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

    https://github.com/apache/spark/pull/4021#discussion_r25560891
  
    --- Diff: core/src/main/scala/org/apache/spark/Accumulators.scala ---
    @@ -307,11 +310,22 @@ private[spark] object Accumulators {
         }
       }
     
    +  def remove(accId : Long) {
    +    synchronized {
    +      originals.remove(accId)  
    +    }
    +  }
    +  
       // Get the values of the local accumulators for the current thread (by 
ID)
       def values: Map[Long, Any] = synchronized {
         val ret = Map[Long, Any]()
         for ((id, accum) <- localAccums.get) {
    -      ret(id) = accum.localValue
    +      // Since we are now storing weak references, we must check whether 
the underlying data
    +      // is valid. 
    +      ret(id) = accum.get match {
    +        case Some(values) => values.localValue
    +        case None => None
    --- End diff --
    
    This was dumb for me to overlook, too: if the data structure is invalid, 
then this would just silently ignore it; even if this was a rare 
error-condition, there should have been a warning here.


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