Ngone51 commented on a change in pull request #27223: 
[SPARK-30511][SPARK-28403][CORE] Don't treat failed/killed speculative tasks as 
pending in ExecutorAllocationManager
URL: https://github.com/apache/spark/pull/27223#discussion_r373912055
 
 

 ##########
 File path: core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala
 ##########
 @@ -614,18 +615,30 @@ private[spark] class ExecutorAllocationManager(
             stageAttemptToNumRunningTask -= stageAttempt
           }
         }
-        // If the task failed, we expect it to be resubmitted later. To ensure 
we have
-        // enough resources to run the resubmitted task, we need to mark the 
scheduler
-        // as backlogged again if it's not already marked as such (SPARK-8366)
-        if (taskEnd.reason != Success) {
-          if (totalPendingTasks() == 0) {
-            allocationManager.onSchedulerBacklogged()
-          }
-          if (taskEnd.taskInfo.speculative) {
-            stageAttemptToSpeculativeTaskIndices.get(stageAttempt).foreach 
{_.remove(taskIndex)}
-          } else {
-            stageAttemptToTaskIndices.get(stageAttempt).foreach 
{_.remove(taskIndex)}
-          }
+
+        if (taskEnd.taskInfo.speculative) {
+          stageAttemptToSpeculativeTaskIndices.get(stageAttempt).foreach 
{_.remove{taskIndex}}
+          stageAttemptToNumSpeculativeTasks(stageAttempt) -= 1
+        }
+
+        taskEnd.reason match {
+          case Success | _: TaskKilled =>
+          case _ =>
+            if (totalPendingTasks() == 0) {
+              // If the task failed (not intentionally killed), we expect it 
to be resubmitted
+              // later. To ensure we have enough resources to run the 
resubmitted task, we need to
+              // mark the scheduler as backlogged again if it's not already 
marked as such
+              // (SPARK-8366)
+              allocationManager.onSchedulerBacklogged()
 
 Review comment:
   Previously, we always call `onSchedulerBacklogged` when `totalPendingTasks() 
== 0` for both speculative and non-speculative tasks. But according to this PR, 
we should not do this for speculative tasks now. Right? @linzebing 

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