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What GPU and model you use?
NVIDIA Corporation GA104GL [RTX A4000] (rev a1)
From lspci
It has 16gb of VRAM, not too much but enough to run gpt:OSS 20b and a few other models pretty nice.
I noticed that it's better to stick to a single model, I imagine that unload and reload the model in VRAM takes time.