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feat(bigquery): add bigquery_search_with_analyzer_options sample to s… #14722
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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. | ||
|
|
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| # [START bigquery_search_with_analyzer_options] | ||
| import sys | ||
|
|
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| from google.api_core import exceptions | ||
| from google.cloud import bigquery | ||
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|
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| def search_with_analyzer_options( | ||
| project_id: str, | ||
| ) -> None: | ||
| """Searches a BigQuery table using custom JSON analyzer_options in SEARCH. | ||
|
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||
| Args: | ||
| project_id: Google Cloud project ID used to bill the query job | ||
| (for example, 'example-project'). | ||
| """ | ||
| client = bigquery.Client(project=project_id) | ||
| # Query the public theLook eCommerce dataset in bigquery-public-data | ||
| # (https://cloud.google.com/bigquery/public-data). | ||
| table_ref = "bigquery-public-data.thelook_ecommerce.users" | ||
| # Configure LOG_ANALYZER with a custom stop_words filter so 'Apt' is ignored during token matching. | ||
| search_query = "Nelson Apt" | ||
| job_config = bigquery.QueryJobConfig( | ||
| query_parameters=[ | ||
| bigquery.ScalarQueryParameter("search_query", "STRING", search_query), | ||
| ] | ||
| ) | ||
| sql = f""" | ||
| SELECT | ||
| u.id, | ||
| u.first_name, | ||
| u.last_name, | ||
| u.street_address | ||
| FROM `{table_ref}` AS u | ||
| WHERE SEARCH( | ||
| u.street_address, | ||
| @search_query, | ||
| analyzer => 'LOG_ANALYZER', | ||
| analyzer_options => '{{"token_filters": [{{"stop_words": ["Apt"]}}]}}' | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I believe declaring stop_words outside the sql string and passing it as a value would point the usage better: search_query = "Nelson Apt"
stop_words = "Apt"
sql = f"""
.
.
analyzer_options => '{{"token_filters": [{{"stop_words": ["{stop_words}"]}}]}}' |
||
| ) | ||
| ORDER BY u.id ASC | ||
| LIMIT 10; | ||
| """ | ||
|
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| try: | ||
| print( | ||
| f"Searching {table_ref} with custom stop-word analyzer_options for: {search_query}" | ||
| ) | ||
| query_job = client.query(sql, job_config=job_config) | ||
| rows = list(query_job.result()) | ||
| except exceptions.NotFound as err: | ||
| print( | ||
| f"error: table '{table_ref}' not found when querying from project " | ||
| f"'{project_id}': {err.message}", | ||
| file=sys.stderr, | ||
| ) | ||
| return | ||
| except exceptions.GoogleAPICallError as err: | ||
| print( | ||
| f"error: failed to search '{table_ref}' with analyzer_options in project " | ||
| f"'{project_id}': {err.message}", | ||
| file=sys.stderr, | ||
| ) | ||
| return | ||
|
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| print(f"Resource ID: {table_ref}") | ||
| print("Analyzer: LOG_ANALYZER") | ||
| print(f"Job ID: {query_job.job_id}") | ||
| print(f"Matching Rows: {len(rows)}") | ||
|
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| # [END bigquery_search_with_analyzer_options] | ||
66 changes: 66 additions & 0 deletions
66
bigquery/search/bigquery_search_with_analyzer_options_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. | ||
|
|
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| from unittest import mock | ||
|
iennae marked this conversation as resolved.
Resolved
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| import bigquery_search_with_analyzer_options | ||
| from google.api_core import exceptions | ||
| import pytest | ||
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| def test_search_with_analyzer_options_success( | ||
| monkeypatch: pytest.MonkeyPatch, | ||
| capsys: pytest.CaptureFixture[str], | ||
| ) -> None: | ||
| mock_client = mock.MagicMock() | ||
| mock_job = mock.MagicMock() | ||
| mock_job.job_id = "example-job-123" | ||
| mock_job.result.return_value = [mock.MagicMock()] | ||
| mock_client.query.return_value = mock_job | ||
| monkeypatch.setattr( | ||
| bigquery_search_with_analyzer_options.bigquery, | ||
| "Client", | ||
| lambda project=None: mock_client, | ||
| ) | ||
|
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| bigquery_search_with_analyzer_options.search_with_analyzer_options( | ||
| project_id="example-project", | ||
| ) | ||
|
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| captured = capsys.readouterr() | ||
| assert "Resource ID: bigquery-public-data.thelook_ecommerce.users" in captured.out | ||
| assert "Analyzer: LOG_ANALYZER" in captured.out | ||
| assert "Matching Rows: 1" in captured.out | ||
| assert mock_client.query.called | ||
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| def test_search_with_analyzer_options_error( | ||
| monkeypatch: pytest.MonkeyPatch, | ||
| capsys: pytest.CaptureFixture[str], | ||
| ) -> None: | ||
| mock_client = mock.MagicMock() | ||
| mock_client.query.side_effect = exceptions.NotFound("resource error") | ||
| monkeypatch.setattr( | ||
| bigquery_search_with_analyzer_options.bigquery, | ||
| "Client", | ||
| lambda project=None: mock_client, | ||
| ) | ||
|
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| bigquery_search_with_analyzer_options.search_with_analyzer_options( | ||
| project_id="example-project", | ||
| ) | ||
|
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| captured = capsys.readouterr() | ||
| assert "error:" in captured.err | ||
| assert "example-project" in captured.err | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,23 @@ | ||
| # 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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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -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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