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

    https://github.com/apache/spark/pull/4592#discussion_r24748159
  
    --- Diff: sql/core/src/main/scala/org/apache/spark/sql/GroupedData.scala ---
    @@ -39,13 +39,14 @@ class GroupedData protected[sql](df: DataFrameImpl, 
groupingExprs: Seq[Expressio
           df.sqlContext, Aggregate(groupingExprs, namedGroupingExprs ++ 
aggExprs, df.logicalPlan))
       }
     
    -  private[this] def aggregateNumericColumns(f: Expression => Expression): 
Seq[NamedExpression] = {
    -    df.numericColumns.map { c =>
    -      val a = f(c)
    -      Alias(a, a.toString)()
    -    }
    +  private[this] def aggregateNumericColumns(colNames: String*)
    --- End diff --
    
    That's good but we are exposing implementation details of df to 
GroupedData...


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