Documentation on GPU node requirement

[doormat18]

I think it would be a good idea to update the documentation with a special section calling out how it might be difficult to provision the necessary GPU nodes because of availability. Just mentioning that this might be a day 1 activity to request the nodes and then immediately shut them down until they are needed.