Github user yhuai commented on a diff in the pull request:

    https://github.com/apache/spark/pull/14723#discussion_r75586622
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/aggregate/interfaces.scala
 ---
    @@ -389,3 +389,89 @@ abstract class DeclarativeAggregate
         def right: AttributeReference = 
inputAggBufferAttributes(aggBufferAttributes.indexOf(a))
       }
     }
    +
    +/**
    + * This traits allow user to define an AggregateFunction which can store 
**arbitrary** Java objects
    + * in Aggregation buffer during aggregation of each key group. This trait 
must be mixed with
    + * class ImperativeAggregate.
    --- End diff --
    
    I think at here, we need to emphasize that the buffer is an internal buffer 
because we will emit this buffer as the result of an aggregate operator.  


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