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GPUs for AI Models: Benchmarks & Specs

Can AMD Instinct MI250X run deepseek-ai/DeepSeek-R1-Distill-Qwen-32B?

Runs Q4128GB VRAM availableRequires 16GB+

AMD Instinct MI250X meets the minimum VRAM requirement for Q4 inference of deepseek-ai/DeepSeek-R1-Distill-Qwen-32B. 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	16GB	128GB	160.66 tok/s	✅ Fits comfortably
Q8	33GB	128GB	107.61 tok/s	✅ Fits comfortably
FP16	66GB	128GB	64.08 tok/s	✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X

192GB

255.70 tok/s

Price: —

NVIDIA H200 SXM 141GB

141GB

238.80 tok/s

Price: —

NVIDIA H100 SXM5 80GB

80GB

More questions

AMD Instinct MI250X specs & pricing Full guide for deepseek-ai/DeepSeek-R1-Distill-Qwen-32B