Github user davies commented on the pull request:

    https://github.com/apache/spark/pull/10550#issuecomment-168852366
  
    The one socket for PythonRDD is already pretty complicated (considering how 
propagate exception and how to re-use it), adding another will make it even 
complicated (two socket in different status), so I'd try to avoid that. The new 
introduced and not-common-used zipPartititon() should not brings bugs for 
existing workload. I'd -1 for current approach, cc @JoshRosen .
    
    Another try could be that only open second socket (not re-used) when 
zipPartition() is called, this may reduce the risk for existing workload.


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