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

    https://github.com/apache/spark/pull/10023#discussion_r46078033
  
    --- Diff: 
core/src/main/scala/org/apache/spark/util/random/SamplingUtils.scala ---
    @@ -52,16 +52,20 @@ private[spark] object SamplingUtils {
           (trimReservoir, i)
         } else {
           // If input size > k, continue the sampling process.
    +      var l = i.toLong
           val rand = new XORShiftRandom(seed)
           while (input.hasNext) {
             val item = input.next()
    -        val replacementIndex = rand.nextInt(i)
    +        val replacementIndex = l < Int.MaxValue match {
    +          case true => rand.nextInt(l.toInt)
    +          case false => rand.nextInt()
    --- End diff --
    
    Ah, this won't be valid right? you're not choosing an element uniformly at 
random here. I know there's no `nextLong(Long)` but you can use (l * 
rand.nextDouble()).toLong


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