要实现Airflow中的顺序动态任务组,可以按照以下步骤进行操作:
from airflow import DAG
from airflow.operators.dummy_operator import DummyOperator
from datetime import datetime
default_args = {
'start_date': datetime(2021, 1, 1),
'retries': 1,
'retry_delay': timedelta(minutes=5),
}
dag = DAG('dynamic_task_group', default_args=default_args, schedule_interval=None)
from airflow.operators.python_operator import PythonOperator
def create_task(task_id, dag):
return DummyOperator(task_id=task_id, dag=dag)
task_list = [
{'task_id': 'task1', 'upstream_task_ids': []},
{'task_id': 'task2', 'upstream_task_ids': ['task1']},
{'task_id': 'task3', 'upstream_task_ids': ['task1']},
{'task_id': 'task4', 'upstream_task_ids': ['task2', 'task3']},
]
for task_info in task_list:
task_id = task_info['task_id']
upstream_task_ids = task_info['upstream_task_ids']
task = create_task(task_id, dag)
# 将任务添加到DAG中
for upstream_task_id in upstream_task_ids:
dag.get_task(upstream_task_id) >> task
dag_return = dag
这样,就可以创建一个包含顺序动态任务组的Airflow DAG。你可以根据需要修改任务列表中的任务信息以适应你的实际情况。