Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/7385#issuecomment-121116261
  
    @zsxwing, TD and I think that this patch's fix may eliminate the need to 
introduce a new submitAsyncJob API.  I'm going to push another commit in a few 
minutes to add some code comments plus more tests, but I just wanted to submit 
this PR now to get your initial feedback on the approach.


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