This is what the capacity scheduler is for. 

See my article on working around a particular bug in the current version of the capacity scheduler

Note the part on user limits. 

On Friday, April 15, 2016, Todd <> wrote:

I am kind of new to Yarn scheduler , I have a requirement that, we have vip users and normal users, we want vip users to have available resources whenever they submit applications so that vip users don't have to wait normal users to release their resources

Do Capacity Scheduler and Fair Scheduler support this scenario?
Thanks in advance!

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