Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/3729#issuecomment-67601970
  
    Had an offline discussion with @witgo . The current implementation takes 
advantage of Parquet's serialization over Java's. However, this is too special 
for this particular algorithm. I asked @witgo to check the implementation of 
gap sampling and see how to apply it to min-batch sampling.


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