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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