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

    https://github.com/apache/spark/pull/916#discussion_r13691153
  
    --- Diff: core/src/main/scala/org/apache/spark/rdd/RDD.scala ---
    @@ -394,20 +401,22 @@ abstract class RDD[T: ClassTag](
           return new Array[T](0)
         }
     
    -    if (initialCount > Integer.MAX_VALUE - 1) {
    -      maxSelected = Integer.MAX_VALUE - 1
    -    } else {
    -      maxSelected = initialCount.toInt
    +    if (!withReplacement && num > initialCount) {
    +      throw new IllegalArgumentException("Cannot create sample larger than 
the original when " +
    +        "sampling without replacement")
         }
     
    -    if (num > initialCount && !withReplacement) {
    -      total = maxSelected
    -      fraction = multiplier * (maxSelected + 1) / initialCount
    -    } else {
    -      fraction = multiplier * (num + 1) / initialCount
    -      total = num
    +    if (initialCount > Integer.MAX_VALUE - 1) {
    +      val maxSelected = Integer.MAX_VALUE - (5.0 * 
math.sqrt(Integer.MAX_VALUE)).toInt
    +      if (num > maxSelected) {
    +        throw new IllegalArgumentException("Cannot support a sample size > 
Integer.MAX_VALUE - " +
    +          "5.0 * math.sqrt(Integer.MAX_VALUE)")
    +      }
         }
     
    +    fraction = SamplingUtils.computeFraction(num, initialCount, 
withReplacement)
    --- End diff --
    
    `fraction` could be a `val`.


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