Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/3702#issuecomment-67117735
  
    @srowen  Trying to guarantee exactly the requested number of points does 
seem like more trouble than it is worth.  It might require collecting the # of 
points in each partition beforehand, choosing a start offset for each partition 
(on the driver), and then taking the samples.  If it's a choice between (a) 
specifying downsamplingFactor and (b) specifying a rough numBins, I might still 
vote for (b) since it would permit a safe default value.  What do you think?


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