Github user viirya commented on the pull request:

    https://github.com/apache/spark/pull/11578#issuecomment-194692523
  
    I made a mistake in previous benchmark for `withReplacement = false`.
    
    Update benchmark here.
    
    Without generated code for sample():
    
        Intel(R) Core(TM) i7-5557U CPU @ 3.10GHz
        range/sample/sum:                   Best/Avg Time(ms)    Rate(M/s)   
Per Row(ns)   Relative
        
-------------------------------------------------------------------------------------------
        range/sample/sum codegen=false         16460 / 17161         31.9       
   31.4       1.0X
        range/sample/sum codegen=true            4081 / 5390        128.5       
    7.8       4.0X
    
    With generated code for sample():
    
        Intel(R) Core(TM) i7-5557U CPU @ 3.10GHz
        range/sample/sum:                   Best/Avg Time(ms)    Rate(M/s)   
Per Row(ns)   Relative
        
-------------------------------------------------------------------------------------------
        range/sample/sum codegen=false         13688 / 17769         38.3       
   26.1       1.0X
        range/sample/sum codegen=true            3908 / 3970        134.2       
    7.5       3.5X
    
    The difference is insignificant too.



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