Overview of how the ray images are built:
Images without a "-cpu" or "-gpu" tag are built on ubuntu:22.04. They are just an alias for -cpu (e.g. ray:latest is the same as ray:latest-cpu).
ubuntu:22.04
└── base-deps:cpu
└── ray:cpu
nvidia/cuda
└── base-deps:gpu
└── ray:gpu