Github user chenghao-intel commented on the pull request:

    https://github.com/apache/spark/pull/6237#issuecomment-103401627
  
    That's the output from mysql:
    ```
    mysql> create table t4(k int, v int);
    Query OK, 0 rows affected (0.17 sec)
    
    mysql> select avg(k) from t4;
    +--------+
    | avg(k) |
    +--------+
    |   NULL |
    +--------+
    1 row in set (0.04 sec)
    
    mysql> select avg(k) from t4 group by v;
    Empty set (0.00 sec)
    
    mysql> 
    ```
    If no group by key specified, it outputs `NULL` otherwise it output empty 
set. I think Spark SQL works in the same way.


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