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https://issues.apache.org/jira/browse/AIRFLOW-1063?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16622127#comment-16622127
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Morten Post commented on AIRFLOW-1063:
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I am seeing this issue as well. What backend are you using?

> A manually-created DAG run can prevent a scheduled run to be created
> --------------------------------------------------------------------
>
>                 Key: AIRFLOW-1063
>                 URL: https://issues.apache.org/jira/browse/AIRFLOW-1063
>             Project: Apache Airflow
>          Issue Type: Improvement
>          Components: scheduler
>    Affects Versions: 1.7.1.3
>            Reporter: Vitor Baptista
>            Priority: Major
>
> I manually created a DAG Run with the {{execution_date}} as {{2017-03-01 
> 00:00:00}} on a monthly-recurrent DAG. After a while, I noticed that the 
> scheduled run was never created and checked the scheduler's logs, finding 
> this traceback:
> {quote}
> Process Process-475397:
> Traceback (most recent call last):
>   File "/usr/lib/python2.7/multiprocessing/process.py", line 258, in 
> _bootstrap
>     self.run()
>   File "/usr/lib/python2.7/multiprocessing/process.py", line 114, in run
>     self._target(*self._args, **self._kwargs)
>   File "/usr/local/lib/python2.7/dist-packages/airflow/jobs.py", line 664, in 
> _do_dags
>     dag = dagbag.get_dag(dag.dag_id)
>   File "/usr/local/lib/python2.7/dist-packages/airflow/models.py", line 188, 
> in get_dag
>     orm_dag = DagModel.get_current(root_dag_id)
>   File "/usr/local/lib/python2.7/dist-packages/airflow/models.py", line 2320, 
> in get_current
>     obj = session.query(cls).filter(cls.dag_id == dag_id).first()
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/query.py", line 
> 2690, in first
>     ret = list(self[0:1])
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/query.py", line 
> 2482, in __getitem__
>     return list(res)
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/query.py", line 
> 2790, in __iter__
>     return self._execute_and_instances(context)
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/query.py", line 
> 2811, in _execute_and_instances
>     close_with_result=True)
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/query.py", line 
> 2820, in _get_bind_args
>     **kw
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/query.py", line 
> 2802, in _connection_from_session
>     conn = self.session.connection(**kw)
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/session.py", 
> line 966, in connection
>     execution_options=execution_options)
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/session.py", 
> line 971, in _connection_for_bind
>     engine, execution_options)
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/session.py", 
> line 382, in _connection_for_bind
>     self._assert_active()
>   File "/usr/local/lib/python2.7/dist-packages/sqlalchemy/orm/session.py", 
> line 276, in _assert_active
>     % self._rollback_exception
> InvalidRequestError: This Session's transaction has been rolled back due to a 
> previous exception during flush. To begin a new transaction with this 
> Session, first issue Session.rollback(). Original exception was: 
> (psycopg2.IntegrityError)
>  duplicate key value violates unique constraint 
> "dag_run_dag_id_execution_date_key"
> DETAIL:  Key (dag_id, execution_date)=(nct, 2017-03-01 00:00:00) already 
> exists.
>  [SQL: 'INSERT INTO dag_run (dag_id, execution_date, start_date, end_date, 
> state, run_id, external_trigger, conf) VALUES (%(dag_id)s, 
> %(execution_date)s, %(start_date)s, %(end_date)s, %(state)s, %(run_id)s, 
> %(external_trigger)s, %(conf)s)
>  RETURNING dag_run.id'] [parameters: {'end_date': None, 'run_id': 
> u'scheduled__2017-03-01T00:00:00', 'execution_date': datetime.datetime(2017, 
> 3, 1, 0, 0), 'external_trigger': False, 'state': u'running', 'conf': None, 
> 'start_date': dateti
> me.datetime(2017, 4, 3, 13, 48, 39, 168456), 'dag_id': 'nct'}]
> {quote}
> The problem is that the {{dag_runs}} table require the {{(dag_id, 
> execution_date)}} pair to be unique, so the scheduler was stuck in a loop 
> where it tried creating a new scheduled dag run but failed, as I had already 
> created one on the same {{execution_date}}. This was surprising. As a user, I 
> would expect that it would either schedule the run normally, even if there's 
> a manual one on the same date, or maybe it would skip that execution date.



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