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										 |  |  | #  Copyright 2021 Collate | 
					
						
							|  |  |  | #  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 | 
					
						
							|  |  |  | #  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. | 
					
						
							|  |  |  | """
 | 
					
						
							|  |  |  | ElasticSearch reindex DAG function builder | 
					
						
							|  |  |  | """
 | 
					
						
							|  |  |  | from airflow import DAG | 
					
						
							|  |  |  | from openmetadata_managed_apis.workflows.ingestion.common import ( | 
					
						
							|  |  |  |     ClientInitializationError, | 
					
						
							|  |  |  |     build_dag, | 
					
						
							|  |  |  |     metadata_ingestion_workflow, | 
					
						
							|  |  |  | ) | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | from metadata.generated.schema.entity.services.connections.metadata.metadataESConnection import ( | 
					
						
							|  |  |  |     MetadataESConnection, | 
					
						
							|  |  |  | ) | 
					
						
							|  |  |  | from metadata.generated.schema.entity.services.ingestionPipelines.ingestionPipeline import ( | 
					
						
							|  |  |  |     IngestionPipeline, | 
					
						
							|  |  |  | ) | 
					
						
							|  |  |  | from metadata.generated.schema.entity.services.metadataService import ( | 
					
						
							|  |  |  |     MetadataConnection, | 
					
						
							|  |  |  |     MetadataService, | 
					
						
							|  |  |  | ) | 
					
						
							|  |  |  | from metadata.generated.schema.metadataIngestion.workflow import ( | 
					
						
							|  |  |  |     LogLevels, | 
					
						
							|  |  |  |     OpenMetadataWorkflowConfig, | 
					
						
							|  |  |  |     Sink, | 
					
						
							|  |  |  | ) | 
					
						
							|  |  |  | from metadata.generated.schema.metadataIngestion.workflow import ( | 
					
						
							|  |  |  |     Source as WorkflowSource, | 
					
						
							|  |  |  | ) | 
					
						
							|  |  |  | from metadata.generated.schema.metadataIngestion.workflow import ( | 
					
						
							|  |  |  |     SourceConfig, | 
					
						
							|  |  |  |     WorkflowConfig, | 
					
						
							|  |  |  | ) | 
					
						
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										 |  |  | from metadata.generated.schema.type.basic import ComponentConfig | 
					
						
							| 
									
										
										
										
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										 |  |  | from metadata.ingestion.ometa.ometa_api import OpenMetadata | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | def build_es_reindex_workflow_config( | 
					
						
							|  |  |  |     ingestion_pipeline: IngestionPipeline, | 
					
						
							|  |  |  | ) -> OpenMetadataWorkflowConfig: | 
					
						
							|  |  |  |     """
 | 
					
						
							|  |  |  |     Given an airflow_pipeline, prepare the workflow config JSON | 
					
						
							|  |  |  |     """
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     try: | 
					
						
							|  |  |  |         metadata = OpenMetadata(config=ingestion_pipeline.openMetadataServerConnection) | 
					
						
							|  |  |  |     except Exception as exc: | 
					
						
							|  |  |  |         raise ClientInitializationError(f"Failed to initialize the client: {exc}") | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     openmetadata_service: MetadataService = metadata.get_by_name( | 
					
						
							|  |  |  |         entity=MetadataService, fqn=ingestion_pipeline.service.fullyQualifiedName | 
					
						
							|  |  |  |     ) | 
					
						
							|  |  |  |     if not openmetadata_service: | 
					
						
							|  |  |  |         raise ValueError( | 
					
						
							|  |  |  |             "Could not retrieve the OpenMetadata service! This should not happen." | 
					
						
							|  |  |  |         ) | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     om_service_elasticsearch_dict = { | 
					
						
							|  |  |  |         key: value | 
					
						
							|  |  |  |         for key, value in openmetadata_service.connection.config.elasticsSearch.config.dict().items() | 
					
						
							|  |  |  |         if value | 
					
						
							|  |  |  |     } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     ingestion_pipeline_elasticsearch_source_config = { | 
					
						
							|  |  |  |         key: value | 
					
						
							|  |  |  |         for key, value in ingestion_pipeline.sourceConfig.config.dict().items() | 
					
						
							|  |  |  |         if value and key != "type" | 
					
						
							|  |  |  |     } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     workflow_config = OpenMetadataWorkflowConfig( | 
					
						
							|  |  |  |         source=WorkflowSource( | 
					
						
							|  |  |  |             type="metadata_elasticsearch", | 
					
						
							|  |  |  |             serviceName=ingestion_pipeline.service.fullyQualifiedName, | 
					
						
							|  |  |  |             serviceConnection=MetadataConnection(config=MetadataESConnection()), | 
					
						
							|  |  |  |             sourceConfig=SourceConfig(), | 
					
						
							|  |  |  |         ), | 
					
						
							|  |  |  |         sink=Sink( | 
					
						
							|  |  |  |             type="elasticsearch", | 
					
						
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										 |  |  |             config=ComponentConfig( | 
					
						
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										 |  |  |                 **om_service_elasticsearch_dict, | 
					
						
							|  |  |  |                 **ingestion_pipeline_elasticsearch_source_config, | 
					
						
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										 |  |  |             ), | 
					
						
							| 
									
										
										
										
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										 |  |  |         ), | 
					
						
							|  |  |  |         workflowConfig=WorkflowConfig( | 
					
						
							|  |  |  |             loggerLevel=ingestion_pipeline.loggerLevel or LogLevels.INFO, | 
					
						
							|  |  |  |             openMetadataServerConfig=ingestion_pipeline.openMetadataServerConnection, | 
					
						
							|  |  |  |         ), | 
					
						
							|  |  |  |         ingestionPipelineFQN=ingestion_pipeline.fullyQualifiedName.__root__, | 
					
						
							|  |  |  |     ) | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     return workflow_config | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | def build_es_reindex_dag(ingestion_pipeline: IngestionPipeline) -> DAG: | 
					
						
							|  |  |  |     """Build a simple Data Insight DAG""" | 
					
						
							|  |  |  |     workflow_config = build_es_reindex_workflow_config(ingestion_pipeline) | 
					
						
							|  |  |  |     dag = build_dag( | 
					
						
							|  |  |  |         task_name="elasticsearch_reindex_task", | 
					
						
							|  |  |  |         ingestion_pipeline=ingestion_pipeline, | 
					
						
							|  |  |  |         workflow_config=workflow_config, | 
					
						
							|  |  |  |         workflow_fn=metadata_ingestion_workflow, | 
					
						
							|  |  |  |     ) | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     return dag |