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GPUs for AI Models: Benchmarks & Specs

Can AMD Instinct MI250X run RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic?

Runs Q4128GB VRAM availableRequires 44GB+

AMD Instinct MI250X meets the minimum VRAM requirement for Q4 inference of RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic. 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	44GB	128GB	86.24 tok/s	✅ Fits comfortably
Q8	88GB	128GB	67.25 tok/s	✅ Fits comfortably
FP16	176GB	128GB	37.06 tok/s	❌ Not recommended

Suitable alternatives

AMD Instinct MI300X

192GB

142.49 tok/s

Price: —

NVIDIA H200 SXM 141GB

141GB

124.45 tok/s

Price: —

AMD Instinct MI300X

192GB

More questions

AMD Instinct MI250X specs & pricing Full guide for RedHatAI/Llama-3.2-90B-Vision-Instruct-FP8-dynamic