Github user zhichao-li commented on the pull request:

    https://github.com/apache/spark/pull/9097#issuecomment-153934785
  
    @chenghao-intel  Just tested with data which have 15w small files and 1000 
partitions.
    1) SQL (select count(*) from test), only improve a little bit, I guess 
tasks scheduling is not the bottle neck here, so reducing tasks number would 
not have too much effect. 
    2) SQL (select count(*) from test group by a ), the performance would 
increase by 3 times. reducing the tasks would largely improve the shuffle 
performance.



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