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Task get stuck in up_for_retry state

Hi ,
I am providing the "retries" and "retry_delay" as an argument to one of my operator in the DAG. But the corresponding task get stuck in "up_for_retry" state and is not being retried by scheduler. retry_delay is set to timedelta(seconds=5) so it should get retried after 5 seconds.
Raman Gupta