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

    https://github.com/apache/spark/pull/4703#discussion_r25057714
  
    --- Diff: core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala 
---
    @@ -229,41 +227,56 @@ class DAGScheduler(
     
       /**
        * Create a Stage -- either directly for use as a result stage, or as 
part of the (re)-creation
    -   * of a shuffle map stage in newOrUsedStage.  The stage will be 
associated with the provided
    -   * jobId. Production of shuffle map stages should always use 
newOrUsedStage, not newStage
    -   * directly.
    +   * of a shuffle map stage in newOrUsedShuffleStage.  The stage will be 
associated with the provided
    +   * jobId. Production of shuffle map stages should always use 
newOrUsedShuffleStage, 
    +   * not getAndRegNewShuffleMap directly.
        */
    -  private def newStage(
    -      rdd: RDD[_],
    -      numTasks: Int,
    -      shuffleDep: Option[ShuffleDependency[_, _, _]],
    -      jobId: Int,
    -      callSite: CallSite)
    -    : Stage =
    -  {
    +  private def getAndRegNewShuffleMap(rdd: RDD[_],
    +                                     numTasks: Int,
    +                                     shuffleDep: ShuffleDependency[_, _, 
_],
    +                                     jobId: Int,
    +                                     callSite: CallSite): ShuffleMapStage 
= {
         val parentStages = getParentStages(rdd, jobId)
    -    val id = nextStageId.getAndIncrement()
    -    val stage = new Stage(id, rdd, numTasks, shuffleDep, parentStages, 
jobId, callSite)
    +    val id = nextStageId.getAndIncrement
    +    val stage: ShuffleMapStage = new ShuffleMapStage(id, rdd, numTasks, 
parentStages, 
    +      jobId, callSite, shuffleDep)
    +      
         stageIdToStage(id) = stage
         updateJobIdStageIdMaps(jobId, stage)
         stage
       }
     
       /**
    +   * Create a Stage -- either directly for use as a result stage, or as 
part of the (re)-creation
    +   * of a shuffle map stage in newOrUsedShuffleStage.  The stage will be 
associated with the provided
    +   * jobId. Production of shuffle map stages should always use 
newOrUsedShuffleStage, 
    +   * not getAndRegNewResults directly.
    +   */
    +  private def getAndRegNewResults(rdd: RDD[_],
    --- End diff --
    
    I'm not a fan of the `getAndReg` addition since `get` falsely implies some 
kind of look up, and `reg` is more-or-less an implementation detail that across 
future refactorings won't necessarily be a fixed part of the creation of new 
stages.  The new, longer naming just doesn't add anything positive, imo.


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