Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/5614#issuecomment-94891329
  
    @yanboliang Sent you a PR at https://github.com/yanboliang/spark/pull/2 for 
using namedtuples.
    
    I'm also thinking about pickling the items into byte strings on the Python 
side before training. Then on the JVM side, the items are all strings and we 
don't need to worry about the compatibility of SerDe. When we map the frequent 
itemsets back, we can unpickle the byte strings. Maybe we can try this in 
another PR.


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