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| from unittest.mock import patch |
| from google import auth |
| from google.api_core import operation as ga_operation |
| from google.auth import credentials as auth_credentials |
| from vertexai import rag |
| from vertexai.preview import rag as rag_preview |
| from google.cloud.aiplatform_v1 import ( |
| DeleteRagCorpusRequest, |
| VertexRagDataServiceAsyncClient, |
| VertexRagDataServiceClient, |
| ) |
| from google.cloud.aiplatform_v1beta1 import ( |
| DeleteRagCorpusRequest as DeleteRagCorpusRequestPreview, |
| VertexRagDataServiceAsyncClient as VertexRagDataServiceAsyncClientPreview, |
| VertexRagDataServiceClient as VertexRagDataServiceClientPreview, |
| ) |
| import test_rag_constants_preview |
| import test_rag_constants |
| import mock |
| import pytest |
|
|
|
|
| |
|
|
| _TEST_CREDENTIALS = mock.Mock(spec=auth_credentials.AnonymousCredentials()) |
|
|
|
|
| @pytest.fixture(scope="module") |
| def google_auth_mock(): |
| with mock.patch.object(auth, "default") as auth_mock: |
| auth_mock.return_value = ( |
| auth_credentials.AnonymousCredentials(), |
| test_rag_constants_preview.TEST_PROJECT, |
| ) |
| yield auth_mock |
|
|
|
|
| @pytest.fixture |
| def authorized_session_mock(): |
| with patch( |
| "google.auth.transport.requests.AuthorizedSession" |
| ) as MockAuthorizedSession: |
| mock_auth_session = MockAuthorizedSession(_TEST_CREDENTIALS) |
| yield mock_auth_session |
|
|
|
|
| @pytest.fixture |
| def rag_data_client_mock(): |
| with mock.patch.object( |
| rag.utils._gapic_utils, "create_rag_data_service_client" |
| ) as rag_data_client_mock: |
| api_client_mock = mock.Mock(spec=VertexRagDataServiceClient) |
|
|
| |
| api_client_mock.get_rag_corpus.return_value = ( |
| test_rag_constants.TEST_GAPIC_RAG_CORPUS |
| ) |
| |
| delete_rag_corpus_lro_mock = mock.Mock(ga_operation.Operation) |
| delete_rag_corpus_lro_mock.result.return_value = DeleteRagCorpusRequest() |
| api_client_mock.delete_rag_corpus.return_value = delete_rag_corpus_lro_mock |
| |
| api_client_mock.get_rag_file.return_value = ( |
| test_rag_constants.TEST_GAPIC_RAG_FILE |
| ) |
|
|
| rag_data_client_mock.return_value = api_client_mock |
| yield rag_data_client_mock |
|
|
|
|
| @pytest.fixture |
| def rag_data_client_preview_mock(): |
| with mock.patch.object( |
| rag_preview.utils._gapic_utils, "create_rag_data_service_client" |
| ) as rag_data_client_mock: |
| api_client_mock = mock.Mock(spec=VertexRagDataServiceClientPreview) |
|
|
| |
| api_client_mock.get_rag_corpus.return_value = ( |
| test_rag_constants_preview.TEST_GAPIC_RAG_CORPUS |
| ) |
| |
| delete_rag_corpus_lro_mock = mock.Mock(ga_operation.Operation) |
| delete_rag_corpus_lro_mock.result.return_value = DeleteRagCorpusRequestPreview() |
| api_client_mock.delete_rag_corpus.return_value = delete_rag_corpus_lro_mock |
| |
| api_client_mock.get_rag_file.return_value = ( |
| test_rag_constants_preview.TEST_GAPIC_RAG_FILE |
| ) |
|
|
| rag_data_client_mock.return_value = api_client_mock |
| yield rag_data_client_mock |
|
|
|
|
| @pytest.fixture |
| def rag_data_client_mock_exception(): |
| with mock.patch.object( |
| rag.utils._gapic_utils, "create_rag_data_service_client" |
| ) as rag_data_client_mock_exception: |
| api_client_mock = mock.Mock(spec=VertexRagDataServiceClient) |
| |
| api_client_mock.create_rag_corpus.side_effect = Exception |
| |
| api_client_mock.update_rag_corpus.side_effect = Exception |
| |
| api_client_mock.get_rag_corpus.side_effect = Exception |
| |
| api_client_mock.list_rag_corpora.side_effect = Exception |
| |
| api_client_mock.delete_rag_corpus.side_effect = Exception |
| |
| api_client_mock.upload_rag_file.side_effect = Exception |
| |
| api_client_mock.import_rag_files.side_effect = Exception |
| |
| api_client_mock.get_rag_file.side_effect = Exception |
| |
| api_client_mock.list_rag_files.side_effect = Exception |
| |
| api_client_mock.delete_rag_file.side_effect = Exception |
| rag_data_client_mock_exception.return_value = api_client_mock |
| yield rag_data_client_mock_exception |
|
|
|
|
| @pytest.fixture |
| def rag_data_client_preview_mock_exception(): |
| with mock.patch.object( |
| rag_preview.utils._gapic_utils, "create_rag_data_service_client" |
| ) as rag_data_client_mock_exception: |
| api_client_mock = mock.Mock(spec=VertexRagDataServiceClientPreview) |
| |
| api_client_mock.create_rag_corpus.side_effect = Exception |
| |
| api_client_mock.update_rag_corpus.side_effect = Exception |
| |
| api_client_mock.get_rag_corpus.side_effect = Exception |
| |
| api_client_mock.list_rag_corpora.side_effect = Exception |
| |
| api_client_mock.delete_rag_corpus.side_effect = Exception |
| |
| api_client_mock.upload_rag_file.side_effect = Exception |
| |
| api_client_mock.import_rag_files.side_effect = Exception |
| |
| api_client_mock.get_rag_file.side_effect = Exception |
| |
| api_client_mock.list_rag_files.side_effect = Exception |
| |
| api_client_mock.delete_rag_file.side_effect = Exception |
| rag_data_client_mock_exception.return_value = api_client_mock |
| yield rag_data_client_mock_exception |
|
|
|
|
| @pytest.fixture |
| def rag_data_async_client_mock_exception(): |
| with mock.patch.object( |
| rag.utils._gapic_utils, "create_rag_data_service_async_client" |
| ) as rag_data_async_client_mock_exception: |
| api_client_mock = mock.Mock(spec=VertexRagDataServiceAsyncClient) |
| |
| api_client_mock.import_rag_files.side_effect = Exception |
| rag_data_client_mock_exception.return_value = api_client_mock |
| yield rag_data_async_client_mock_exception |
|
|
|
|
| @pytest.fixture |
| def rag_data_async_client_preview_mock_exception(): |
| with mock.patch.object( |
| rag_preview.utils._gapic_utils, "create_rag_data_service_async_client" |
| ) as rag_data_async_client_mock_exception: |
| api_client_mock = mock.Mock(spec=VertexRagDataServiceAsyncClientPreview) |
| |
| api_client_mock.import_rag_files.side_effect = Exception |
| rag_data_client_mock_exception.return_value = api_client_mock |
| yield rag_data_async_client_mock_exception |
|
|