Github user srowen commented on a diff in the pull request:

    https://github.com/apache/spark/pull/2455#discussion_r18202539
  
    --- Diff: 
core/src/main/scala/org/apache/spark/util/random/RandomSampler.scala ---
    @@ -43,9 +46,34 @@ trait RandomSampler[T, U] extends Pseudorandom with 
Cloneable with Serializable
         throw new NotImplementedError("clone() is not implemented.")
     }
     
    +private [spark]
    +object RandomSampler {
    +  // Default random number generator used by random samplers
    +  def rngDefault: Random = new XORShiftRandom
    +
    +  // Default gap sampling maximum
    +  // For sampling fractions <= this value, the gap sampling optimization 
will be applied.
    +  // Above this value, it is assumed that "tradtional" bernoulli sampling 
is faster.  The
    +  // optimal value for this will depend on the RNG.  More expensive RNGs 
will tend to make
    +  // the optimal value higher.  The most reliable way to determine this 
value for a given RNG
    +  // is to experiment.  I would expect a value of 0.5 to be close in most 
cases.
    +  def gsmDefault: Double = 0.4
    +
    +  // Default gap sampling epsilon
    +  // When sampling random floating point values the gap sampling logic 
requires value > 0.  An
    +  // optimal value for this parameter is at or near the minimum positive 
floating point value
    +  // returned by nextDouble() for the RNG being used.
    +  def epsDefault: Double = 5e-11
    --- End diff --
    
    Yeah I meant add .0 for clarity, then subtract `Double` for being overkill. 
I think this would be more consistent with Scala/Spark style that way, but at 
least I'd argue for the .0. Trivial here; more of a minor question for the 
whole code base.


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