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Full GPU

Best variant: Q5_K_M

Full GPU inference — 256 GB VRAM meets the 205.5 GB recommendation.

GPU VRAM
256 GB
Min VRAM (best fit)
181.8 GB
Recommended VRAM
205.5 GB
Estimated tok/s
~6

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Every Llama 3.1 Nemotron Ultra 253B 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
Q4_K_M126.5 GB145.5 GB164.5 GB8K / 8KFull GPU~6.9
Q5_K_MBest fit158.1 GB181.8 GB205.5 GB8K / 8KFull GPU~6
Q8_0253 GB291 GB328.9 GB8K / 8KCan't Run
FP16506 GB581.9 GB657.8 GB8K / 8KCan't Run

Apple M4 Ultra is solid pick for Llama 3.1 Nemotron Ultra 253B

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All hardware for Llama 3.1 Nemotron Ultra 253BBest GPU for Llama 3.1 Nemotron Ultra 253BModels that fit Apple M4 UltraFull model detailsBrowse all models