Github user vanzin commented on the issue:

    https://github.com/apache/spark/pull/21577
  
    I think Ryan's change might still be good to introduce (i.e. a change that 
replaces the attempt id in that code with something a little more unique), 
regardless of any fix here.
    
    The unit tests I added artificially re-creates the calls that would lead to 
the situation, but I haven't tried to create a test case that would run things 
through the scheduler.


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