from datetime import datetime, timedelta from textwrap import dedent # The DAG object; we'll need this to instantiate a DAG from airflow import DAG # Operators; we need this to operate! from airflow.operators.bash import BashOperator with DAG( 'tutorial', # These args will get passed on to each operator # You can override them on a per-task basis during operator initialization default_args={ 'depends_on_past': False, 'email': ['airflow@example.com'], 'email_on_failure': False, 'email_on_retry': False, 'retries': 1, 'retry_delay': timedelta(minutes=5), # 'queue': 'bash_queue', # 'pool': 'backfill', # 'priority_weight': 10, # 'end_date': datetime(2016, 1, 1), # 'wait_for_downstream': False, # 'sla': timedelta(hours=2), # 'execution_timeout': timedelta(seconds=300), # 'on_failure_callback': some_function, # 'on_success_callback': some_other_function, # 'on_retry_callback': another_function, # 'sla_miss_callback': yet_another_function, # 'trigger_rule': 'all_success' }, description='A simple tutorial DAG', schedule_interval=timedelta(days=1), start_date=datetime(2021, 1, 1), catchup=False, tags=['example'], ) as dag: # t1, t2 and t3 are examples of tasks created by instantiating operators t1 = BashOperator( task_id='print_date', bash_command='date', ) t2 = BashOperator( task_id='sleep', depends_on_past=False, bash_command='sleep 5', retries=3, ) t1.doc_md = dedent( """\ #### Task Documentation You can document your task using the attributes `doc_md` (markdown), `doc` (plain text), `doc_rst`, `doc_json`, `doc_yaml` which gets rendered in the UI's Task Instance Details page. ![img](http://montcs.bloomu.edu/~bobmon/Semesters/2012-01/491/import%20soul.png) """ ) dag.doc_md = __doc__ # providing that you have a docstring at the beginning of the DAG dag.doc_md = """ This is a documentation placed anywhere """ # otherwise, type it like this templated_command = dedent( """ {% for i in range(5) %} echo "{{ ds }}" echo "{{ macros.ds_add(ds, 7)}}" {% endfor %} """ ) t3 = BashOperator( task_id='templated', depends_on_past=False, bash_command=templated_command, ) t1 >> [t2, t3]