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

    https://github.com/apache/incubator-spark/pull/641#discussion_r10000970
  
    --- Diff: core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala 
---
    @@ -373,25 +375,26 @@ class DAGScheduler(
               } else {
                 def removeStage(stageId: Int) {
                   // data structures based on Stage
    -              stageIdToStage.get(stageId).foreach { s =>
    -                if (running.contains(s)) {
    +              for (stage <- stageIdToStage.get(stageId)) {
    +                if (running.contains(stage)) {
                       logDebug("Removing running stage %d".format(stageId))
    -                  running -= s
    +                  running -= stage
    +                }
    +                stageToInfos -= stage
    +                for (shuffleDep <- stage.shuffleDep) {
    +                  shuffleToMapStage.remove(shuffleDep.shuffleId)
                     }
    -                stageToInfos -= s
    -                shuffleToMapStage.keys.filter(shuffleToMapStage(_) == 
s).foreach(shuffleId =>
    -                  shuffleToMapStage.remove(shuffleId))
    -                if (pendingTasks.contains(s) && !pendingTasks(s).isEmpty) {
    +                if (pendingTasks.contains(stage) && 
!pendingTasks(stage).isEmpty) {
                       logDebug("Removing pending status for stage 
%d".format(stageId))
                     }
    -                pendingTasks -= s
    --- End diff --
    
    And the expected, common case when a stage is being removed is for 
pendingTasks to have an empty Set of tasks associated with that stage.


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