Github user mateiz commented on the pull request:

    https://github.com/apache/spark/pull/1499#issuecomment-49949660
  
    No, we only read one value at a time. If you're doing something like 
groupByKey, the combine function may create an ArrayBuffer or stuff like that, 
but that's only for the key actively being read. As soon as one stream moves on 
to the next key, we read the first key-value pair in it but stop reading others.


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