Github user viirya commented on the pull request:

    https://github.com/apache/spark/pull/11578#issuecomment-199151979
  
    
    The benchmark with `p = 0.01`.
    
    With replacement = true:
    
        Westmere E56xx/L56xx/X56xx (Nehalem-C)
        range/sample/sum:                   Best/Avg Time(ms)    Rate(M/s)   
Per Row(ns)   Relative
        
-------------------------------------------------------------------------------------------
        range/sample/sum codegen=false         53888 / 56592          9.7       
  102.8       1.0X
        range/sample/sum codegen=true          41614 / 42607         12.6       
   79.4       1.3X
    
    With replacement = false:
    
        Westmere E56xx/L56xx/X56xx (Nehalem-C)
        range/sample/sum:                   Best/Avg Time(ms)    Rate(M/s)   
Per Row(ns)   Relative
        
-------------------------------------------------------------------------------------------
        range/sample/sum codegen=false         12982 / 13384         40.4       
   24.8       1.0X
        range/sample/sum codegen=true            7074 / 7383         74.1       
   13.5       1.8X



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