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

    https://github.com/apache/spark/pull/11242#discussion_r56747153
  
    --- Diff: core/src/main/scala/org/apache/spark/rdd/UnionRDD.scala ---
    @@ -62,7 +64,23 @@ class UnionRDD[T: ClassTag](
         var rdds: Seq[RDD[T]])
       extends RDD[T](sc, Nil) {  // Nil since we implement getDependencies
     
    +  // Evaluate partitions in parallel. Partitions of each rdd will be 
cached by the `partitions`
    +  // val in `RDD`.
    +  private[spark] lazy val parallelPartitionEval: Boolean = {
    +    val threshold = conf.getInt("spark.rdd.parallelListingThreshold", 10)
    +    if (threshold > 0 && rdds.length > threshold) {
    +      val parArray = rdds.toParArray
    +      parArray.tasksupport = new ForkJoinTaskSupport(
    +        new ForkJoinPool(math.min(threshold, 8)))
    --- End diff --
    
    Sounds fair. 


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