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