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

    https://github.com/apache/spark/pull/2455#discussion_r18423449
  
    --- Diff: 
core/src/main/scala/org/apache/spark/util/random/RandomSampler.scala ---
    @@ -53,56 +89,238 @@ trait RandomSampler[T, U] extends Pseudorandom with 
Cloneable with Serializable
      * @tparam T item type
      */
     @DeveloperApi
    -class BernoulliSampler[T](lb: Double, ub: Double, complement: Boolean = 
false)
    +class BernoulliPartitionSampler[T](lb: Double, ub: Double, complement: 
Boolean = false)
       extends RandomSampler[T, T] {
     
    -  private[random] var rng: Random = new XORShiftRandom
    +  /** epsilon slop to avoid failure from floating point jitter */
    +  @transient val eps: Double = RandomSampler.epsArgs
    +  require(lb <= (ub  + eps), "Lower bound (lb) must be <= upper bound 
(ub)")
    --- End diff --
    
    include the values of `lb` and `ub` in the message. remove the extra space 
between `ub` and `+`


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