Github user mateiz commented on the pull request:

    https://github.com/apache/spark/pull/242#issuecomment-39372516
  
    Hey @holdenk, I actually thought of a problem with using Iterator here -- 
users won't be able to cache() an RDD of Iterators in a meaningful way. (After 
the first time you read it, all iterators will be exhausted). We should use 
Iterable instead, both in Scala and in Java. This will make the implementation 
tougher when we do go to on-disk storage, and we may still have to do special 
tricks for caching (cause we don't just want to cache an object that knows how 
to read data across the network), but it's a more appropriate API.
    
    You should do something equivalent in Python; it already has a concept of 
iterables 
(http://www.shutupandship.com/2012/01/understanding-python-iterables-and.html).
    
    CC @rxin, @aarondav in case there are other ideas.


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