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

    https://github.com/apache/spark/pull/916#discussion_r13319638
  
    --- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
    @@ -402,10 +411,11 @@ abstract class RDD[T: ClassTag](
         }
     
         if (num > initialCount && !withReplacement) {
    +      // special case not covered in computeFraction
    --- End diff --
    
    I don't think it can really prevent overflow. The fraction is chosen as `3 
* INT_MAX / count`, which means the expect sample size is `3 * INT_MAX > 
INT_MAX`. So `collect()` will throw an exception almost surely.


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