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GPUs for AI Models: Benchmarks & Specs

Can AMD Instinct MI250X run allenai/Olmo-3-7B-Think?

Runs Q4128GB VRAM availableRequires 4GB+

AMD Instinct MI250X meets the minimum VRAM requirement for Q4 inference of allenai/Olmo-3-7B-Think. 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	462.98 tok/s	✅ Fits comfortably
Q8	8GB	128GB	305.36 tok/s	✅ Fits comfortably
FP16	16GB	128GB	164.67 tok/s	✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X

192GB

748.02 tok/s

Price: —

NVIDIA H200 SXM 141GB

141GB

649.74 tok/s

Price: —

AMD Instinct MI300X

192GB

More questions

AMD Instinct MI250X specs & pricing Full guide for allenai/Olmo-3-7B-Think