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

    https://github.com/apache/spark/pull/18492#discussion_r128339669
  
    --- Diff: core/src/main/java/org/apache/spark/SparkFirehoseListener.java ---
    @@ -140,6 +140,16 @@ public void onBlockUpdated(SparkListenerBlockUpdated 
blockUpdated) {
       }
     
       @Override
    +  public void 
onSpeculativeTaskSubmitted(SparkListenerSpeculativeTaskSubmitted 
speculativeTask) {
    +    onEvent(speculativeTask);
    +  }
    +
    +  @Override
    +  public void onExtraExecutorNeeded() {
    --- End diff --
    
    When there is one executor left but with multiple cpu cores, the task is 
running on that executor. But due to locality requirements, speculative jobs 
cannot launch on the same host. We will have to request for one extra executor. 
Thats is what this event is for.


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