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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.
"""
Metadata DAG function builder
"""
from pathlib import Path
from airflow import DAG
from openmetadata.workflows.ingestion.common import (
build_dag,
build_source,
build_workflow_config_property,
metadata_ingestion_workflow,
)
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from metadata.generated.schema.metadataIngestion.workflow import (
BulkSink,
OpenMetadataWorkflowConfig,
Processor,
Stage,
)
try:
from airflow.operators.python import PythonOperator
except ModuleNotFoundError:
from airflow.operators.python_operator import PythonOperator
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import tempfile
from metadata.generated.schema.entity.services.ingestionPipelines.ingestionPipeline import (
IngestionPipeline,
)
def build_usage_config_from_file(
ingestion_pipeline: IngestionPipeline, filename: str
) -> OpenMetadataWorkflowConfig:
"""
Given a filename for the staging location, build
the OpenMetadataWorkflowConfig
:param ingestion_pipeline: IngestionPipeline with workflow info
:param filename: staging location file
:return: OpenMetadataWorkflowConfig
"""
source = build_source(ingestion_pipeline)
source.type = f"{source.type}-usage" # Mark the source as usage
return OpenMetadataWorkflowConfig(
source=source,
processor=Processor(type="query-parser", config={"filter": ""}),
stage=Stage(
type="table-usage",
config={"filename": filename},
),
bulkSink=BulkSink(
type="metadata-usage",
config={"filename": filename},
),
workflowConfig=build_workflow_config_property(ingestion_pipeline),
)
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def build_usage_workflow_config(
ingestion_pipeline: IngestionPipeline,
) -> OpenMetadataWorkflowConfig:
"""
Given an airflow_pipeline, prepare the workflow config JSON
"""
location = ingestion_pipeline.sourceConfig.config.stageFileLocation
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if not location:
with tempfile.NamedTemporaryFile() as tmp_file:
workflow_config = build_usage_config_from_file(ingestion_pipeline, tmp_file)
else:
# If dir does not exist, create it
if not Path(location).parent.is_dir():
Path(location).parent.mkdir(parents=True, exist_ok=True)
workflow_config = build_usage_config_from_file(ingestion_pipeline, location)
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return workflow_config
def build_usage_dag(airflow_pipeline: IngestionPipeline) -> DAG:
"""
Build a simple metadata workflow DAG
"""
workflow_config = build_usage_workflow_config(airflow_pipeline)
dag = build_dag(
task_name="usage_task",
ingestion_pipeline=airflow_pipeline,
workflow_config=workflow_config,
workflow_fn=metadata_ingestion_workflow,
)
return dag