Github user Gerrrr commented on the pull request:

    https://github.com/apache/spark/pull/9222#issuecomment-150659258
  
    The problem might be related to GC as a current implementation of 
`dfToCols` allocates memory for the map result and the array while @FRosner 
implementation only allocates memory for the array.


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