Github user dongjoon-hyun commented on a diff in the pull request:

    https://github.com/apache/spark/pull/13260#discussion_r64194892
  
    --- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
    @@ -550,17 +550,19 @@ abstract class RDD[T: ClassTag](
             } else {
               val fraction = SamplingUtils.computeFractionForSampleSize(num, 
initialCount,
                 withReplacement)
    -          var samples = this.sample(withReplacement, fraction, 
rand.nextInt()).collect()
    +          var samples = this.sample(withReplacement, fraction, 
rand.nextInt())
    +          var count = samples.count()
     
               // If the first sample didn't turn out large enough, keep trying 
to take samples;
               // this shouldn't happen often because we use a big multiplier 
for the initial size
               var numIters = 0
    -          while (samples.length < num) {
    +          while (count < num) {
                 logWarning(s"Needed to re-sample due to insufficient sample 
size. Repeat #$numIters")
    -            samples = this.sample(withReplacement, fraction, 
rand.nextInt()).collect()
    +            samples = this.sample(withReplacement, fraction, 
rand.nextInt())
    +            count = samples.count()
                 numIters += 1
    --- End diff --
    
    In this PR, I didn't try to change the in-out functionality.
    Do you think we should change that?


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