Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/3193#issuecomment-63104252
  
    @davies I'm a little concerned about removing numpy.random in this PR: 1) 
it is beyond the topic of this PR, 2) it brings performance regression. Since 
we are comparing python random vs. numpy random, we can easily tell the 
performance outside Spark. Numpy's random is about 2x faster than python's 
random on my machine. Besides speed, another issue is the quality of RNG, on 
which we need to spend more time on the specification.


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