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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.
"""
testSuite 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.ingestion.models.encoders import show_secrets_encoder
from metadata.workflow.data_quality import TestSuiteWorkflow
from metadata.workflow.workflow_output_handler import print_test_suite_status
def test_suite_workflow(workflow_config: OpenMetadataWorkflowConfig):
"""
Task that creates and runs the test suite 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.json(encoder=show_secrets_encoder))
workflow = TestSuiteWorkflow.create(config)
workflow.execute()
workflow.raise_from_status()
print_test_suite_status(workflow)
workflow.stop()
def build_test_suite_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-test-runner",
config={},
),
workflowConfig=WorkflowConfig(
loggerLevel=ingestion_pipeline.loggerLevel or LogLevels.INFO,
openMetadataServerConfig=ingestion_pipeline.openMetadataServerConnection,
),
ingestionPipelineFQN=ingestion_pipeline.fullyQualifiedName.__root__,
)
return workflow_config
def build_test_suite_dag(ingestion_pipeline: IngestionPipeline) -> DAG:
"""Build a simple testSuite DAG"""
workflow_config = build_test_suite_workflow_config(ingestion_pipeline)
dag = build_dag(
task_name="test_suite_task",
ingestion_pipeline=ingestion_pipeline,
workflow_config=workflow_config,
workflow_fn=test_suite_workflow,
)
return dag