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Partial GPU

Best variant: Q2_K

Partial GPU offload — 256 GB VRAM is above the 245 GB minimum but below the 260 GB recommendation. Some layers will spill to RAM.

GPU VRAM
256 GB
Min VRAM (best fit)
245 GB
Recommended VRAM
260 GB
Estimated tok/s
~2

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Every DeepSeek R1 671B 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_KBest fit240 GB245 GB260 GB4K / 128KPartial GPU~2
Q4_K_M380 GB385 GB400 GB4K / 128KCan't Run

Apple M4 Ultra is solid pick for DeepSeek R1 671B

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