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422 lines
14 KiB
Python
422 lines
14 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 google.adk.errors.not_found_error import NotFoundError
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from google.adk.evaluation.eval_case import EvalCase
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from google.adk.evaluation.eval_set import EvalSet
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from google.adk.evaluation.gcs_eval_sets_manager import _EVAL_SET_FILE_EXTENSION
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from google.adk.evaluation.gcs_eval_sets_manager import GcsEvalSetsManager
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from google.cloud import exceptions as cloud_exceptions
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import pytest
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from .mock_gcs_utils import MockBlob
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from .mock_gcs_utils import MockBucket
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from .mock_gcs_utils import MockClient
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class TestGcsEvalSetsManager:
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"""Tests for GcsEvalSetsManager."""
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@pytest.fixture
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def gcs_eval_sets_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 GcsEvalSetsManager(bucket_name=bucket_name)
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def test_gcs_eval_sets_manager_get_eval_set_success(
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self, gcs_eval_sets_manager
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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mock_eval_set = EvalSet(eval_set_id=eval_set_id, eval_cases=[])
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mock_bucket = gcs_eval_sets_manager.bucket
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mock_blob = mock_bucket.blob(
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f"{app_name}/evals/eval_sets/{eval_set_id}{_EVAL_SET_FILE_EXTENSION}"
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)
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mock_blob.upload_from_string(mock_eval_set.model_dump_json())
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eval_set = gcs_eval_sets_manager.get_eval_set(app_name, eval_set_id)
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assert eval_set == mock_eval_set
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def test_gcs_eval_sets_manager_get_eval_set_not_found(
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self, gcs_eval_sets_manager
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set_not_exist"
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eval_set = gcs_eval_sets_manager.get_eval_set(app_name, eval_set_id)
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assert eval_set is None
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def test_gcs_eval_sets_manager_create_eval_set_success(
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self, gcs_eval_sets_manager, mocker
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):
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mocked_time = 12345678
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mocker.patch("time.time", return_value=mocked_time)
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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mock_write_eval_set_to_blob = mocker.patch.object(
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gcs_eval_sets_manager,
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"_write_eval_set_to_blob",
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)
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eval_set_blob_name = gcs_eval_sets_manager._get_eval_set_blob_name(
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app_name, eval_set_id
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)
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created_eval_set = gcs_eval_sets_manager.create_eval_set(
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app_name, eval_set_id
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)
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expected_eval_set = EvalSet(
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eval_set_id=eval_set_id,
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name=eval_set_id,
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eval_cases=[],
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creation_timestamp=mocked_time,
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)
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mock_write_eval_set_to_blob.assert_called_once_with(
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eval_set_blob_name,
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expected_eval_set,
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)
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assert created_eval_set == expected_eval_set
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def test_gcs_eval_sets_manager_create_eval_set_invalid_id(
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self, gcs_eval_sets_manager
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):
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app_name = "test_app"
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eval_set_id = "invalid-id"
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with pytest.raises(ValueError, match="Invalid Eval Set ID"):
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gcs_eval_sets_manager.create_eval_set(app_name, eval_set_id)
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def test_gcs_eval_sets_manager_list_eval_sets_success(
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self, gcs_eval_sets_manager
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):
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app_name = "test_app"
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mock_blob_1 = MockBlob(
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f"test_app/evals/eval_sets/eval_set_1{_EVAL_SET_FILE_EXTENSION}"
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)
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mock_blob_2 = MockBlob(
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f"test_app/evals/eval_sets/eval_set_2{_EVAL_SET_FILE_EXTENSION}"
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)
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mock_blob_3 = MockBlob("test_app/evals/eval_sets/not_an_eval_set.txt")
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mock_bucket = gcs_eval_sets_manager.bucket
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mock_bucket.blobs = {
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mock_blob_1.name: mock_blob_1,
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mock_blob_2.name: mock_blob_2,
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mock_blob_3.name: mock_blob_3,
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}
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eval_sets = gcs_eval_sets_manager.list_eval_sets(app_name)
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assert eval_sets == ["eval_set_1", "eval_set_2"]
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def test_gcs_eval_sets_manager_list_eval_sets_fails(
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self, gcs_eval_sets_manager, mocker
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):
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mocker.patch.object(
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gcs_eval_sets_manager.bucket,
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"list_blobs",
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side_effect=cloud_exceptions.NotFound("not found"),
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)
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with pytest.raises(NotFoundError):
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gcs_eval_sets_manager.list_eval_sets("test_app")
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def test_gcs_eval_sets_manager_add_eval_case_success(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_case = EvalCase(eval_id=eval_case_id, conversation=[])
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mock_eval_set = EvalSet(eval_set_id=eval_set_id, eval_cases=[])
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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)
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mock_write_eval_set_to_blob = mocker.patch.object(
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gcs_eval_sets_manager, "_write_eval_set_to_blob"
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)
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eval_set_blob_name = gcs_eval_sets_manager._get_eval_set_blob_name(
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app_name, eval_set_id
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)
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gcs_eval_sets_manager.add_eval_case(app_name, eval_set_id, mock_eval_case)
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assert len(mock_eval_set.eval_cases) == 1
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assert mock_eval_set.eval_cases[0] == mock_eval_case
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mock_write_eval_set_to_blob.assert_called_once_with(
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eval_set_blob_name, mock_eval_set
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)
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def test_gcs_eval_sets_manager_add_eval_case_eval_set_not_found(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_case = EvalCase(eval_id=eval_case_id, conversation=[])
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=None
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)
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with pytest.raises(
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NotFoundError, match="Eval set `test_eval_set` not found."
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):
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gcs_eval_sets_manager.add_eval_case(app_name, eval_set_id, mock_eval_case)
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def test_gcs_eval_sets_manager_add_eval_case_eval_case_id_exists(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_case = EvalCase(eval_id=eval_case_id, conversation=[])
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mock_eval_set = EvalSet(
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eval_set_id=eval_set_id, eval_cases=[mock_eval_case]
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)
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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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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f"Eval id `{eval_case_id}` already exists in `{eval_set_id}` eval"
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" set."
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),
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):
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gcs_eval_sets_manager.add_eval_case(app_name, eval_set_id, mock_eval_case)
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def test_gcs_eval_sets_manager_get_eval_case_success(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_case = EvalCase(eval_id=eval_case_id, conversation=[])
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mock_eval_set = EvalSet(
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eval_set_id=eval_set_id, eval_cases=[mock_eval_case]
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)
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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)
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eval_case = gcs_eval_sets_manager.get_eval_case(
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app_name, eval_set_id, eval_case_id
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)
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assert eval_case == mock_eval_case
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def test_gcs_eval_sets_manager_get_eval_case_eval_set_not_found(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=None
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)
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eval_case = gcs_eval_sets_manager.get_eval_case(
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app_name, eval_set_id, eval_case_id
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)
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assert eval_case is None
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def test_gcs_eval_sets_manager_get_eval_case_eval_case_not_found(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_set = EvalSet(eval_set_id=eval_set_id, eval_cases=[])
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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)
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eval_case = gcs_eval_sets_manager.get_eval_case(
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app_name, eval_set_id, eval_case_id
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)
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assert eval_case is None
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def test_gcs_eval_sets_manager_update_eval_case_success(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_case = EvalCase(
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eval_id=eval_case_id, conversation=[], creation_timestamp=456
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)
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updated_eval_case = EvalCase(
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eval_id=eval_case_id, conversation=[], creation_timestamp=123
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)
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mock_eval_set = EvalSet(
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eval_set_id=eval_set_id, eval_cases=[mock_eval_case]
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)
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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)
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_case", return_value=mock_eval_case
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)
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mock_write_eval_set_to_blob = mocker.patch.object(
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gcs_eval_sets_manager, "_write_eval_set_to_blob"
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)
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eval_set_blob_name = gcs_eval_sets_manager._get_eval_set_blob_name(
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app_name, eval_set_id
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)
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gcs_eval_sets_manager.update_eval_case(
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app_name, eval_set_id, updated_eval_case
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)
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assert len(mock_eval_set.eval_cases) == 1
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assert mock_eval_set.eval_cases[0] == updated_eval_case
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mock_write_eval_set_to_blob.assert_called_once_with(
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eval_set_blob_name,
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EvalSet(eval_set_id=eval_set_id, eval_cases=[updated_eval_case]),
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)
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def test_gcs_eval_sets_manager_update_eval_case_eval_set_not_found(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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updated_eval_case = EvalCase(eval_id=eval_case_id, conversation=[])
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_case", return_value=None
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)
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with pytest.raises(
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NotFoundError,
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match=f"Eval set `{eval_set_id}` not found.",
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):
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gcs_eval_sets_manager.update_eval_case(
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app_name, eval_set_id, updated_eval_case
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)
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def test_gcs_eval_sets_manager_update_eval_case_eval_case_not_found(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_set = EvalSet(eval_set_id=eval_set_id, eval_cases=[])
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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)
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updated_eval_case = EvalCase(eval_id=eval_case_id, conversation=[])
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with pytest.raises(
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NotFoundError,
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match=(
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f"Eval case `{eval_case_id}` not found in eval set `{eval_set_id}`."
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),
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):
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gcs_eval_sets_manager.update_eval_case(
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app_name, eval_set_id, updated_eval_case
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)
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def test_gcs_eval_sets_manager_delete_eval_case_success(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_case = EvalCase(eval_id=eval_case_id, conversation=[])
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mock_eval_set = EvalSet(
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eval_set_id=eval_set_id, eval_cases=[mock_eval_case]
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)
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mock_bucket = gcs_eval_sets_manager.bucket
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mock_blob = mock_bucket.blob(
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f"{app_name}/evals/eval_sets/{eval_set_id}{_EVAL_SET_FILE_EXTENSION}"
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)
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mock_blob.upload_from_string(mock_eval_set.model_dump_json())
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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)
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_case", return_value=mock_eval_case
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)
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mock_write_eval_set_to_blob = mocker.patch.object(
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gcs_eval_sets_manager, "_write_eval_set_to_blob"
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)
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eval_set_blob_name = gcs_eval_sets_manager._get_eval_set_blob_name(
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app_name, eval_set_id
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)
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gcs_eval_sets_manager.delete_eval_case(app_name, eval_set_id, eval_case_id)
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assert len(mock_eval_set.eval_cases) == 0
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mock_write_eval_set_to_blob.assert_called_once_with(
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eval_set_blob_name,
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EvalSet(eval_set_id=eval_set_id, eval_cases=[]),
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)
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def test_gcs_eval_sets_manager_delete_eval_case_eval_set_not_found(
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self, gcs_eval_sets_manager, mocker
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):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_write_eval_set_to_blob = mocker.patch.object(
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gcs_eval_sets_manager, "_write_eval_set_to_blob"
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)
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with pytest.raises(
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NotFoundError,
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match=f"Eval set `{eval_set_id}` not found.",
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):
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gcs_eval_sets_manager.delete_eval_case(
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app_name, eval_set_id, eval_case_id
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)
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mock_write_eval_set_to_blob.assert_not_called()
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|
def test_gcs_eval_sets_manager_delete_eval_case_eval_case_not_found(
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self, gcs_eval_sets_manager, mocker
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|
):
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app_name = "test_app"
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eval_set_id = "test_eval_set"
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eval_case_id = "test_eval_case"
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mock_eval_set = EvalSet(eval_set_id=eval_set_id, eval_cases=[])
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_set", return_value=mock_eval_set
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)
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mocker.patch.object(
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gcs_eval_sets_manager, "get_eval_case", return_value=None
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)
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mock_write_eval_set_to_blob = mocker.patch.object(
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gcs_eval_sets_manager, "_write_eval_set_to_blob"
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)
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with pytest.raises(
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NotFoundError,
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match=(
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f"Eval case `{eval_case_id}` not found in eval set `{eval_set_id}`."
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),
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):
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gcs_eval_sets_manager.delete_eval_case(
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app_name, eval_set_id, eval_case_id
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)
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mock_write_eval_set_to_blob.assert_not_called()
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