Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/2866#issuecomment-59990095
  
    I've updated this to use Roaring Bitmap for tracking which blocks are 
non-empty.  I also changed HighlyCompressedMapStatus to use the average size of 
only non-empty blocks; this should provide better estimates for map outputs 
that contain a few huge partitions and many empty ones.


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