incubator-airflow/airflow/utils/dag_cycle_tester.py

62 строки
2.4 KiB
Python

# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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
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"""DAG Cycle tester"""
from collections import defaultdict, deque
from airflow.exceptions import AirflowDagCycleException
CYCLE_NEW = 0
CYCLE_IN_PROGRESS = 1
CYCLE_DONE = 2
def test_cycle(dag):
"""
Check to see if there are any cycles in the DAG. Returns False if no cycle found,
otherwise raises exception.
"""
# default of int is 0 which corresponds to CYCLE_NEW
visited = defaultdict(int)
path_stack = deque()
task_dict = dag.task_dict
def _check_adjacent_tasks(task_id, current_task):
"""Returns first untraversed child task, else None if all tasks traversed."""
for adjacent_task in current_task.get_direct_relative_ids():
if visited[adjacent_task] == CYCLE_IN_PROGRESS:
msg = f"Cycle detected in DAG. Faulty task: {task_id}"
raise AirflowDagCycleException(msg)
elif visited[adjacent_task] == CYCLE_NEW:
return adjacent_task
return None
for dag_task_id in dag.task_dict.keys():
if visited[dag_task_id] == CYCLE_DONE:
continue
path_stack.append(dag_task_id)
while path_stack:
current_task_id = path_stack[-1]
if visited[current_task_id] == CYCLE_NEW:
visited[current_task_id] = CYCLE_IN_PROGRESS
task = task_dict[current_task_id]
child_to_check = _check_adjacent_tasks(current_task_id, task)
if not child_to_check:
visited[current_task_id] = CYCLE_DONE
path_stack.pop()
else:
path_stack.append(child_to_check)