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GPUs for AI Models: Benchmarks & Specs

Can AMD Instinct MI300X run meta-llama/Llama-3.1-8B-Instruct?

Runs Q4192GB VRAM availableRequires 4GB+

AMD Instinct MI300X meets the minimum VRAM requirement for Q4 inference of meta-llama/Llama-3.1-8B-Instruct. 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	814.51 tok/s	✅ Fits comfortably
Q8	9GB	192GB	527.91 tok/s	✅ Fits comfortably
FP16	17GB	192GB	276.99 tok/s	✅ Fits comfortably

Suitable alternatives

NVIDIA H200 SXM 141GB

141GB

656.27 tok/s

Price: —

AMD Instinct MI250X

128GB

515.87 tok/s

Price: —

NVIDIA H100 SXM5 80GB

80GB

More questions

AMD Instinct MI300X specs & pricing Full guide for meta-llama/Llama-3.1-8B-Instruct