Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/4066#issuecomment-70712498
  
    @mccheah I agree that we could add optimizations to skip this coordination 
in scenarios where we know that there will only be one copy of a task, but it 
might be a good idea to defer those optimizations to a separate patch if it 
turns out that the performance impact is small.  Once we've got a version of 
this patch that passes tests, let's benchmark it and see how costly this extra 
coordination is.


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