pgandhi999 commented on a change in pull request #23677: 
[SPARK-26755][SCHEDULER] : Optimize Spark Scheduler to dequeue speculative 
tasks…
URL: https://github.com/apache/spark/pull/23677#discussion_r301181086
 
 

 ##########
 File path: core/src/main/scala/org/apache/spark/scheduler/TaskSetManager.scala
 ##########
 @@ -336,37 +327,30 @@ private[spark] class TaskSetManager(
   private def dequeueTaskFromList(
       execId: String,
       host: String,
-      list: ArrayBuffer[Int]): Option[Int] = {
-    var indexOffset = list.size
-    while (indexOffset > 0) {
-      indexOffset -= 1
-      val index = list(indexOffset)
-      if (!isTaskBlacklistedOnExecOrNode(index, execId, host)) {
-        // This should almost always be list.trimEnd(1) to remove tail
-        list.remove(indexOffset)
-        if (copiesRunning(index) == 0 && !successful(index)) {
-          return Some(index)
+      list: ArrayBuffer[Int],
+      speculative: Boolean = false): Option[Int] = {
+    if (speculative) {
+      if (!list.isEmpty) {
+        for (index <- list) {
+          if (!isTaskBlacklistedOnExecOrNode(index, execId, host) &&
+            !hasAttemptOnHost(index, host)) {
+            // This should almost always be list.trimEnd(1) to remove tail
+            list -= index
+            if (!successful(index)) {
+              return Some(index)
+            }
+          }
         }
       }
-    }
-    None
-  }
-
-  /**
-   * Dequeue a pending speculative task from the given list and return its 
index. Runs similar
-   * to the method 'dequeueTaskFromList' with additional constraints. Return 
None if the
-   * list is empty.
-   */
-  private def dequeueSpeculativeTaskFromList(
-    execId: String,
-    host: String,
-    list: HashSet[Int]): Option[Int] = {
-    if (!list.isEmpty) {
-      for (index <- list) {
-        if (!isTaskBlacklistedOnExecOrNode(index, execId, host) && 
!hasAttemptOnHost(index, host)) {
+    } else {
+      var indexOffset = list.size
+      while (indexOffset > 0) {
+        indexOffset -= 1
+        val index = list(indexOffset)
+        if (!isTaskBlacklistedOnExecOrNode(index, execId, host)) {
           // This should almost always be list.trimEnd(1) to remove tail
-          list -= index
-          if (!successful(index)) {
+          list.remove(indexOffset)
+          if (copiesRunning(index) == 0 && !successful(index)) {
 
 Review comment:
   Done

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