Github user mengxr commented on the issue:

    https://github.com/apache/spark/pull/21898
  
    Also, if there shouldn't exist two active attempts at the same time for a 
barrier stage, maybe we should store attemptId as a state variable. Basically, 
if we see a new attempt ID, we should abort the old attempts.


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