If yarn has capacity to run both simultaneously it will. You should ensure you 
are not allocating too many executors for the first app and leave some space 
for the second)

You may want to run the application on different yarn queues to control 
resource allocation. If you run as a different user within the same queue you 
should also get an even split between the applications, however you may need to 
enable preemption to ensure the first doesn't just hog the queue. 

Simon 

> On 22 Oct 2015, at 19:20, Suman Somasundar <suman.somasun...@oracle.com> 
> wrote:
> 
> Hi all,
>  
> Is there a way to run 2 spark applications in parallel under Yarn in the same 
> cluster?
>  
> Currently, if I submit 2 applications, one of them waits till the other one 
> is completed.
>  
> I want both of them to start and run at the same time.
>  
> Thanks,
> Suman.

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