Github user maropu commented on the issue:

    https://github.com/apache/spark/pull/21288
  
    yea, I also agree with the opinion; we'd be better to run benchmarks on the 
same machine.
    I'll re-run the benchmark on `r3.xlarge` to check if I could get the same 
result.
    
    >  There is no hadoop installation. I guess @maropu also does
    yea, I had no installation.
    



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