# 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. """ Profiler DAG function builder """ import json from airflow import DAG from openmetadata_managed_apis.utils.logger import set_operator_logger from openmetadata_managed_apis.workflows.ingestion.common import build_dag, build_source from metadata.generated.schema.entity.services.ingestionPipelines.ingestionPipeline import ( IngestionPipeline, ) from metadata.generated.schema.metadataIngestion.workflow import ( LogLevels, OpenMetadataWorkflowConfig, Processor, Sink, WorkflowConfig, ) from metadata.workflow.profiler import ProfilerWorkflow def profiler_workflow(workflow_config: OpenMetadataWorkflowConfig): """ Task that creates and runs the profiler workflow. The workflow_config gets cooked form the incoming ingestionPipeline. This is the callable used to create the PythonOperator """ set_operator_logger(workflow_config) config = json.loads(workflow_config.model_dump_json(exclude_defaults=False)) workflow = ProfilerWorkflow.create(config) workflow.execute() workflow.raise_from_status() workflow.print_status() workflow.stop() def build_profiler_workflow_config( ingestion_pipeline: IngestionPipeline, ) -> OpenMetadataWorkflowConfig: """ Given an airflow_pipeline, prepare the workflow config JSON """ workflow_config = OpenMetadataWorkflowConfig( source=build_source(ingestion_pipeline), sink=Sink( type="metadata-rest", config={}, ), processor=Processor( type="orm-profiler", config={}, ), workflowConfig=WorkflowConfig( loggerLevel=ingestion_pipeline.loggerLevel or LogLevels.INFO, openMetadataServerConfig=ingestion_pipeline.openMetadataServerConnection, ), ingestionPipelineFQN=ingestion_pipeline.fullyQualifiedName.root, ) return workflow_config def build_profiler_dag(ingestion_pipeline: IngestionPipeline) -> DAG: """ Build a simple metadata workflow DAG """ workflow_config = build_profiler_workflow_config(ingestion_pipeline) dag = build_dag( task_name="profiler_task", ingestion_pipeline=ingestion_pipeline, workflow_config=workflow_config, workflow_fn=profiler_workflow, ) return dag