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

    https://github.com/apache/incubator-spark/pull/641#discussion_r10004187
  
    --- 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) {
    --- End diff --
    
    Good point, maybe I'll change this back. It seemed that each stage is added 
using its own shuffleID, but perhaps with failures we will sometimes replace it 
with a newer stage and then we'd be removing that one.


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