I believe that as you are not persisting anything into the memory space
defined by
spark.storage.memoryFraction
you also have nothing to clear from this area using the unpersist. 

FYI: The data will be kept in the OS-buffer/on disk at the point of the
reduce (as this involves a wide dependency -> shuffle of the data), but you
can not clear this through the API.



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