Github user viirya commented on the pull request:

    https://github.com/apache/spark/pull/11578#issuecomment-199162363
  
    @rxin yeah, I've benchmarked the performance difference by implementing 
generated codes for both cases, the results are shown above. It is not 
significant.
    
    For sample without replacement, I put the condition branch in the generated 
codes.


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