Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/2847#issuecomment-70773748
  
    @jackylk I made a brief scan of the implementation. Besides inline 
comments, I have some high-level suggestions:
    
    1) It would be good if we can make the code easier for someone with the 
paper in hand. I don't think the notation is good in the PFP paper. But when we 
create a variable, we should put a comment mentioning the corresponding 
variable name in the paper.
    2) Maybe for reason 1), I cannot find an exact match between the 
implementation and the algorithm described in the paper. It seems that you 
implemented `Figure 1` of the paper but it is not the PFP algorithm. Could you 
double check?
    3) The tree building code needs some unit tests. So it is easy to convince 
reviewers that the implementation is correct. And if using trees can compress 
the data, we should use aggregateByKey instead of groupByKey.


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