tgravescs commented on a change in pull request #27223: 
[SPARK-30511][SPARK-28403][CORE] Don't treat failed/killed speculative tasks as 
pending in Spark scheduler
URL: https://github.com/apache/spark/pull/27223#discussion_r370393412
 
 

 ##########
 File path: core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala
 ##########
 @@ -614,18 +614,24 @@ 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
+        }
+
+        // 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)
+        taskEnd.reason match {
+          case Success | _: TaskKilled =>
 
 Review comment:
   I think it would be good to add a comment under the taskkilled explaining 
this

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