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

    https://github.com/apache/spark/pull/14826#discussion_r76466875
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/api/python/PythonMLLibAPI.scala ---
    @@ -763,11 +764,13 @@ private[python] class PythonMLLibAPI extends 
Serializable {
           maxBins = maxBins,
           categoricalFeaturesInfo = categoricalFeaturesInfo.asScala.toMap)
         val cached = data.rdd.persist(StorageLevel.MEMORY_AND_DISK)
    +    // Only done because methods below want an int, not an optional Long
    +    val intSeed = getSeedOrDefault(seed).toInt
    --- End diff --
    
    yeah, I was trying to say that converting to a smaller number of bits would 
cause some be more likely than others, but I agree in practice it's not going 
to make any difference here.


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