Path	Lines of Code
AUTHORING_GUIDE.md	747
CODE_OF_CONDUCT.md	35
MAC_SETUP.md	145
README.md	56
SECURITY.md	4
alloydb/notebooks/requirements-test.txt	6
alloydb/notebooks/requirements.txt	1
aml-ai/README.md	26
aml-ai/requirements-test.txt	1
aml-ai/requirements.txt	4
appengine/flexible/README.md	44
appengine/flexible/analytics/README.md	14
appengine/flexible/analytics/requirements-test.txt	2
appengine/flexible/analytics/requirements.txt	6
appengine/flexible/datastore/README.md	13
appengine/flexible/datastore/requirements-test.txt	1
appengine/flexible/datastore/requirements.txt	3
appengine/flexible/django_cloudsql/README.md	14
appengine/flexible/django_cloudsql/requirements-test.txt	2
appengine/flexible/django_cloudsql/requirements.txt	6
appengine/flexible/hello_world/requirements-test.txt	1
appengine/flexible/hello_world/requirements.txt	5
appengine/flexible/hello_world_django/README.md	45
appengine/flexible/hello_world_django/requirements-test.txt	1
appengine/flexible/hello_world_django/requirements.txt	2
appengine/flexible/metadata/requirements-test.txt	1
appengine/flexible/metadata/requirements.txt	3
appengine/flexible/multiple_services/README.md	46
appengine/flexible/multiple_services/gateway-service/requirements-test.txt	1
appengine/flexible/multiple_services/gateway-service/requirements.txt	3
appengine/flexible/multiple_services/static-service/requirements-test.txt	1
appengine/flexible/multiple_services/static-service/requirements.txt	3
appengine/flexible/numpy/requirements-test.txt	1
appengine/flexible/numpy/requirements.txt	5
appengine/flexible/pubsub/README.md	45
appengine/flexible/pubsub/requirements-test.txt	1
appengine/flexible/pubsub/requirements.txt	3
appengine/flexible/pubsub/sample_message.json	5
appengine/flexible/scipy/README.md	5
appengine/flexible/scipy/requirements-test.txt	1
appengine/flexible/scipy/requirements.txt	10
appengine/flexible/static_files/README.md	7
appengine/flexible/static_files/requirements-test.txt	1
appengine/flexible/static_files/requirements.txt	2
appengine/flexible/storage/README.md	20
appengine/flexible/storage/requirements-test.txt	2
appengine/flexible/storage/requirements.txt	3
appengine/flexible/tasks/README.md	79
appengine/flexible/tasks/requirements-test.txt	1
appengine/flexible/tasks/requirements.txt	3
appengine/flexible/twilio/README.md	21
appengine/flexible/twilio/requirements-test.txt	2
appengine/flexible/twilio/requirements.txt	6
appengine/flexible/websockets/README.md	6
appengine/flexible/websockets/requirements-test.txt	3
appengine/flexible/websockets/requirements.txt	6
appengine/flexible_python37_and_earlier/README.md	42
appengine/flexible_python37_and_earlier/analytics/README.md	14
appengine/flexible_python37_and_earlier/analytics/requirements-test.txt	3
appengine/flexible_python37_and_earlier/analytics/requirements.txt	5
appengine/flexible_python37_and_earlier/datastore/README.md	13
appengine/flexible_python37_and_earlier/datastore/requirements-test.txt	1
appengine/flexible_python37_and_earlier/datastore/requirements.txt	5
appengine/flexible_python37_and_earlier/django_cloudsql/README.md	14
appengine/flexible_python37_and_earlier/django_cloudsql/requirements-test.txt	2
appengine/flexible_python37_and_earlier/django_cloudsql/requirements.txt	6
appengine/flexible_python37_and_earlier/hello_world/requirements-test.txt	1
appengine/flexible_python37_and_earlier/hello_world/requirements.txt	4
appengine/flexible_python37_and_earlier/hello_world_django/README.md	47
appengine/flexible_python37_and_earlier/hello_world_django/requirements-test.txt	1
appengine/flexible_python37_and_earlier/hello_world_django/requirements.txt	2
appengine/flexible_python37_and_earlier/metadata/requirements-test.txt	1
appengine/flexible_python37_and_earlier/metadata/requirements.txt	5
appengine/flexible_python37_and_earlier/multiple_services/README.md	43
appengine/flexible_python37_and_earlier/multiple_services/gateway-service/requirements-test.txt	1
appengine/flexible_python37_and_earlier/multiple_services/gateway-service/requirements.txt	5
appengine/flexible_python37_and_earlier/multiple_services/static-service/requirements-test.txt	1
appengine/flexible_python37_and_earlier/multiple_services/static-service/requirements.txt	5
appengine/flexible_python37_and_earlier/numpy/requirements-test.txt	1
appengine/flexible_python37_and_earlier/numpy/requirements.txt	8
appengine/flexible_python37_and_earlier/pubsub/README.md	45
appengine/flexible_python37_and_earlier/pubsub/requirements-test.txt	1
appengine/flexible_python37_and_earlier/pubsub/requirements.txt	5
appengine/flexible_python37_and_earlier/pubsub/sample_message.json	5
appengine/flexible_python37_and_earlier/scipy/README.md	5
appengine/flexible_python37_and_earlier/scipy/requirements-test.txt	1
appengine/flexible_python37_and_earlier/scipy/requirements.txt	11
appengine/flexible_python37_and_earlier/static_files/README.md	7
appengine/flexible_python37_and_earlier/static_files/requirements-test.txt	1
appengine/flexible_python37_and_earlier/static_files/requirements.txt	4
appengine/flexible_python37_and_earlier/storage/README.md	20
appengine/flexible_python37_and_earlier/storage/requirements-test.txt	2
appengine/flexible_python37_and_earlier/storage/requirements.txt	6
appengine/flexible_python37_and_earlier/tasks/README.md	83
appengine/flexible_python37_and_earlier/tasks/requirements-test.txt	1
appengine/flexible_python37_and_earlier/tasks/requirements.txt	5
appengine/flexible_python37_and_earlier/twilio/README.md	21
appengine/flexible_python37_and_earlier/twilio/requirements-test.txt	3
appengine/flexible_python37_and_earlier/twilio/requirements.txt	6
appengine/flexible_python37_and_earlier/websockets/README.md	6
appengine/flexible_python37_and_earlier/websockets/requirements-test.txt	3
appengine/flexible_python37_and_earlier/websockets/requirements.txt	6
appengine/standard/README.md	26
appengine/standard/analytics/requirements-test.txt	4
appengine/standard/analytics/requirements.txt	6
appengine/standard/background/README.md	9
appengine/standard/blobstore/api/README.md	11
appengine/standard/blobstore/blobreader/requirements-test.txt	3
appengine/standard/blobstore/blobreader/requirements.txt	1
appengine/standard/blobstore/gcs/requirements-test.txt	3
appengine/standard/blobstore/gcs/requirements.txt	1
appengine/standard/cloudsql/README.md	9
appengine/standard/endpoints-frameworks-v2/echo/README.md	20
appengine/standard/endpoints-frameworks-v2/echo/requirements-test.txt	5
appengine/standard/endpoints-frameworks-v2/echo/requirements.txt	4
appengine/standard/endpoints-frameworks-v2/iata/README.md	19
appengine/standard/endpoints-frameworks-v2/iata/requirements-test.txt	2
appengine/standard/endpoints-frameworks-v2/iata/requirements.txt	4
appengine/standard/endpoints-frameworks-v2/quickstart/requirements-test.txt	5
appengine/standard/endpoints-frameworks-v2/quickstart/requirements.txt	4
appengine/standard/flask/hello_world/requirements-test.txt	5
appengine/standard/flask/hello_world/requirements.txt	1
appengine/standard/i18n/README.md	94
appengine/standard/i18n/locales/en/LC_MESSAGES/jsmessages.po	16
appengine/standard/i18n/locales/en/LC_MESSAGES/messages.po	19
appengine/standard/i18n/locales/ja/LC_MESSAGES/jsmessages.po	16
appengine/standard/i18n/locales/ja/LC_MESSAGES/messages.po	19
appengine/standard/i18n/locales/pl/LC_MESSAGES/jsmessages.po	17
appengine/standard/iap/README.md	16
appengine/standard/iap/requirements-test.txt	5
appengine/standard/iap/requirements.txt	5
appengine/standard/images/api/README.md	11
appengine/standard/images/api/requirements-test.txt	2
appengine/standard/images/api/requirements.txt	1
appengine/standard/images/guestbook/README.md	11
appengine/standard/memcache/guestbook/README.md	11
appengine/standard/memcache/guestbook/requirements-test.txt	2
appengine/standard/memcache/guestbook/requirements.txt	1
appengine/standard/memcache/snippets/requirements-test.txt	2
appengine/standard/memcache/snippets/requirements.txt	1
appengine/standard/migration/incoming/README.md	12
appengine/standard/migration/incoming/requirements-test.txt	2
appengine/standard/migration/incoming/requirements.txt	2
appengine/standard/migration/memorystore/README.md	25
appengine/standard/migration/memorystore/requirements-test.txt	6
appengine/standard/migration/memorystore/requirements.txt	6
appengine/standard/migration/ndb/overview/README.md	11
appengine/standard/migration/ndb/overview/requirements-test.txt	5
appengine/standard/migration/ndb/overview/requirements.txt	8
appengine/standard/migration/ndb/redis_cache/README.md	20
appengine/standard/migration/ndb/redis_cache/requirements-test.txt	6
appengine/standard/migration/ndb/redis_cache/requirements.txt	8
appengine/standard/migration/storage/README.md	11
appengine/standard/migration/storage/requirements-test.txt	2
appengine/standard/migration/storage/requirements.txt	6
appengine/standard/migration/taskqueue/README.md	4
appengine/standard/migration/taskqueue/pull-counter/README.md	60
appengine/standard/migration/taskqueue/pull-counter/requirements-test.txt	5
appengine/standard/migration/taskqueue/pull-counter/requirements.txt	9
appengine/standard/migration/urlfetch/async/README.md	12
appengine/standard/migration/urlfetch/async/requirements-test.txt	5
appengine/standard/migration/urlfetch/async/requirements.txt	7
appengine/standard/migration/urlfetch/requests/README.md	12
appengine/standard/migration/urlfetch/requests/requirements-test.txt	5
appengine/standard/migration/urlfetch/requests/requirements.txt	6
appengine/standard/modules/README.md	5
appengine/standard/multitenancy/README.md	10
appengine/standard/ndb/async/README.md	10
appengine/standard/ndb/async/app_toplevel/README.md	5
appengine/standard/ndb/entities/README.md	14
appengine/standard/ndb/overview/README.md	10
appengine/standard/ndb/overview/requirements-test.txt	5
appengine/standard/ndb/overview/requirements.txt	1
appengine/standard/ndb/projection_queries/README.md	10
appengine/standard/ndb/properties/README.md	10
appengine/standard/ndb/property_subclasses/README.md	10
appengine/standard/ndb/queries/README.md	10
appengine/standard/ndb/transactions/README.md	11
appengine/standard/ndb/transactions/requirements-test.txt	5
appengine/standard/ndb/transactions/requirements.txt	4
appengine/standard/requests/README.md	9
appengine/standard/storage/api-client/README.md	11
appengine/standard/storage/api-client/requirements-test.txt	3
appengine/standard/storage/api-client/requirements.txt	3
appengine/standard/storage/appengine-client/requirements-test.txt	7
appengine/standard/storage/appengine-client/requirements.txt	1
appengine/standard/taskqueue/counter/README.md	14
appengine/standard/taskqueue/counter/requirements-test.txt	5
appengine/standard/taskqueue/counter/requirements.txt	1
appengine/standard/taskqueue/pull-counter/README.md	8
appengine/standard/taskqueue/pull-counter/requirements-test.txt	5
appengine/standard/taskqueue/pull-counter/requirements.txt	1
appengine/standard/urlfetch/README.md	7
appengine/standard/urlfetch/async/requirements-test.txt	5
appengine/standard/urlfetch/async/requirements.txt	1
appengine/standard/urlfetch/requests/requirements-test.txt	5
appengine/standard/urlfetch/requests/requirements.txt	6
appengine/standard/urlfetch/snippets/requirements-test.txt	5
appengine/standard/urlfetch/snippets/requirements.txt	1
appengine/standard/users/requirements-test.txt	5
appengine/standard/users/requirements.txt	1
appengine/standard_python3/bigquery/requirements-test.txt	1
appengine/standard_python3/bigquery/requirements.txt	2
appengine/standard_python3/building-an-app/building-an-app-1/requirements-test.txt	1
appengine/standard_python3/building-an-app/building-an-app-1/requirements.txt	1
appengine/standard_python3/building-an-app/building-an-app-2/requirements-test.txt	1
appengine/standard_python3/building-an-app/building-an-app-2/requirements.txt	2
appengine/standard_python3/building-an-app/building-an-app-3/requirements-test.txt	1
appengine/standard_python3/building-an-app/building-an-app-3/requirements.txt	4
appengine/standard_python3/building-an-app/building-an-app-4/requirements-test.txt	1
appengine/standard_python3/building-an-app/building-an-app-4/requirements.txt	4
appengine/standard_python3/bundled-services/blobstore/README.md	27
appengine/standard_python3/bundled-services/blobstore/django/README.md	3
appengine/standard_python3/bundled-services/blobstore/django/requirements-test.txt	3
appengine/standard_python3/bundled-services/blobstore/django/requirements.txt	5
appengine/standard_python3/bundled-services/blobstore/flask/README.md	3
appengine/standard_python3/bundled-services/blobstore/flask/requirements-test.txt	3
appengine/standard_python3/bundled-services/blobstore/flask/requirements.txt	3
appengine/standard_python3/bundled-services/blobstore/wsgi/README.md	3
appengine/standard_python3/bundled-services/blobstore/wsgi/requirements-test.txt	3
appengine/standard_python3/bundled-services/blobstore/wsgi/requirements.txt	1
appengine/standard_python3/bundled-services/deferred/README.md	27
appengine/standard_python3/bundled-services/deferred/django/README.md	3
appengine/standard_python3/bundled-services/deferred/django/requirements-test.txt	3
appengine/standard_python3/bundled-services/deferred/django/requirements.txt	6
appengine/standard_python3/bundled-services/deferred/flask/README.md	3
appengine/standard_python3/bundled-services/deferred/flask/requirements-test.txt	3
appengine/standard_python3/bundled-services/deferred/flask/requirements.txt	3
appengine/standard_python3/bundled-services/deferred/wsgi/README.md	3
appengine/standard_python3/bundled-services/deferred/wsgi/requirements-test.txt	3
appengine/standard_python3/bundled-services/deferred/wsgi/requirements.txt	1
appengine/standard_python3/bundled-services/mail/README.md	43
appengine/standard_python3/bundled-services/mail/django/README.md	14
appengine/standard_python3/bundled-services/mail/django/requirements-test.txt	3
appengine/standard_python3/bundled-services/mail/django/requirements.txt	6
appengine/standard_python3/bundled-services/mail/flask/README.md	3
appengine/standard_python3/bundled-services/mail/flask/requirements-test.txt	3
appengine/standard_python3/bundled-services/mail/flask/requirements.txt	4
appengine/standard_python3/bundled-services/mail/wsgi/README.md	14
appengine/standard_python3/bundled-services/mail/wsgi/requirements-test.txt	3
appengine/standard_python3/bundled-services/mail/wsgi/requirements.txt	1
appengine/standard_python3/cloudsql/requirements-test.txt	1
appengine/standard_python3/cloudsql/requirements.txt	6
appengine/standard_python3/custom-server/requirements-test.txt	1
appengine/standard_python3/custom-server/requirements.txt	2
appengine/standard_python3/django/README.md	10
appengine/standard_python3/django/requirements-test.txt	2
appengine/standard_python3/django/requirements.txt	6
appengine/standard_python3/hello_world/requirements-test.txt	1
appengine/standard_python3/hello_world/requirements.txt	1
appengine/standard_python3/migration/urlfetch/README.md	13
appengine/standard_python3/migration/urlfetch/requirements-test.txt	1
appengine/standard_python3/migration/urlfetch/requirements.txt	3
appengine/standard_python3/pubsub/README.md	65
appengine/standard_python3/pubsub/requirements-test.txt	1
appengine/standard_python3/pubsub/requirements.txt	4
appengine/standard_python3/pubsub/sample_message.json	5
appengine/standard_python3/redis/requirements-test.txt	1
appengine/standard_python3/redis/requirements.txt	2
appengine/standard_python3/spanner/requirements-test.txt	1
appengine/standard_python3/spanner/requirements.txt	2
appengine/standard_python3/warmup/requirements-test.txt	1
appengine/standard_python3/warmup/requirements.txt	1
asset/snippets/requirements-test.txt	3
asset/snippets/requirements.txt	5
auth/api-client/requirements-test.txt	2
auth/api-client/requirements.txt	7
auth/cloud-client/requirements-test.txt	1
auth/cloud-client/requirements.txt	2
auth/downscoping/README.md	19
auth/downscoping/requirements-test.txt	3
auth/downscoping/requirements.txt	3
auth/end-user/web/requirements-test.txt	1
auth/end-user/web/requirements.txt	6
auth/service-to-service/requirements-test.txt	1
auth/service-to-service/requirements.txt	2
automl/AUTHORING_GUIDE.md	1
automl/CONTRIBUTING.md	1
automl/snippets/requirements-test.txt	2
automl/snippets/requirements.txt	3
automl/snippets/resources/input.txt	14
batch/requirements-test.txt	5
batch/requirements.txt	2
bigquery-connection/snippets/requirements-test.txt	2
bigquery-connection/snippets/requirements.txt	1
bigquery-datatransfer/snippets/requirements-test.txt	4
bigquery-datatransfer/snippets/requirements.txt	1
bigquery-migration/snippets/requirements-test.txt	4
bigquery-migration/snippets/requirements.txt	1
bigquery-reservation/snippets/requirements-test.txt	2
bigquery-reservation/snippets/requirements.txt	1
bigquery/bqml/requirements-test.txt	2
bigquery/bqml/requirements.txt	8
bigquery/cloud-client/requirements-test.txt	3
bigquery/cloud-client/requirements.txt	2
bigquery/continuous-queries/requirements-test.txt	3
bigquery/continuous-queries/requirements.txt	4
bigquery/pandas-gbq-migration/README.md	3
bigquery/pandas-gbq-migration/requirements-test.txt	1
bigquery/pandas-gbq-migration/requirements.txt	8
bigquery/remote-function/README.rst	53
bigquery/remote-function/document/requirements-test.txt	4
bigquery/remote-function/document/requirements.txt	4
bigquery/remote-function/translate/requirements-test.txt	4
bigquery/remote-function/translate/requirements.txt	4
bigquery/remote-function/vision/requirements-test.txt	4
bigquery/remote-function/vision/requirements.txt	4
bigquery_storage/to_dataframe/README.rst	2
billing/README.md	5
billing/cap-billing-walkthrough.md	107
billing/requirements-test.txt	1
billing/requirements.txt	1
blog/README.md	7
blog/introduction_to_data_models_in_cloud_datastore/README.md	16
blog/introduction_to_data_models_in_cloud_datastore/requirements-test.txt	2
blog/introduction_to_data_models_in_cloud_datastore/requirements.txt	1
cdn/README.rst	27
cdn/requirements-test.txt	1
cdn/requirements.txt	1
cloud-media-livestream/keypublisher/README.md	245
cloud-media-livestream/keypublisher/requirements.txt	11
cloud-sql/mysql/client-side-encryption/README.md	104
cloud-sql/mysql/client-side-encryption/requirements-test.txt	1
cloud-sql/mysql/client-side-encryption/requirements.txt	3
cloud-sql/mysql/sqlalchemy/README.md	331
cloud-sql/mysql/sqlalchemy/requirements-test.txt	1
cloud-sql/mysql/sqlalchemy/requirements.txt	7
cloud-sql/postgres/client-side-encryption/README.md	105
cloud-sql/postgres/client-side-encryption/requirements-test.txt	1
cloud-sql/postgres/client-side-encryption/requirements.txt	3
cloud-sql/postgres/sqlalchemy/README.md	331
cloud-sql/postgres/sqlalchemy/requirements-test.txt	1
cloud-sql/postgres/sqlalchemy/requirements.txt	7
cloud-sql/sql-server/client-side-encryption/README.md	75
cloud-sql/sql-server/client-side-encryption/requirements-test.txt	1
cloud-sql/sql-server/client-side-encryption/requirements.txt	4
cloud-sql/sql-server/sqlalchemy/README.md	163
cloud-sql/sql-server/sqlalchemy/requirements-test.txt	1
cloud-sql/sql-server/sqlalchemy/requirements.txt	9
cloud_scheduler/snippets/requirements-test.txt	1
cloud_scheduler/snippets/requirements.txt	4
cloud_tasks/http_queues/requirements-test.txt	3
cloud_tasks/http_queues/requirements.txt	2
cloud_tasks/snippets/README.md	62
cloud_tasks/snippets/requirements-test.txt	1
cloud_tasks/snippets/requirements.txt	1
cloudbuild/AUTHORING_GUIDE.md	1
cloudbuild/CONTRIBUTING.md	1
cloudbuild/snippets/requirements-test.txt	1
cloudbuild/snippets/requirements.txt	2
composer/2022_airflow_summit/DATAPROC_EXPANSION_README.md	26
composer/2022_airflow_summit/README.md	15
composer/2022_airflow_summit/constraints.txt	679
composer/2022_airflow_summit/requirements-test.txt	4
composer/2022_airflow_summit/requirements.txt	4
composer/README.md	11
composer/airflow_1_samples/README.md	2
composer/airflow_1_samples/constraints.txt	350
composer/airflow_1_samples/localreqs.txt	40
composer/airflow_1_samples/requirements-test.txt	2
composer/airflow_1_samples/requirements.txt	7
composer/blog/README.md	4
composer/blog/gcp-tech-blog/README.md	2
composer/blog/gcp-tech-blog/data-orchestration-with-composer/README.md	2
composer/blog/gcp-tech-blog/data-orchestration-with-composer/constraints.txt	679
composer/blog/gcp-tech-blog/data-orchestration-with-composer/requirements-test.txt	2
composer/blog/gcp-tech-blog/data-orchestration-with-composer/requirements.txt	6
composer/blog/gcp-tech-blog/unit-test-dags-cloud-build/README.md	2
composer/blog/gcp-tech-blog/unit-test-dags-cloud-build/constraints.txt	2
composer/blog/gcp-tech-blog/unit-test-dags-cloud-build/renovate.json	10
composer/blog/gcp-tech-blog/unit-test-dags-cloud-build/requirements-composer.txt	1
composer/blog/gcp-tech-blog/unit-test-dags-cloud-build/requirements-test.txt	2
composer/blog/gcp-tech-blog/unit-test-dags-cloud-build/requirements.txt	4
composer/cicd_sample/README.md	3
composer/cicd_sample/constraints.txt	679
composer/cicd_sample/requirements-test.txt	2
composer/cicd_sample/requirements.txt	3
composer/cicd_sample/utils/requirements-test.txt	4
composer/cicd_sample/utils/requirements.txt	1
composer/dag_test_utils/CHANGELOG.md	8
composer/dag_test_utils/MAINTAINING.md	1
composer/dag_test_utils/README.md	19
composer/functions/README.md	2
composer/functions/requirements-test.txt	1
composer/functions/requirements.txt	3
composer/rest/README.rst	69
composer/rest/composer2/requirements-test.txt	2
composer/rest/composer2/requirements.txt	2
composer/rest/requirements-test.txt	1
composer/rest/requirements.txt	3
composer/tools/README.md	2
composer/tools/composer_dags.md	62
composer/tools/composer_migrate.md	65
composer/workflows/constraints.txt	743
composer/workflows/requirements-composer.txt	1
composer/workflows/requirements-test.txt	2
composer/workflows/requirements.txt	7
compute/README.md	16
compute/api/README.md	11
compute/api/requirements-test.txt	2
compute/api/requirements.txt	3
compute/auth/requirements-test.txt	1
compute/auth/requirements.txt	4
compute/autoscaler/demo/frontend.py	60
compute/autoscaler/demo/frontend_test.py	33
compute/client_library/README.md	38
compute/client_library/requirements-test.txt	6
compute/client_library/requirements.txt	5
compute/client_library/snippets/README.md	22
compute/encryption/requirements-test.txt	1
compute/encryption/requirements.txt	5
compute/load_balancing/requirements-test.txt	1
compute/load_balancing/requirements.txt	1
compute/load_balancing/test_fixtures/openssl_config.ini	19
compute/managed-instances/demo/app.py	128
compute/managed-instances/demo/requirements-test.txt	1
compute/managed-instances/demo/requirements.txt	3
compute/managed-instances/demo/templates/health.html	7
compute/managed-instances/demo/templates/index.html	59
compute/metadata/README.md	8
compute/metadata/requirements-test.txt	1
compute/metadata/requirements.txt	2
compute/oslogin/requirements-test.txt	5
compute/oslogin/requirements.txt	6
connectgateway/README.md	7
connectgateway/requirements-test.txt	2
connectgateway/requirements.txt	4
contact-center-insights/snippets/requirements-test.txt	3
contact-center-insights/snippets/requirements.txt	3
container/AUTHORING_GUIDE.md	1
container/CONTRIBUTING.md	1
container/snippets/README.md	31
container/snippets/requirement-test.txt	16
container/snippets/requirements.txt	3
containeranalysis/snippets/README.md	36
containeranalysis/snippets/requirements-test.txt	1
containeranalysis/snippets/requirements.txt	6
contentwarehouse/AUTHORING_GUIDE.md	1
contentwarehouse/CONTRIBUTING.md	1
contentwarehouse/snippets/requirements-test.txt	2
contentwarehouse/snippets/requirements.txt	1
datacatalog/README.md	3
datacatalog/cloud-client/README.rst	2
datacatalog/quickstart/requirements-test.txt	2
datacatalog/quickstart/requirements.txt	1
datacatalog/snippets/requirements-test.txt	1
datacatalog/snippets/requirements.txt	1
datacatalog/v1beta1/requirements-test.txt	1
datacatalog/v1beta1/requirements.txt	1
dataflow/README.md	42
dataflow/custom-containers/README.md	4
dataflow/custom-containers/miniconda/README.md	40
dataflow/custom-containers/miniconda/requirements-test.txt	4
dataflow/custom-containers/miniconda/requirements.txt	1
dataflow/custom-containers/minimal/README.md	38
dataflow/custom-containers/minimal/requirements-test.txt	4
dataflow/custom-containers/minimal/requirements.txt	1
dataflow/custom-containers/ubuntu/README.md	38
dataflow/custom-containers/ubuntu/requirements-test.txt	4
dataflow/custom-containers/ubuntu/requirements.txt	1
dataflow/encryption-keys/README.md	150
dataflow/encryption-keys/requirements-test.txt	1
dataflow/encryption-keys/requirements.txt	1
dataflow/extensible-templates/requirements-test.txt	6
dataflow/extensible-templates/requirements.txt	1
dataflow/flex-templates/getting_started/README.md	39
dataflow/flex-templates/getting_started/metadata.json	14
dataflow/flex-templates/getting_started/requirements.txt	1
dataflow/flex-templates/pipeline_with_dependencies/README.md	159
dataflow/flex-templates/pipeline_with_dependencies/metadata.json	23
dataflow/flex-templates/pipeline_with_dependencies/requirements-test.txt	19
dataflow/flex-templates/pipeline_with_dependencies/requirements.txt	313
dataflow/flex-templates/streaming_beam/README.md	216
dataflow/flex-templates/streaming_beam/metadata.json	23
dataflow/flex-templates/streaming_beam/requirements-test.txt	5
dataflow/flex-templates/streaming_beam/requirements.txt	1
dataflow/gemma-flex-template/README.md	132
dataflow/gemma-flex-template/metadata.json	27
dataflow/gemma-flex-template/requirements-test.txt	7
dataflow/gemma-flex-template/requirements.txt	8
dataflow/gemma/README.md	114
dataflow/gemma/requirements-test.txt	5
dataflow/gemma/requirements.txt	4
dataflow/gpu-examples/pytorch-minimal/README.md	27
dataflow/gpu-examples/pytorch-minimal/requirements-test.txt	4
dataflow/gpu-examples/pytorch-minimal/requirements.txt	2
dataflow/gpu-examples/tensorflow-landsat-prime/README.md	46
dataflow/gpu-examples/tensorflow-landsat-prime/requirements-test.txt	3
dataflow/gpu-examples/tensorflow-landsat-prime/requirements.txt	4
dataflow/gpu-examples/tensorflow-landsat/README.md	27
dataflow/gpu-examples/tensorflow-landsat/requirements-test.txt	3
dataflow/gpu-examples/tensorflow-landsat/requirements.txt	4
dataflow/gpu-examples/tensorflow-minimal/README.md	27
dataflow/gpu-examples/tensorflow-minimal/requirements-test.txt	3
dataflow/gpu-examples/tensorflow-minimal/requirements.txt	2
dataflow/run-inference/README.md	110
dataflow/run-inference/requirements-test.txt	4
dataflow/run-inference/requirements.txt	3
dataflow/run_template/README.md	91
dataflow/run_template/requirements-test.txt	3
dataflow/run_template/requirements.txt	1
dataflow/snippets/requirements-test.txt	2
dataflow/snippets/requirements.txt	2
datalabeling/AUTHORING_GUIDE.md	1
datalabeling/CONTRIBUTING.md	1
datalabeling/snippets/README.rst	45
datalabeling/snippets/requirements-test.txt	2
datalabeling/snippets/requirements.txt	1
dataplex/snippets/requirements-test.txt	1
dataplex/snippets/requirements.txt	1
dataproc/snippets/README.md	48
dataproc/snippets/python-api-walkthrough.md	104
dataproc/snippets/requirements-test.txt	2
dataproc/snippets/requirements.txt	7
datastore/cloud-client/README.rst	80
datastore/cloud-client/requirements-test.txt	4
datastore/cloud-client/requirements.txt	1
datastore/cloud-ndb/requirements-test.txt	3
datastore/cloud-ndb/requirements.txt	3
dialogflow-cx/README.rst	120
dialogflow-cx/requirements-test.txt	2
dialogflow-cx/requirements.txt	8
dialogflow/README.rst	294
dialogflow/cloud-client/README.rst	2
dialogflow/requirements-test.txt	2
dialogflow/requirements.txt	6
discoveryengine/requirements-test.txt	3
discoveryengine/requirements.txt	1
dlp/AUTHORING_GUIDE.md	1
dlp/CONTRIBUTING.md	1
dlp/snippets/README.md	3
dlp/snippets/requirements-test.txt	3
dlp/snippets/requirements.txt	5
dlp/snippets/resources/accounts.txt	1
dlp/snippets/resources/harmless.txt	1
dlp/snippets/resources/term_list.txt	4
dlp/snippets/resources/test.txt	1
documentai/AUTHORING_GUIDE.md	1
documentai/CONTRIBUTING.md	1
documentai/snippets/requirements-test.txt	1
documentai/snippets/requirements.txt	2
endpoints/README.md	5
endpoints/bookstore-grpc-transcoding/README.md	43
endpoints/bookstore-grpc-transcoding/requirements-test.txt	1
endpoints/bookstore-grpc-transcoding/requirements.txt	3
endpoints/bookstore-grpc/README.md	40
endpoints/bookstore-grpc/requirements-test.txt	1
endpoints/bookstore-grpc/requirements.txt	3
endpoints/getting-started-grpc/README.md	120
endpoints/getting-started-grpc/api_descriptor.pb	65
endpoints/getting-started-grpc/requirements-test.txt	1
endpoints/getting-started-grpc/requirements.txt	1
endpoints/getting-started/README.md	119
endpoints/getting-started/clients/service_to_service_non_default/requirements-test.txt	1
endpoints/getting-started/clients/service_to_service_non_default/requirements.txt	3
endpoints/getting-started/requirements-test.txt	1
endpoints/getting-started/requirements.txt	10
endpoints/kubernetes/README.md	4
enterpriseknowledgegraph/entity_reconciliation/requirements-test.txt	3
enterpriseknowledgegraph/entity_reconciliation/requirements.txt	1
enterpriseknowledgegraph/search/requirements-test.txt	1
enterpriseknowledgegraph/search/requirements.txt	1
error_reporting/fluent_on_compute/README.md	21
error_reporting/fluent_on_compute/requirements-test.txt	1
error_reporting/fluent_on_compute/requirements.txt	1
error_reporting/snippets/requirements-test.txt	1
error_reporting/snippets/requirements.txt	1
eventarc/README.md	29
eventarc/audit-storage/requirements-test.txt	1
eventarc/audit-storage/requirements.txt	3
eventarc/audit_iam/requirements-test.txt	1
eventarc/audit_iam/requirements.txt	5
eventarc/generic/requirements-test.txt	1
eventarc/generic/requirements.txt	2
eventarc/pubsub/requirements-test.txt	1
eventarc/pubsub/requirements.txt	2
eventarc/storage_handler/requirements-test.txt	1
eventarc/storage_handler/requirements.txt	4
firestore/cloud-async-client/requirements-test.txt	4
firestore/cloud-async-client/requirements.txt	1
firestore/cloud-client/requirements-test.txt	3
firestore/cloud-client/requirements.txt	1
functions/README.md	31
functions/bigtable/requirements-test.txt	1
functions/bigtable/requirements.txt	2
functions/billing/requirements-test.txt	1
functions/billing/requirements.txt	4
functions/concepts-after-timeout/README.md	6
functions/concepts-after-timeout/requirements.txt	1
functions/concepts-filesystem/README.md	6
functions/concepts-filesystem/requirements-test.txt	2
functions/concepts-filesystem/requirements.txt	1
functions/concepts-requests/README.md	6
functions/concepts-requests/requirements-test.txt	5
functions/concepts-requests/requirements.txt	2
functions/concepts-stateless/README.md	6
functions/concepts-stateless/requirements-test.txt	3
functions/concepts-stateless/requirements.txt	1
functions/env_vars/README.md	7
functions/env_vars/requirements-test.txt	2
functions/env_vars/requirements.txt	1
functions/firebase/requirements-test.txt	1
functions/firebase/requirements.txt	1
functions/helloworld/README.md	7
functions/helloworld/requirements-test.txt	3
functions/helloworld/requirements.txt	4
functions/http/requirements-test.txt	2
functions/http/requirements.txt	4
functions/imagemagick/README.md	31
functions/imagemagick/requirements-dev.txt	4
functions/imagemagick/requirements-test.txt	1
functions/imagemagick/requirements.txt	3
functions/log/README.md	8
functions/log/requirements-test.txt	1
functions/memorystore/redis/requirements-test.txt	2
functions/memorystore/redis/requirements.txt	2
functions/ocr/README.md	7
functions/ocr/app/requirements-test.txt	1
functions/ocr/app/requirements.txt	4
functions/pubsub/requirements-test.txt	1
functions/pubsub/requirements.txt	1
functions/security/requirements-test.txt	2
functions/security/requirements.txt	1
functions/slack/README.md	7
functions/slack/config.json	4
functions/slack/requirements-test.txt	1
functions/slack/requirements.txt	4
functions/spanner/README.md	7
functions/spanner/requirements-test.txt	1
functions/spanner/requirements.txt	2
functions/tips-avoid-infinite-retries/README.md	8
functions/tips-avoid-infinite-retries/requirements-test.txt	2
functions/tips-avoid-infinite-retries/requirements.txt	1
functions/tips-connection-pooling/README.md	8
functions/tips-connection-pooling/requirements-test.txt	5
functions/tips-connection-pooling/requirements.txt	2
functions/tips-gcp-apis/README.md	8
functions/tips-gcp-apis/requirements-test.txt	2
functions/tips-gcp-apis/requirements.txt	2
functions/tips-lazy-globals/README.md	8
functions/tips-lazy-globals/requirements-test.txt	2
functions/tips-lazy-globals/requirements.txt	1
functions/tips-retry/README.md	8
functions/tips-retry/requirements-test.txt	2
functions/tips-retry/requirements.txt	1
functions/tips-scopes/README.md	8
functions/tips-scopes/requirements-test.txt	2
functions/tips-scopes/requirements.txt	1
functions/v2/audit_log/requirements-test.txt	2
functions/v2/audit_log/requirements.txt	1
functions/v2/datastore/hello-datastore/requirements-test.txt	1
functions/v2/datastore/hello-datastore/requirements.txt	6
functions/v2/deploy-function/requirements-test.txt	1
functions/v2/deploy-function/requirements.txt	3
functions/v2/firebase/hello-firestore/requirements-test.txt	1
functions/v2/firebase/hello-firestore/requirements.txt	5
functions/v2/firebase/hello-remote-config/requirements-test.txt	1
functions/v2/firebase/hello-remote-config/requirements.txt	2
functions/v2/firebase/hello-rtdb/requirements-test.txt	1
functions/v2/firebase/hello-rtdb/requirements.txt	2
functions/v2/firebase/upper-firestore/requirements-test.txt	1
functions/v2/firebase/upper-firestore/requirements.txt	6
functions/v2/http_logging/requirements-test.txt	2
functions/v2/http_logging/requirements.txt	2
functions/v2/imagemagick/README.md	31
functions/v2/imagemagick/requirements-test.txt	3
functions/v2/imagemagick/requirements.txt	5
functions/v2/label_gce_instance/requirements-test.txt	4
functions/v2/label_gce_instance/requirements.txt	1
functions/v2/log/helloworld/requirements-test.txt	1
functions/v2/log/helloworld/requirements.txt	1
functions/v2/log/stackdriver/requirements-test.txt	1
functions/v2/log/stackdriver/requirements.txt	1
functions/v2/ocr/README.md	7
functions/v2/ocr/requirements-test.txt	2
functions/v2/ocr/requirements.txt	5
functions/v2/pubsub/requirements-test.txt	1
functions/v2/pubsub/requirements.txt	1
functions/v2/response_streaming/requirements.txt	5
functions/v2/storage/requirements-test.txt	2
functions/v2/storage/requirements.txt	2
functions/v2/tips-avoid-infinite-retries/requirements-test.txt	2
functions/v2/tips-avoid-infinite-retries/requirements.txt	2
functions/v2/tips-retry/requirements-test.txt	2
functions/v2/tips-retry/requirements.txt	2
functions/v2/typed/googlechatbot/requirements-test.txt	2
functions/v2/typed/googlechatbot/requirements.txt	1
functions/v2/typed/greeting/requirements-test.txt	2
functions/v2/typed/greeting/requirements.txt	1
gemma2/requirements-test.txt	1
gemma2/requirements.txt	2
genai/README.md	63
genai/batch_prediction/requirements-test.txt	4
genai/batch_prediction/requirements.txt	1
genai/bounding_box/requirements-test.txt	2
genai/bounding_box/requirements.txt	2
genai/content_cache/requirements-test.txt	2
genai/content_cache/requirements.txt	1
genai/controlled_generation/requirements-test.txt	4
genai/controlled_generation/requirements.txt	1
genai/count_tokens/requirements-test.txt	4
genai/count_tokens/requirements.txt	1
genai/embeddings/requirements-test.txt	2
genai/embeddings/requirements.txt	1
genai/express_mode/requirements-test.txt	2
genai/express_mode/requirements.txt	1
genai/image_generation/requirements-test.txt	3
genai/image_generation/requirements.txt	2
genai/live/requirements-test.txt	4
genai/live/requirements.txt	1
genai/provisioned_throughput/requirements-test.txt	2
genai/provisioned_throughput/requirements.txt	1
genai/safety/requirements-test.txt	2
genai/safety/requirements.txt	1
genai/template_folder/README.md	43
genai/template_folder/requirements-test.txt	4
genai/template_folder/requirements.txt	1
genai/text_generation/requirements-test.txt	2
genai/text_generation/requirements.txt	1
genai/tools/requirements-test.txt	4
genai/tools/requirements.txt	3
genai/video_generation/requirements-test.txt	3
genai/video_generation/requirements.txt	1
generative_ai/README.md	161
generative_ai/chat_completions/requirements-test.txt	4
generative_ai/chat_completions/requirements.txt	2
generative_ai/constraints.txt	1
generative_ai/embeddings/requirements-test.txt	4
generative_ai/embeddings/requirements.txt	12
generative_ai/evaluation/requirements-test.txt	4
generative_ai/evaluation/requirements.txt	14
generative_ai/extensions/requirements-test.txt	4
generative_ai/extensions/requirements.txt	14
generative_ai/function_calling/requirements-test.txt	4
generative_ai/function_calling/requirements.txt	3
generative_ai/image_generation/requirements-test.txt	4
generative_ai/image_generation/requirements.txt	14
generative_ai/labels/requirements-test.txt	2
generative_ai/labels/requirements.txt	1
generative_ai/model_garden/requirements-test.txt	4
generative_ai/model_garden/requirements.txt	14
generative_ai/model_tuning/requirements-test.txt	4
generative_ai/model_tuning/requirements.txt	14
generative_ai/prompts/requirements-test.txt	4
generative_ai/prompts/requirements.txt	14
generative_ai/prompts/test_resources/sample_configuration.json	11
generative_ai/prompts/test_resources/sample_prompt_template.txt	1
generative_ai/prompts/test_resources/sample_system_instruction.txt	1
generative_ai/provisioned_throughput/requirements-test.txt	4
generative_ai/provisioned_throughput/requirements.txt	2
generative_ai/rag/requirements-test.txt	4
generative_ai/rag/requirements.txt	1
generative_ai/reasoning_engine/requirements-test.txt	4
generative_ai/reasoning_engine/requirements.txt	14
healthcare/api-client/v1/consent/README.rst	201
healthcare/api-client/v1/consent/requirements-test.txt	3
healthcare/api-client/v1/consent/requirements.txt	3
healthcare/api-client/v1/datasets/README.rst	38
healthcare/api-client/v1/datasets/requirements-test.txt	2
healthcare/api-client/v1/datasets/requirements.txt	5
healthcare/api-client/v1/dicom/README.rst	174
healthcare/api-client/v1/dicom/requirements-test.txt	3
healthcare/api-client/v1/dicom/requirements.txt	5
healthcare/api-client/v1/fhir/README.rst	452
healthcare/api-client/v1/fhir/requirements-test.txt	3
healthcare/api-client/v1/fhir/requirements.txt	6
healthcare/api-client/v1/fhir/resources/CodeSystemExample.json	1
healthcare/api-client/v1/fhir/resources/ImplementationGuideExample.json	33
healthcare/api-client/v1/fhir/resources/Patient.json	1
healthcare/api-client/v1/fhir/resources/StructureDefinitionExample.json	82
healthcare/api-client/v1/fhir/resources/StructureDefinitionProfileUrlExample.json	93
healthcare/api-client/v1/fhir/resources/execute_bundle.json	44
healthcare/api-client/v1/hl7v2/README.rst	192
healthcare/api-client/v1/hl7v2/requirements-test.txt	3
healthcare/api-client/v1/hl7v2/requirements.txt	4
healthcare/api-client/v1/hl7v2/resources/hl7-sample-ingest.json	5
healthcare/api-client/v1beta1/fhir/README.rst	148
healthcare/api-client/v1beta1/fhir/requirements-test.txt	3
healthcare/api-client/v1beta1/fhir/requirements.txt	7
healthcare/api-client/v1beta1/fhir/resources/Patient.json	2
healthcare/api-client/v1beta1/fhir/resources/execute_bundle.json	39
iam/api-client/README.md	4
iam/api-client/requirements-test.txt	2
iam/api-client/requirements.txt	4
iam/cloud-client/AUTHORING_GUIDE.md	1
iam/cloud-client/CONTRIBUTING.md	1
iam/cloud-client/snippets/requirements-test.txt	2
iam/cloud-client/snippets/requirements.txt	2
iap/README.md	99
iap/app_engine_app/requirements-test.txt	1
iap/app_engine_app/requirements.txt	2
iap/requirements-test.txt	2
iap/requirements.txt	9
iot/README.md	1
jobs/v3/api_client/README.rst	120
jobs/v3/api_client/requirements-test.txt	4
jobs/v3/api_client/requirements.txt	3
jobs/v4beta1/README.rst	2
kms/attestations/README.rst	62
kms/attestations/requirements-test.txt	1
kms/attestations/requirements.txt	4
kms/snippets/README.md	40
kms/snippets/requirements-test.txt	1
kms/snippets/requirements.txt	4
kubernetes_engine/api-client/README.rst	50
kubernetes_engine/api-client/requirements-test.txt	1
kubernetes_engine/api-client/requirements.txt	3
kubernetes_engine/django_tutorial/README.md	15
kubernetes_engine/django_tutorial/requirements-test.txt	1
kubernetes_engine/django_tutorial/requirements.txt	10
language/snippets/README.md	10
language/snippets/api/README.rst	50
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language/snippets/api/requirements.txt	3
language/snippets/classify_text/README.rst	75
language/snippets/classify_text/requirements-test.txt	1
language/snippets/classify_text/requirements.txt	4
language/snippets/classify_text/resources/query_text1.txt	1
language/snippets/classify_text/resources/query_text2.txt	1
language/snippets/classify_text/resources/query_text3.txt	1
language/snippets/classify_text/resources/texts/android.txt	1
language/snippets/classify_text/resources/texts/cat_in_the_hat.txt	1
language/snippets/classify_text/resources/texts/cloud_computing.txt	1
language/snippets/classify_text/resources/texts/eclipse.txt	1
language/snippets/classify_text/resources/texts/eclipse_of_the_sun.txt	1
language/snippets/classify_text/resources/texts/email.txt	1
language/snippets/classify_text/resources/texts/gcp.txt	1
language/snippets/classify_text/resources/texts/gmail.txt	1
language/snippets/classify_text/resources/texts/google.txt	1
language/snippets/classify_text/resources/texts/harry_potter.txt	1
language/snippets/classify_text/resources/texts/matilda.txt	1
language/snippets/classify_text/resources/texts/mobile_phone.txt	1
language/snippets/classify_text/resources/texts/mr_fox.txt	1
language/snippets/classify_text/resources/texts/wireless.txt	1
language/snippets/cloud-client/v1/README.rst	56
language/snippets/cloud-client/v1/requirements-test.txt	1
language/snippets/cloud-client/v1/requirements.txt	1
language/snippets/cloud-client/v1/resources/text.txt	1
language/snippets/generated-samples/v1/requirements-test.txt	1
language/snippets/generated-samples/v1/requirements.txt	1
language/snippets/sentiment/README.md	38
language/snippets/sentiment/requirements-test.txt	1
language/snippets/sentiment/requirements.txt	1
language/snippets/sentiment/resources/mixed.txt	17
language/snippets/sentiment/resources/neg.txt	3
language/snippets/sentiment/resources/neutral.txt	2
language/snippets/sentiment/resources/pos.txt	10
language/v1/requirements-test.txt	1
language/v1/requirements.txt	1
language/v2/requirements-test.txt	1
language/v2/requirements.txt	1
logging/cloud-client/README.rst	2
logging/import-logs/README.md	93
logging/import-logs/requirements-test.txt	4
logging/import-logs/requirements.txt	2
logging/redaction/README.md	19
logging/redaction/requirements.txt	1
managedkafka/snippets/requirements.txt	6
media-translation/README.md	4
media-translation/snippets/README.md	4
media-translation/snippets/requirements-test.txt	1
media-translation/snippets/requirements.txt	3
media/README.rst	2
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