Github user viirya commented on the pull request:

    https://github.com/apache/spark/pull/11578#issuecomment-194664538
  
    When `withReplacement = true`.
    
    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         55656 / 56490          9.4       
  106.2       1.0X
        range/sample/sum codegen=true          35423 / 35758         14.8       
   67.6       1.6X
    
    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         53058 / 54023          9.9       
  101.2       1.0X
        range/sample/sum codegen=true          33153 / 33509         15.8       
   63.2       1.6X
    
    
    So when `withReplacement = true`, the difference is insignificant.


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