Github user pwendell commented on the pull request:

    https://github.com/apache/spark/pull/7770#issuecomment-127122956
  
    @squito regarding accumulators, there was an earlier patch that supports 
incremental updates of accumulators, so we can use them for this type of 
measurement now. Over time IMO we should move most of the metrics into 
accumulators since that's a built in mechanism for doing exactly this type of 
measurement, and involves fewer hard-coded changes when we want to add new 
instrumentation. TaskMetrics was sort of a parallel feature that developed but 
now has almost 100% overlap with the accumulators concept.


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