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GPUs for AI Models: Benchmarks & Specs

Can AMD Instinct MI250X run zai-org/GLM-4.6-FP8?

Runs Q4128GB VRAM availableRequires 4GB+

AMD Instinct MI250X meets the minimum VRAM requirement for Q4 inference of zai-org/GLM-4.6-FP8. 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	128GB	501.07 tok/s	✅ Fits comfortably
Q8	7GB	128GB	301.18 tok/s	✅ Fits comfortably
FP16	15GB	128GB	192.20 tok/s	✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X

192GB

770.56 tok/s

Price: —

NVIDIA H200 SXM 141GB

141GB

652.31 tok/s

Price: —

NVIDIA H200 SXM 141GB

141GB

More questions

AMD Instinct MI250X specs & pricing Full guide for zai-org/GLM-4.6-FP8