Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/4021#issuecomment-76511660
  
    I think that this patch may have introduced a bug that may cause 
accumulator updates to be lost:
    https://issues.apache.org/jira/browse/SPARK-6075
    
    I'm still trying to see if I can spot the problem, but my hunch is that 
maybe the `localAccums` thread-local maps should not hold weak references.  
When deserializing an accumulator in an executor and registering it with 
`localAccums`, is there ever a moment in which the accumulator has no strong 
references pointing to it?  Does someone object hold a strong reference to an 
accumulator while it's being deserialized?  If not, this could lead to it being 
dropped from the `localAccums` map, causing that task's accumulator updates to 
be lost.


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