Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/7031#issuecomment-115957527
  
    Yay, this passed tests! I think that we should merge my other PR, #6967, 
first, then loop back to review the parallelism-specific changes here. With 4 
threads / processes of parallelism, the Python tests ran in ~10 minutes, 
whereas they usually take 30+ minutes in Jenkins. In principle, + our tests 
will support a much higher level of parallelism, so I bet we could cut this 
down to 5 minutes or less.


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