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Can't Run

Best variant: FP16

Not enough memory — need at least 759 GB RAM (have 64 GB) and 581.9 GB VRAM (have 8).

GPU VRAM
8 GB
Min VRAM (best fit)
581.9 GB
Recommended VRAM
657.8 GB
Estimated tok/s

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Every Llama 3.1 Nemotron Ultra 253B quantization on Intel Arc A580

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 / 8KCan't Run
Q5_K_M158.1 GB181.8 GB205.5 GB8K / 8KCan't Run
Q8_0253 GB291 GB328.9 GB8K / 8KCan't Run
FP16Best fit506 GB581.9 GB657.8 GB8K / 8KCan't Run

Upgrade options that fit Llama 3.1 Nemotron Ultra 253B better

Cheapest fit

NVIDIA GeForce GTX 1060 3GB

3 GB VRAM · ~0.4 tok/s

Best performance

NVIDIA GeForce RTX 5090

32 GB VRAM · ~3.5 tok/s

Rent GPU instead of buying one

If local fit is weak, cloud GPU gets you running today without hardware upgrade.

All hardware for Llama 3.1 Nemotron Ultra 253BBest GPU for Llama 3.1 Nemotron Ultra 253BModels that fit Intel Arc A580Full model detailsBrowse all models