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

    https://github.com/apache/spark/pull/10353#discussion_r47945571
  
    --- Diff: sql/core/src/main/scala/org/apache/spark/sql/DataFrame.scala ---
    @@ -511,9 +509,26 @@ class DataFrame private[sql](
           catalyst.expressions.And(cond, eqTo)
         }
     
    +    // Project only one of the join columns.
    +    val joinedCols = JoinType(joinType) match {
    +      case Inner | LeftOuter | LeftSemi =>
    +        usingColumns.map(col => withPlan(joined.left).resolve(col))
    +      case RightOuter =>
    +        usingColumns.map(col => withPlan(joined.right).resolve(col))
    +      case FullOuter =>
    +        usingColumns.map { col =>
    +          val leftCol = withPlan(joined.left).resolve(col)
    +          val rightCol = withPlan(joined.right).resolve(col)
    +          Alias(Coalesce(Seq(leftCol, rightCol)), col)()
    +        }
    +    }
    +    // The nullability of output of joined could be different than 
original column,
    +    // so we can only compare them by exprId
    +    val joinRefs = 
condition.map(_.references.toSeq.map(_.exprId)).getOrElse(Nil)
    +    val resultCols = joinedCols ++ joined.output.filterNot(e => 
joinRefs.contains(e.exprId))
    --- End diff --
    
    Yes, but that is exactly what an `AttributeSet` is for.  It is a set that 
only compares the id.


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