Github user rxin commented on the pull request:

    https://github.com/apache/spark/pull/11106#issuecomment-182631745
  
    In terms of API, I think we should just add intersectAll and exceptAll 
functions to it. 
    
    For union, we should keep the existing behavior, and if users want to do 
union distinct, they can just do union().distinct().
    



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