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GPUs for AI Models: Benchmarks & Specs

Can Apple M2 Ultra run meta-llama/Llama-3.1-8B?

Runs Q4192GB VRAM availableRequires 4GB+

Apple M2 Ultra meets the minimum VRAM requirement for Q4 inference of meta-llama/Llama-3.1-8B. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

Quantization breakdown

Quantization	VRAM needed	VRAM available	Estimated speed	Verdict
Q4	4GB	192GB	102.05 tok/s	✅ Fits comfortably
Q8	9GB	192GB	74.30 tok/s	✅ Fits comfortably
FP16	17GB	192GB	44.14 tok/s	✅ Fits comfortably

Best current price

Apple M2 Ultra

$5,999.00 on Amazon

Suitable alternatives

NVIDIA H200 SXM 141GB

141GB

729.12 tok/s

Price: —

AMD Instinct MI300X

192GB

704.42 tok/s

Price: —

AMD Instinct MI300X

192GB

More questions

Apple M2 Ultra specs & pricing Full guide for meta-llama/Llama-3.1-8B