Github user dbtsai commented on the issue:

    https://github.com/apache/spark/pull/22966
  
    cc @jleach4 and @aokolnychyi 
    
    We have a great success using 
[jmh](http://openjdk.java.net/projects/code-tools/jmh/) for this type of 
benchmarking; the benchmarks can be written in the unit test. This framework 
handles JVM warn-up, computes the latency, and throughput, etc, and then 
generates reports that can be consumed in Jenkins. We also use Jenkins to 
visualize the trend of performance changes which is very useful to find 
regressions. 
    
    



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