Github user jerryshao commented on the pull request:

    https://github.com/apache/spark/pull/10197#issuecomment-163096778
  
    I'm really doubt changing to low-level API could guarantee exact-once 
semantics without any other changes.
    
    CC\ @koeninger 


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