They should be identical. Can you paste the detailed explain output.

On Thursday, March 10, 2016, FangFang Chen <lulynn_2015_sp...@163.com>
wrote:

> hi,
> Based on my testing, the memory cost is very different for
> 1. sql("select * from ...").groupby.agg
> 2. sql("select ... From ... Groupby ...").
>
> For table.partition sized more than 500g, 2# run good, while outofmemory
> happened in 1#. I am using the same spark configurations.
> Could somebody tell why this happened?
>
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