Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/929#issuecomment-50380948
  
    @witgo We don't need to checkpoint both users and products, but only the 
smaller one. For the initial version, it is fine to checkpoint either of them. 
We should also do checkpointing in explicit ALS to clean intermediate shuffle 
data. Could you add that as well and help test? Thanks!


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