Github user mridulm commented on the pull request:

    https://github.com/apache/spark/pull/894#issuecomment-44321974
  
    The constant xxx mb overhead is to account for things like off vm 
overheads, interned strings, other native overheads, etc.
    These are fairly small and reasonably constant.
    Making it a function of vm max heap is not advisable particularly when 
There is no direct correlation between both.
    
    Worst case, make it configurable constant - not dependent on Xmx



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