Selfhosted
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You can use OpenCL instead of ROCm for GPU offloading. In my tests with llama.cpp that improved performance massively.
Definitely do benchmarks for how many layers you can offload to the GPU. You'll see when it's too many, as performance will crater.
By launching llama.cpp as a server you'll actually be able to continue to use openwebui as you currently have.