I have a python DAG Parent Job
and DAG Child Job
. The tasks in the Child Job
should be triggered on the successful completion of the Parent Job
tasks which are run daily. How can add external job trigger ?
MY CODE
from datetime import datetime, timedelta
from airflow import DAG
from airflow.operators.postgres_operator import PostgresOperator
from utils import FAILURE_EMAILS
yesterday = datetime.combine(datetime.today() - timedelta(1), datetime.min.time())
default_args = {
'owner': 'airflow',
'depends_on_past': False,
'start_date': yesterday,
'email': FAILURE_EMAILS,
'email_on_failure': False,
'email_on_retry': False,
'retries': 1,
'retry_delay': timedelta(minutes=5)
}
dag = DAG('Child Job', default_args=default_args, schedule_interval='@daily')
execute_notebook = PostgresOperator(
task_id='data_sql',
postgres_conn_id='REDSHIFT_CONN',
sql="SELECT * FROM athena_rs.shipments limit 5",
dag=dag
)
Answer is in this thread already. Below is demo code:
Parent dag:
from datetime import datetime
from airflow import DAG
from airflow.operators.dummy_operator import DummyOperator
default_args = {
'owner': 'airflow',
'depends_on_past': False,
'start_date': datetime(2020, 4, 29),
}
dag = DAG('Parent_dag', default_args=default_args, schedule_interval='@daily')
leave_work = DummyOperator(
task_id='leave_work',
dag=dag,
)
cook_dinner = DummyOperator(
task_id='cook_dinner',
dag=dag,
)
leave_work >> cook_dinner
Child dag:
from datetime import datetime, timedelta
from airflow import DAG
from airflow.operators.dummy_operator import DummyOperator
from airflow.operators.sensors import ExternalTaskSensor
default_args = {
'owner': 'airflow',
'depends_on_past': False,
'start_date': datetime(2020, 4, 29),
}
dag = DAG('Child_dag', default_args=default_args, schedule_interval='@daily')
# Use ExternalTaskSensor to listen to the Parent_dag and cook_dinner task
# when cook_dinner is finished, Child_dag will be triggered
wait_for_dinner = ExternalTaskSensor(
task_id='wait_for_dinner',
external_dag_id='Parent_dag',
external_task_id='cook_dinner',
start_date=datetime(2020, 4, 29),
execution_delta=timedelta(hours=1),
timeout=3600,
)
have_dinner = DummyOperator(
task_id='have_dinner',
dag=dag,
)
play_with_food = DummyOperator(
task_id='play_with_food',
dag=dag,
)
wait_for_dinner >> have_dinner
wait_for_dinner >> play_with_food
Images:
Dags
Parent_dag
Child_dag
As requested by @pankaj, I'm hereby adding a snippet depicting reactive-triggering using TriggerDagRunOperator
(as opposed to poll-based triggering of ExternalTaskSensor
)
from typing import List
from airflow.models.baseoperator import BaseOperator
from airflow.models.dag import DAG
from airflow.operators.dagrun_operator import TriggerDagRunOperator
from airflow.utils.trigger_rule import TriggerRule
# DAG object
my_dag: DAG = DAG(dag_id='my_dag',
start_date=..)
..
# a list of 'tail' tasks: tasks that have no downstream tasks
tail_tasks_of_first_dag: List[BaseOperator] = my_magic_function_that_determines_all_tail_tasks(..)
..
# our trigger task
my_trigger_task: TriggerDagRunOperator = TriggerDagRunOperator(dag=my_dag,
task_id='my_trigger_task',
trigger_rule=TriggerRule.ALL_SUCCESS,
external_dag_id='id_of_dag_to_be_triggered')
# our trigger task should run when all 'tail' tasks have completed / succeeded
tail_tasks_of_first_dag >> my_trigger_task
Note that snippet is for reference purpose only; it has NOT been tested
Points to note / References
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