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GPUs for AI Models: Benchmarks & Specs

Can Apple M4 Max run HuggingFaceTB/SmolLM2-135M?

Runs Q4128GB VRAM availableRequires 4GB+

Apple M4 Max meets the minimum VRAM requirement for Q4 inference of HuggingFaceTB/SmolLM2-135M. 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	71.81 tok/s	✅ Fits comfortably
Q8	7GB	128GB	52.34 tok/s	✅ Fits comfortably
FP16	15GB	128GB	28.84 tok/s	✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X

192GB

748.35 tok/s

Price: —

NVIDIA H200 SXM 141GB

141GB

722.22 tok/s

Price: —

AMD Instinct MI300X

192GB

More questions

Apple M4 Max specs & pricing Full guide for HuggingFaceTB/SmolLM2-135M