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feat(bigquery): add bigquery_get_vector_index_status sample to check … #14744
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83 changes: 83 additions & 0 deletions
83
bigquery/vector_search/bigquery_get_vector_index_status.py
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| # 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 | ||
| # | ||
| # https://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. | ||
|
|
||
| # [START bigquery_get_vector_index_status] | ||
| import sys | ||
|
|
||
| from google.api_core import exceptions | ||
| from google.cloud import bigquery | ||
|
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|
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| def get_vector_index_status( | ||
| project_id: str, | ||
| dataset_id: str, | ||
| table_id: str, | ||
| ) -> None: | ||
| """Queries INFORMATION_SCHEMA.VECTOR_INDEXES to inspect vector index build status. | ||
|
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| Args: | ||
| project_id: Google Cloud project ID (for example, 'example-project'). | ||
| dataset_id: BigQuery dataset ID containing the indexed embeddings table | ||
| (for example, 'example_dataset'). | ||
| table_id: BigQuery table ID to inspect vector indexes for | ||
| (for example, 'example_embeddings'). | ||
| """ | ||
| client = bigquery.Client(project=project_id) | ||
| table_ref = f"{project_id}.{dataset_id}.{table_id}" | ||
| # Parameterize the table_name filter when querying INFORMATION_SCHEMA.VECTOR_INDEXES. | ||
| job_config = bigquery.QueryJobConfig( | ||
| query_parameters=[ | ||
| bigquery.ScalarQueryParameter("table_id", "STRING", table_id), | ||
| ] | ||
| ) | ||
| sql = f""" | ||
| SELECT | ||
| index_name, | ||
| index_status, | ||
| coverage_percentage | ||
| FROM `{project_id}.{dataset_id}.INFORMATION_SCHEMA.VECTOR_INDEXES` | ||
| WHERE table_name = @table_id; | ||
| """ | ||
|
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||
| try: | ||
| print(f"Checking vector index status for table: {table_ref}") | ||
| query_job = client.query(sql, job_config=job_config) | ||
| rows = list(query_job.result()) | ||
| except exceptions.NotFound as err: | ||
| print( | ||
| f"error: dataset '{dataset_id}' or table '{table_id}' not found in " | ||
| f"project '{project_id}': {err.message}", | ||
| file=sys.stderr, | ||
| ) | ||
| return | ||
| except exceptions.GoogleAPICallError as err: | ||
| print( | ||
| f"error: failed to get vector index status for table '{table_id}' in " | ||
| f"dataset '{dataset_id}' for project '{project_id}': {err.message}", | ||
| file=sys.stderr, | ||
| ) | ||
| return | ||
|
|
||
| index_name = rows[0].index_name if rows else "NONE" | ||
| index_status = rows[0].index_status if rows else "NONE" | ||
| coverage_percentage = rows[0].coverage_percentage if rows else 0 | ||
| print(f"Resource ID: {table_ref}") | ||
| print(f"Index Count: {len(rows)}") | ||
| print(f"Index Name: {index_name}") | ||
| print(f"Index Status: {index_status}") | ||
| print(f"Coverage Percentage: {coverage_percentage}%") | ||
| print(f"Job ID: {query_job.job_id}") | ||
|
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|
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| # [END bigquery_get_vector_index_status] |
71 changes: 71 additions & 0 deletions
71
bigquery/vector_search/bigquery_get_vector_index_status_test.py
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| # 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 | ||
| # | ||
| # https://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. | ||
|
|
||
| from unittest import mock | ||
|
|
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| import bigquery_get_vector_index_status | ||
| from google.api_core import exceptions | ||
| import pytest | ||
|
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|
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| def test_get_vector_index_status_success( | ||
| capsys: pytest.CaptureFixture[str], | ||
| ) -> None: | ||
| with mock.patch("google.cloud.bigquery.Client") as mock_client_cls: | ||
| mock_client = mock_client_cls.return_value | ||
| mock_job = mock.MagicMock() | ||
| mock_job.job_id = "example-job-123" | ||
| mock_row = mock.MagicMock() | ||
| mock_row.index_name = "example_vector_index" | ||
| mock_row.index_status = "ACTIVE" | ||
| mock_row.coverage_percentage = 100 | ||
| mock_job.result.return_value = [mock_row] | ||
| mock_client.query.return_value = mock_job | ||
|
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| bigquery_get_vector_index_status.get_vector_index_status( | ||
| project_id="example-project", | ||
| dataset_id="example_dataset", | ||
| table_id="example_embeddings", | ||
| ) | ||
|
|
||
| mock_client.query.assert_called_once() | ||
| captured = capsys.readouterr() | ||
| assert ( | ||
| "Resource ID: example-project.example_dataset.example_embeddings" | ||
| in captured.out | ||
| ) | ||
| assert "Index Count: 1" in captured.out | ||
| assert "Index Name: example_vector_index" in captured.out | ||
| assert "Index Status: ACTIVE" in captured.out | ||
| assert "Coverage Percentage: 100%" in captured.out | ||
|
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||
|
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| def test_get_vector_index_status_not_found( | ||
| capsys: pytest.CaptureFixture[str], | ||
| ) -> None: | ||
| with mock.patch("google.cloud.bigquery.Client") as mock_client_cls: | ||
| mock_client = mock_client_cls.return_value | ||
| mock_job = mock.MagicMock() | ||
| mock_job.result.side_effect = exceptions.NotFound("Dataset not found") | ||
| mock_client.query.return_value = mock_job | ||
|
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| bigquery_get_vector_index_status.get_vector_index_status( | ||
| project_id="example-project", | ||
| dataset_id="example_dataset", | ||
| table_id="example_embeddings", | ||
| ) | ||
|
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| captured = capsys.readouterr() | ||
| assert "error:" in captured.err | ||
| assert "example_embeddings" in captured.err | ||
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| # 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 | ||
| # | ||
| # https://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. | ||
|
|
||
| TEST_CONFIG_OVERRIDE = { | ||
| # You can opt out from the test for specific Python versions. | ||
| "ignored_versions": ["2.7", "3.7", "3.8", "3.9", "3.10", "3.11"], | ||
| # Enforce type hints on new samples. | ||
| "enforce_type_hints": True, | ||
| "gcloud_project_env": "GOOGLE_CLOUD_PROJECT", | ||
| "pip_version_override": None, | ||
| "envs": {}, | ||
| } |
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|---|---|---|
| @@ -0,0 +1 @@ | ||
| pytest==9.0.3; python_version >= "3.10" |
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|---|---|---|
| @@ -0,0 +1 @@ | ||
| google-cloud-bigquery==3.47.0 |
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Update the test assertions to verify that the coverage percentage is correctly printed in the output.