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										 |  |  | #  Copyright 2025 Collate | 
					
						
							|  |  |  | #  Licensed under the Collate Community License, Version 1.0 (the "License"); | 
					
						
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										 |  |  | #  you may not use this file except in compliance with the License. | 
					
						
							|  |  |  | #  You may obtain a copy of the License at | 
					
						
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										 |  |  | #  https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE | 
					
						
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										 |  |  | #  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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										 |  |  | import json | 
					
						
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										 |  |  | from datetime import timedelta | 
					
						
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										 |  |  | from airflow import DAG | 
					
						
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										 |  |  | try: | 
					
						
							|  |  |  |     from airflow.operators.python import PythonOperator | 
					
						
							|  |  |  | except ModuleNotFoundError: | 
					
						
							|  |  |  |     from airflow.operators.python_operator import PythonOperator | 
					
						
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 | 
					
						
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										 |  |  | from airflow.utils.dates import days_ago | 
					
						
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										 |  |  | from metadata.workflow.usage import UsageWorkflow | 
					
						
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										 |  |  | 
 | 
					
						
							|  |  |  | default_args = { | 
					
						
							|  |  |  |     "owner": "user_name", | 
					
						
							|  |  |  |     "email": ["username@org.com"], | 
					
						
							|  |  |  |     "email_on_failure": False, | 
					
						
							|  |  |  |     "retries": 3, | 
					
						
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										 |  |  |     "retry_delay": timedelta(seconds=10), | 
					
						
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										 |  |  |     "execution_timeout": timedelta(minutes=60), | 
					
						
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										 |  |  | } | 
					
						
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 | 
					
						
							|  |  |  | config = """
 | 
					
						
							|  |  |  | { | 
					
						
							|  |  |  |   "source": { | 
					
						
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										 |  |  |     "type": "custom-database", | 
					
						
							|  |  |  |     "serviceName": "sample_data", | 
					
						
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										 |  |  |     "serviceConnection": { | 
					
						
							|  |  |  |       "config": { | 
					
						
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										 |  |  |         "type": "CustomDatabase", | 
					
						
							|  |  |  |         "sourcePythonClass": "metadata.ingestion.source.database.sample_usage.SampleUsageSource", | 
					
						
							|  |  |  |         "connectionOptions": { | 
					
						
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										 |  |  |           "sampleDataFolder": "/home/airflow/ingestion/examples/sample_data" | 
					
						
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										 |  |  |         } | 
					
						
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										 |  |  |       } | 
					
						
							|  |  |  |     }, | 
					
						
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										 |  |  |     "sourceConfig": { | 
					
						
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										 |  |  |       "config":{ | 
					
						
							|  |  |  |         "type": "DatabaseUsage" | 
					
						
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										 |  |  |       } | 
					
						
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										 |  |  |     } | 
					
						
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										 |  |  |   }, | 
					
						
							|  |  |  |   "processor": { | 
					
						
							|  |  |  |     "type": "query-parser", | 
					
						
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										 |  |  |     "config": {} | 
					
						
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										 |  |  |   }, | 
					
						
							|  |  |  |   "stage": { | 
					
						
							|  |  |  |     "type": "table-usage", | 
					
						
							|  |  |  |     "config": { | 
					
						
							|  |  |  |       "filename": "/tmp/sample_usage" | 
					
						
							|  |  |  |     } | 
					
						
							|  |  |  |   }, | 
					
						
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										 |  |  |   "bulkSink": { | 
					
						
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										 |  |  |     "type": "metadata-usage", | 
					
						
							|  |  |  |     "config": { | 
					
						
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										 |  |  |       "filename": "/tmp/sample_usage" | 
					
						
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										 |  |  |     } | 
					
						
							|  |  |  |   }, | 
					
						
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										 |  |  |   "workflowConfig": { | 
					
						
							|  |  |  |     "openMetadataServerConfig": { | 
					
						
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										 |  |  |       "hostPort": "http://openmetadata-server:8585/api", | 
					
						
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										 |  |  |       "authProvider": "openmetadata", | 
					
						
							|  |  |  |       "securityConfig":{ | 
					
						
							|  |  |  |           "jwtToken": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg" | 
					
						
							|  |  |  |       } | 
					
						
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										 |  |  |     } | 
					
						
							|  |  |  |   } | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | """
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										 |  |  | def metadata_ingestion_workflow(): | 
					
						
							|  |  |  |     workflow_config = json.loads(config) | 
					
						
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										 |  |  |     workflow = UsageWorkflow.create(workflow_config) | 
					
						
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										 |  |  |     workflow.execute() | 
					
						
							|  |  |  |     workflow.raise_from_status() | 
					
						
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										 |  |  |     workflow.print_status() | 
					
						
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										 |  |  |     workflow.stop() | 
					
						
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							|  |  |  | with DAG( | 
					
						
							|  |  |  |     "sample_usage", | 
					
						
							|  |  |  |     default_args=default_args, | 
					
						
							|  |  |  |     description="An example DAG which runs a OpenMetadata ingestion workflow", | 
					
						
							|  |  |  |     schedule_interval=timedelta(days=1), | 
					
						
							|  |  |  |     start_date=days_ago(1), | 
					
						
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										 |  |  |     is_paused_upon_creation=True, | 
					
						
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										 |  |  |     catchup=False, | 
					
						
							|  |  |  | ) as dag: | 
					
						
							|  |  |  |     ingest_task = PythonOperator( | 
					
						
							|  |  |  |         task_id="ingest_using_recipe", | 
					
						
							|  |  |  |         python_callable=metadata_ingestion_workflow, | 
					
						
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										 |  |  |     ) |