Github user sryza commented on the pull request:

    https://github.com/apache/spark/pull/2504#issuecomment-74037430
  
    I think SPARK-3172 is probably the more useful portion of this patch.  
Ultimately, users want to be able to trace their shuffle resource consumption 
back to the transformations they used.  A single shuffle spill metric makes it 
difficult to determine which of the stage boundaries bordering a task (and from 
there, the transformation that triggered the stage boundary) is the culprit. 


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