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Full GPU

Best variant: Q4_K_M

Full GPU inference — 256 GB VRAM meets the 256 GB recommendation.

GPU VRAM
256 GB
Min VRAM (best fit)
235 GB
Recommended VRAM
256 GB
Estimated tok/s
~3.8

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Every Llama 3.1 405B quantization on Apple M4 Ultra

Each row runs the compatibility engine against your VRAM, RAM, and the model's requirements.

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q2_K145 GB150 GB160 GB4K / 128KFull GPU~4.7
Q4_K_MBest fit230 GB235 GB256 GB4K / 128KFull GPU~3.8

Apple M4 Ultra is solid pick for Llama 3.1 405B

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