Github user hhbyyh commented on the issue:

    https://github.com/apache/spark/pull/17218
  
    @jkbradley Regarding the question, in most definition Association Rules are 
defined between two ItemSets and ArrayType seems to be a more intuitive choice 
for me. It just happens that the AssociationRules in mllib supports only single 
item as the consequent for now, which may be changed in the future. And I don't 
think there would be a noticeable performance improvement for `transform` from 
the change.


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