Github user marmbrus commented on the pull request:

    https://github.com/apache/spark/pull/10896#issuecomment-179386508
  
    Okay, but that code doesn't actually produce an exchange right?  Since its 
captured by the cache?
    
    ```
    == Optimized Logical Plan ==
    Aggregate [col0#38918], [col0#38918,(sum(cast(col1#38919 as 
bigint)),mode=Complete,isDistinct=false) AS 
sum(col1)#38936L,(avg(cast(col2#38920 as 
bigint)),mode=Complete,isDistinct=false) AS avg(col2)#38937]
    +- InMemoryRelation [col0#38918,col1#38919,col2#38920], true, 10000, 
StorageLevel(true, true, false, true, 1), Exchange 
hashpartitioning(col0#38918,200), None, None
    
    == Physical Plan ==
    WholeStageCodegen
    :  +- TungstenAggregate(key=[col0#38918], functions=[(sum(cast(col1#38919 
as bigint)),mode=Final,isDistinct=false),(avg(cast(col2#38920 as 
bigint)),mode=Final,isDistinct=false)], 
output=[col0#38918,sum(col1)#38936L,avg(col2)#38937])
    :     +- TungstenAggregate(key=[col0#38918], 
functions=[(sum(cast(col1#38919 as 
bigint)),mode=Partial,isDistinct=false),(avg(cast(col2#38920 as 
bigint)),mode=Partial,isDistinct=false)], 
output=[col0#38918,sum#38959L,sum#38960,count#38961L])
    :        +- INPUT
    +- InMemoryColumnarTableScan [col0#38918,col1#38919,col2#38920], 
InMemoryRelation [col0#38918,col1#38919,col2#38920], true, 10000, 
StorageLevel(true, true, false, true, 1), Exchange 
hashpartitioning(col0#38918,200), None, None
    ```
    
    Eitherway, I'll let @yhuai sign off on this.


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