Github user rxin commented on the pull request:

    https://github.com/apache/spark/pull/11105#issuecomment-197571739
  
    BTW the other thing I really don't like is the current accumulator user 
facing API. It is way too complicated with implicit parameters etc, making it 
unusable in Java and impossible to build a single unified API. We probably 
should fix that. That said, it'd be better for somebody who knows the engine 
really well and at the same time very detailed oriented to come up with a 
design.



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