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

    https://github.com/apache/spark/pull/16389#discussion_r93811187
  
    --- Diff: 
core/src/test/scala/org/apache/spark/ExecutorAllocationManagerSuite.scala ---
    @@ -938,6 +938,33 @@ class ExecutorAllocationManagerSuite
         assert(removeTimes(manager) === Map.empty)
       }
     
    +  test("SPARK-18981: maxNumExecutorsNeeded should properly handle 
speculated tasks") {
    +    sc = createSparkContext()
    +    val manager = sc.executorAllocationManager.get
    +    assert(maxNumExecutorsNeeded(manager) === 0)
    +
    +    val stageInfo = createStageInfo(0, 1)
    +    sc.listenerBus.postToAll(SparkListenerStageSubmitted(stageInfo))
    +    assert(maxNumExecutorsNeeded(manager) === 1)
    +
    +    val taskInfo = createTaskInfo(1, 1, "executor-1")
    +    val speculatedTaskInfo = createTaskInfo(2, 1, "executor-1")
    +    sc.listenerBus.postToAll(SparkListenerTaskStart(0, 0, taskInfo))
    +    assert(maxNumExecutorsNeeded(manager) === 1)
    --- End diff --
    
    Yes, the warning info 'No stages are running, but numRunningTasks != 0' is 
printed and at that time the #numRunningTasks is set to 0. But after that the 
speculated task end event is arrived and the  #numRunningTasks will plus 1.
    The tests are wrong, I will fix it.


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