My recent experience has been that the Vulkan support in llama.cpp is pretty good. It may lag behind Cuda / Metal for the bleeding edge models if they need a new operator.

Try it out! Benchmarks here: https://github.com/ggml-org/llama.cpp/discussions/10879

(ollama doesn’t support vulkan for some weird reason. I guess they never pulled the code from llama.cpp)