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

    https://github.com/apache/spark/pull/10835#discussion_r50786156
  
    --- Diff: core/src/main/scala/org/apache/spark/TaskEndReason.scala ---
    @@ -115,22 +118,34 @@ case class ExceptionFailure(
         description: String,
         stackTrace: Array[StackTraceElement],
         fullStackTrace: String,
    -    metrics: Option[TaskMetrics],
    -    private val exceptionWrapper: Option[ThrowableSerializationWrapper])
    +    exceptionWrapper: Option[ThrowableSerializationWrapper],
    +    accumUpdates: Seq[AccumulableInfo] = Seq.empty[AccumulableInfo])
       extends TaskFailedReason {
     
    +  // For backward compatibility; this was replaced with `accumUpdates` in 
Spark 2.0.
    +  val metrics: Option[TaskMetrics] = {
    +    if (accumUpdates.nonEmpty) {
    --- End diff --
    
    I appreciate that you didn't try to cram this all into a dense confusing 
one-liner :+1: 


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