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Add dataproc metastore operators (#18945)
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airflow/providers/google/cloud/example_dags/example_dataproc_metastore.py
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you 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 | ||
# | ||
# http://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. | ||
""" | ||
Example Airflow DAG that show how to use various Dataproc Metastore | ||
operators to manage a service. | ||
""" | ||
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import datetime | ||
import os | ||
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from airflow import models | ||
from airflow.models.baseoperator import chain | ||
from airflow.providers.google.cloud.operators.dataproc_metastore import ( | ||
DataprocMetastoreCreateBackupOperator, | ||
DataprocMetastoreCreateMetadataImportOperator, | ||
DataprocMetastoreCreateServiceOperator, | ||
DataprocMetastoreDeleteBackupOperator, | ||
DataprocMetastoreDeleteServiceOperator, | ||
DataprocMetastoreExportMetadataOperator, | ||
DataprocMetastoreGetServiceOperator, | ||
DataprocMetastoreListBackupsOperator, | ||
DataprocMetastoreRestoreServiceOperator, | ||
DataprocMetastoreUpdateServiceOperator, | ||
) | ||
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PROJECT_ID = os.environ.get("GCP_PROJECT_ID", "<PROJECT_ID>") | ||
SERVICE_ID = os.environ.get("GCP_DATAPROC_METASTORE_SERVICE_ID", "dataproc-metastore-system-tests-service-1") | ||
BACKUP_ID = os.environ.get("GCP_DATAPROC_METASTORE_BACKUP_ID", "dataproc-metastore-system-tests-backup-1") | ||
REGION = os.environ.get("GCP_REGION", "<REGION>") | ||
BUCKET = os.environ.get("GCP_DATAPROC_METASTORE_BUCKET", "INVALID BUCKET NAME") | ||
METADATA_IMPORT_FILE = os.environ.get("GCS_METADATA_IMPORT_FILE", None) | ||
GCS_URI = os.environ.get("GCS_URI", f"gs://{BUCKET}/data/hive.sql") | ||
METADATA_IMPORT_ID = "dataproc-metastore-system-tests-metadata-import-1" | ||
TIMEOUT = 1200 | ||
DB_TYPE = "MYSQL" | ||
DESTINATION_GCS_FOLDER = f"gs://{BUCKET}/>" | ||
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# Service definition | ||
# Docs: https://cloud.google.com/dataproc-metastore/docs/reference/rest/v1/projects.locations.services#Service | ||
# [START how_to_cloud_dataproc_metastore_create_service] | ||
SERVICE = { | ||
"name": "test-service", | ||
} | ||
# [END how_to_cloud_dataproc_metastore_create_service] | ||
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# Update service | ||
# [START how_to_cloud_dataproc_metastore_update_service] | ||
SERVICE_TO_UPDATE = { | ||
"labels": { | ||
"mylocalmachine": "mylocalmachine", | ||
"systemtest": "systemtest", | ||
} | ||
} | ||
UPDATE_MASK = {"paths": ["labels"]} | ||
# [END how_to_cloud_dataproc_metastore_update_service] | ||
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# Backup definition | ||
# [START how_to_cloud_dataproc_metastore_create_backup] | ||
BACKUP = { | ||
"name": "test-backup", | ||
} | ||
# [END how_to_cloud_dataproc_metastore_create_backup] | ||
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# Metadata import definition | ||
# [START how_to_cloud_dataproc_metastore_create_metadata_import] | ||
METADATA_IMPORT = { | ||
"name": "test-metadata-import", | ||
"database_dump": { | ||
"gcs_uri": GCS_URI, | ||
"database_type": DB_TYPE, | ||
}, | ||
} | ||
# [END how_to_cloud_dataproc_metastore_create_metadata_import] | ||
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with models.DAG( | ||
"example_gcp_dataproc_metastore", start_date=datetime.datetime(2021, 1, 1), schedule_interval="@once" | ||
) as dag: | ||
# [START how_to_cloud_dataproc_metastore_create_service_operator] | ||
create_service = DataprocMetastoreCreateServiceOperator( | ||
task_id="create_service", | ||
region=REGION, | ||
project_id=PROJECT_ID, | ||
service=SERVICE, | ||
service_id=SERVICE_ID, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_create_service_operator] | ||
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# [START how_to_cloud_dataproc_metastore_get_service_operator] | ||
get_service_details = DataprocMetastoreGetServiceOperator( | ||
task_id="get_service", | ||
region=REGION, | ||
project_id=PROJECT_ID, | ||
service_id=SERVICE_ID, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_get_service_operator] | ||
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# [START how_to_cloud_dataproc_metastore_update_service_operator] | ||
update_service = DataprocMetastoreUpdateServiceOperator( | ||
task_id="update_service", | ||
project_id=PROJECT_ID, | ||
service_id=SERVICE_ID, | ||
region=REGION, | ||
service=SERVICE_TO_UPDATE, | ||
update_mask=UPDATE_MASK, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_update_service_operator] | ||
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# [START how_to_cloud_dataproc_metastore_create_metadata_import_operator] | ||
import_metadata = DataprocMetastoreCreateMetadataImportOperator( | ||
task_id="create_metadata_import", | ||
project_id=PROJECT_ID, | ||
region=REGION, | ||
service_id=SERVICE_ID, | ||
metadata_import=METADATA_IMPORT, | ||
metadata_import_id=METADATA_IMPORT_ID, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_create_metadata_import_operator] | ||
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# [START how_to_cloud_dataproc_metastore_export_metadata_operator] | ||
export_metadata = DataprocMetastoreExportMetadataOperator( | ||
task_id="export_metadata", | ||
destination_gcs_folder=DESTINATION_GCS_FOLDER, | ||
project_id=PROJECT_ID, | ||
region=REGION, | ||
service_id=SERVICE_ID, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_export_metadata_operator] | ||
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# [START how_to_cloud_dataproc_metastore_create_backup_operator] | ||
backup_service = DataprocMetastoreCreateBackupOperator( | ||
task_id="create_backup", | ||
project_id=PROJECT_ID, | ||
region=REGION, | ||
service_id=SERVICE_ID, | ||
backup=BACKUP, | ||
backup_id=BACKUP_ID, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_create_backup_operator] | ||
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# [START how_to_cloud_dataproc_metastore_list_backups_operator] | ||
list_backups = DataprocMetastoreListBackupsOperator( | ||
task_id="list_backups", | ||
project_id=PROJECT_ID, | ||
region=REGION, | ||
service_id=SERVICE_ID, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_list_backups_operator] | ||
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# [START how_to_cloud_dataproc_metastore_delete_backup_operator] | ||
delete_backup = DataprocMetastoreDeleteBackupOperator( | ||
task_id="delete_backup", | ||
project_id=PROJECT_ID, | ||
region=REGION, | ||
service_id=SERVICE_ID, | ||
backup_id=BACKUP_ID, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_delete_backup_operator] | ||
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# [START how_to_cloud_dataproc_metastore_restore_service_operator] | ||
restore_service = DataprocMetastoreRestoreServiceOperator( | ||
task_id="restore_metastore", | ||
region=REGION, | ||
project_id=PROJECT_ID, | ||
service_id=SERVICE_ID, | ||
backup_id=BACKUP_ID, | ||
backup_region=REGION, | ||
backup_project_id=PROJECT_ID, | ||
backup_service_id=SERVICE_ID, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_restore_service_operator] | ||
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# [START how_to_cloud_dataproc_metastore_delete_service_operator] | ||
delete_service = DataprocMetastoreDeleteServiceOperator( | ||
task_id="delete_service", | ||
region=REGION, | ||
project_id=PROJECT_ID, | ||
service_id=SERVICE_ID, | ||
timeout=TIMEOUT, | ||
) | ||
# [END how_to_cloud_dataproc_metastore_delete_service_operator] | ||
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chain( | ||
create_service, | ||
update_service, | ||
get_service_details, | ||
backup_service, | ||
list_backups, | ||
restore_service, | ||
delete_backup, | ||
export_metadata, | ||
import_metadata, | ||
delete_service, | ||
) |
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