jiangxb1987 commented on a change in pull request #27223: [SPARK-30511][CORE] 
Spark marks intentionally killed speculative tasks as pending leads to holding 
idle executors
URL: https://github.com/apache/spark/pull/27223#discussion_r367703175
 
 

 ##########
 File path: core/src/main/scala/org/apache/spark/ExecutorAllocationManager.scala
 ##########
 @@ -263,9 +263,15 @@ private[spark] class ExecutorAllocationManager(
    */
   private def maxNumExecutorsNeeded(): Int = {
     val numRunningOrPendingTasks = listener.totalPendingTasks + 
listener.totalRunningTasks
-    math.ceil(numRunningOrPendingTasks * executorAllocationRatio /
-              tasksPerExecutorForFullParallelism)
-      .toInt
+    val maxNeeded = math.ceil(numRunningOrPendingTasks * 
executorAllocationRatio /
+      tasksPerExecutorForFullParallelism).toInt
+    if (listener.pendingSpeculativeTasks > 0 && 
tasksPerExecutorForFullParallelism > 1) {
 
 Review comment:
   Why do we need to verify `tasksPerExecutorForFullParallelism ` here ?

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