I would think that a combination of kubernetes (I believe the preferred way to support multiple users at once, but open to being wrong) and individual queue's is probably the solution here.

for example; in kubernetes you could setup an agent to listen to bob-queue and another agent to listen to alice-queue. In the kubernetes dashboard you could assign a certain amount of cpu/memory and if using taints, gpu or not.