
eval_set_result = create_eval_set_result(
app_name, eval_set_id, eval_case_results
)
blob_name = gcs_eval_set_results_manager._get_eval_set_result_blob_name(
app_name, eval_set_result.eval_set_result_id
)
blob = gcs_eval_set_results_manager.bucket.blob(blob_name)
double_encoded_json = json.dumps(eval_set_result.model_dump_json())
blob.upload_from_string(
double_encoded_json, content_type="application/json"
)
retrieved_eval_set_result = (
gcs_eval_set_results_manager.get_eval_set_result(
app_name, eval_set_result.eval_set_result_id
)
)
assert retrieved_eval_set_result == eval_set_result
def test_list_eval_set_results(self, gcs_eval_set_results_manager, mocker):
mocker.patch("time.time", return_value=123)
app_name = "test_app"
eval_set_ids = ["test_eval_set_1", "test_eval_set_2", "test_eval_set_3"]
for eval_set_id in eval_set_ids:
eval_case_results = _get_test_eval_case_results()
gcs_eval_set_results_manager.save_eval_set_result(
app_name, eval_set_id, eval_case_results
)
retrieved_eval_set_result_ids = (
gcs_eval_set_results_manager.list_eval_set_results(app_name)
)
assert retrieved_eval_set_result_ids == [
"test_app_test_eval_set_1_123",
"test_app_test_eval_set_2_123",
"test_app_test_eval_set_3_123",
]
def test_list_eval_set_results_empty(self, gcs_eval_set_results_manager):
app_name = "test_app"
retrieved_eval_set_result_ids = (
gcs_eval_set_results_manager.list_eval_set_results(app_name)
)
assert retrieved_eval_set_result_ids == []