Github user squito commented on the issue:

    https://github.com/apache/spark/pull/21212
  
    If you have a heap dump, there are tools that can check for wasted space in 
ArrayBuffer.  Eg. [jxray](http://www.jxray.com/) or [YourKit Memory 
Inspections](https://www.yourkit.com/docs/java/help/inspections_mem.jsp#sparse_arrays)
 perhaps.  if you can share the heapdump, we could analyze, or perhaps you 
could try it yourself if you can't share.


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