Kubernetes GPU scheduling with node pools comes down to one contract: a vendor device plugin registers the accelerators with the kubelet, the node advertises a schedulable extended resource such as nvidia.com/gpu, and your containers consume it through resource limits. The scheduler then treats a GPU like any other allocatable resource. …