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

    https://github.com/apache/spark/pull/17297#discussion_r107044660
  
    --- Diff: core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala 
---
    @@ -929,12 +946,22 @@ class DAGScheduler(
         }
       }
     
    -  /** Called when stage's parents are available and we can now do its 
task. */
    +  /**
    +   * Called when stage's parents are available and we can now run its task.
    +   * This only submits the partitions which are missing and have not been
    +   * submitted to the lower-level scheduler for execution.
    +   */
       private def submitMissingTasks(stage: Stage, jobId: Int) {
         logDebug("submitMissingTasks(" + stage + ")")
     
    -    // First figure out the indexes of partition ids to compute.
    -    val partitionsToCompute: Seq[Int] = stage.findMissingPartitions()
    +    val missingPartitions = stage.findMissingPartitions()
    +    val partitionsToCompute =
    +      missingPartitions.filter(id => !stage.pendingPartitions.contains(id))
    --- End diff --
    
    ```scala
    missingPartitions.filterNot(stage.pendingPartitions)
    ```


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