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- extended airflow's DAG for metadata collection - added marquez-client to submit metadata to Marquez
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*.iml | ||
*.jar | ||
*.swp | ||
*.egg-info | ||
.classpath | ||
.editorconfig | ||
.gradle/ | ||
.idea/ | ||
.project | ||
.settings | ||
.vscode/ | ||
./out/* | ||
./**/*.class | ||
bin/ | ||
build/ | ||
dist/ | ||
__pycache__ |
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# marquez-airflow | ||
Library for Marquez integration with Airflow | ||
Is a library that integrates Airflow DAGs with Marquez for automatic metadata collection. | ||
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# Requirements | ||
- Python 3.5+ | ||
- apache-airflow 1.10.0+ | ||
- marquez-client | ||
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# Installation | ||
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``` | ||
pip install marquez-airflow | ||
``` | ||
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# Usage | ||
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Once the library is installed in your system, your current DAGs need to be modified slightly by changing the DAG to a MarquezDAG, see example below: | ||
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```python | ||
from marquez.airflow import MarquezDag as DAG | ||
from airflow.operators.dummy_operator import DummyOperator | ||
from datetime import datetime | ||
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DAG_NAME = 'my_DAG_name' | ||
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default_args = { | ||
'mqz_namespace': 'namespace_1', | ||
'mqz_location': 'github://data-dags/dag_location/', | ||
'mqz_input_datasets': ["s3://some_data", "s3://more_data"], | ||
'mqz_output_datasets': ["s3://output_data"], | ||
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'owner': ..., | ||
'depends_on_past': False, | ||
'start_date': ..., | ||
} | ||
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dag = DAG(DAG_NAME, schedule_interval='*/10 * * * *', | ||
default_args=default_args, description="yet another DAG") | ||
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run_this = DummyOperator(task_id='run_this', dag=dag) | ||
run_this_too = DummyOperator(task_id='run_this_too', dag=dag) | ||
run_this_too.set_upstream(run_this) | ||
``` | ||
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from marquez.airflow import MarquezDag as DAG | ||
from airflow.operators.dummy_operator import DummyOperator | ||
from datetime import datetime | ||
DAG_NAME = 'test_dag_v2' | ||
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default_args = { | ||
'mqz_namespace': 'demo', | ||
'mqz_location': 'github://my_dag_location', | ||
'mqz_input_datasets': ["s3://great_data", "s3://not_so_good_data"], | ||
'mqz_output_datasets': ["s3://amazing_data"], | ||
'owner': 'some dag developer', | ||
'depends_on_past': False, | ||
'start_date': datetime(2019, 1, 31), | ||
} | ||
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dag = DAG(DAG_NAME, schedule_interval='*/10 * * * *', | ||
default_args=default_args, description="My awesome DAG") | ||
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run_this_1 = DummyOperator(task_id='run_this_1', dag=dag) | ||
run_this_2 = DummyOperator(task_id='run_this_2', dag=dag) | ||
run_this_2.set_upstream(run_this_1) |
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import json | ||
import pendulum | ||
import airflow.models | ||
from airflow.utils.db import provide_session | ||
from marquez.client import MarquezClient, RunState | ||
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class MarquezDag(airflow.models.DAG): | ||
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def __init__(self, *args, **kwargs): | ||
super().__init__(*args, **kwargs) | ||
self.mqz_client = MarquezClient() | ||
self.mqz_namespace = kwargs['default_args'].get('mqz_namespace', 'unknown') | ||
self.mqz_location = kwargs['default_args'].get('mqz_location', 'unknown') | ||
self.mqz_input_datasets = kwargs['default_args'].get('mqz_input_datasets', []) | ||
self.mqz_output_datasets = kwargs['default_args'].get('mqz_output_datasets', []) | ||
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def create_dagrun(self, *args, **kwargs): | ||
job_name = self.dag_id | ||
job_run_args = "{}" # TODO retrieve from DAG/tasks | ||
start_time = pendulum.instance(kwargs['execution_date']).to_datetime_string() | ||
end_time = None | ||
state = RunState.RUNNING | ||
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self.mqz_client.set_namespace(self.mqz_namespace) | ||
self.mqz_client.create_job(job_name, self.mqz_location, self.mqz_input_datasets, self.mqz_output_datasets, | ||
self.description) | ||
mqz_job_run_id = self.mqz_client.create_job_run(job_name, job_run_args=job_run_args, | ||
nominal_start_time=start_time, nominal_end_time=end_time) | ||
self.mqz_client.set_jobrun_state(mqz_job_run_id, state) | ||
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self.marquez_log('job_running', json.dumps( | ||
{'namespace': self.mqz_namespace, | ||
'name': job_name, | ||
'description': self.description, | ||
'location': self.mqz_location, | ||
'runArgs': job_run_args, | ||
'nominal_start_time': start_time, | ||
'nominal_end_time': end_time, | ||
'jobrun_id': mqz_job_run_id, | ||
'inputDatasetUrns': self.mqz_input_datasets, | ||
'outputDatasetUrns': self.mqz_output_datasets, | ||
'state': str(state.name) | ||
})) | ||
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run = super().create_dagrun(*args, **kwargs) | ||
airflow.models.Variable.set(run.run_id, mqz_job_run_id) | ||
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return run | ||
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def handle_callback(self, *args, **kwargs): | ||
job_name = self.dag_id | ||
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if kwargs.get('success'): | ||
state = RunState.COMPLETED | ||
else: | ||
state = RunState.FAILED | ||
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mqz_job_run_id = self.get_and_delete(args[0].run_id) | ||
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if mqz_job_run_id: | ||
self.mqz_client.set_jobrun_state(mqz_job_run_id, state) | ||
self.marquez_log('job_state_change', | ||
json.dumps({'job_name': job_name, | ||
'jobrun_id': mqz_job_run_id, | ||
'state': str(state.name)})) | ||
else: | ||
# TODO warn that the jobrun_id couldn't be found | ||
pass | ||
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return super().handle_callback(*args, **kwargs) | ||
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@provide_session | ||
def get_and_delete(self, key, session=None): | ||
q = session.query(airflow.models.Variable).filter(airflow.models.Variable.key == key) | ||
if q.first() is None: | ||
return | ||
else: | ||
val = q.first().val | ||
q.delete(synchronize_session=False) | ||
return val | ||
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@provide_session | ||
def marquez_log(self, event, extras, session=None): | ||
session.add(airflow.models.Log( | ||
event=event, | ||
task_instance=None, | ||
owner="marquez", | ||
extra=extras, | ||
task_id=None, | ||
dag_id=self.dag_id)) |
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from enum import Enum | ||
from marquez_client import Configuration, CreateNamespace, CreateJob, CreateJobRun, NamespacesApi, ApiClient, JobsApi | ||
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class RunState(Enum): | ||
RUNNING = 1 | ||
COMPLETED = 2 | ||
FAILED = 3 | ||
ABORTED = 4 | ||
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class MarquezClient: | ||
namespace = None | ||
jobs_api_client = None | ||
namespace_api_client = None | ||
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def __init__(self): | ||
conf = Configuration() | ||
conf.host = 'localhost:5000/api/v1' # TODO make it a set() method | ||
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# create an instance of the API class | ||
api_client = ApiClient(conf) | ||
self.jobs_api_client = JobsApi(api_client) | ||
self.namespace_api_client = NamespacesApi(api_client) | ||
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def set_namespace(self, namespace): | ||
self.namespace = namespace | ||
payload = CreateNamespace('anonymous', '') | ||
return self.namespace_api_client.namespaces_namespace_put(namespace, create_namespace=payload) | ||
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def create_job(self, job_name, location, input_dataset_urns, output_dataset_urns, description): | ||
if self.namespace is None: | ||
raise("You have to set the namespace first.") # TODO change this to be a WARN | ||
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payload = CreateJob(input_dataset_urns, output_dataset_urns, location, description) | ||
return self.jobs_api_client.namespaces_namespace_jobs_job_put(self.namespace, job_name, create_job=payload) | ||
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def create_job_run(self, job_name, job_run_args, nominal_start_time, nominal_end_time): | ||
if self.namespace is None: | ||
raise("You have to set the namespace first.") # TODO change this to be a WARN | ||
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payload = CreateJobRun(nominal_start_time, nominal_end_time, job_run_args) | ||
return self.jobs_api_client.namespaces_namespace_jobs_job_runs_post( | ||
self.namespace, job_name, create_job_run=payload).run_id | ||
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def set_jobrun_state(self, run_id, state): | ||
if state == RunState.RUNNING: | ||
self.jobs_api_client.jobs_runs_id_run_put(run_id) | ||
elif state == RunState.COMPLETED: | ||
self.jobs_api_client.jobs_runs_id_complete_put(run_id) | ||
elif state == RunState.FAILED: | ||
self.jobs_api_client.jobs_runs_id_fail_put(run_id) | ||
elif state == RunState.ABORTED: | ||
self.jobs_api_client.jobs_runs_id_abort_put(run_id) | ||
else: | ||
# TODO WARN invalid state | ||
pass |
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import io | ||
import setuptools | ||
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with io.open('README.md', encoding='utf-8') as f: | ||
long_description = f.read() | ||
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setuptools.setup( | ||
name="marquez-airflow", | ||
version="0.0.1", | ||
author="Author", | ||
author_email="[email protected]", | ||
description="Marquez integration with Airflow", | ||
long_description=long_description, | ||
long_description_content_type="text/markdown", | ||
url="https://github.com/MarquezProject/marquez-airflow", | ||
packages=setuptools.find_packages(), | ||
install_requires = [ | ||
"apache-airflow>=1.10.0" | ||
], | ||
classifiers=[ | ||
"Programming Language :: Python :: 3", | ||
"License :: OSI Approved :: Apache Software License", | ||
], | ||
) |