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

Runs Q4128GB VRAM availableRequires 4GB+

Apple M4 Max meets the minimum VRAM requirement for Q4 inference of HuggingFaceTB/SmolLM-135M. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

What this means for you

Apple M4 Max can run HuggingFaceTB/SmolLM-135M with Q4 quantization. At approximately 76 tokens/second, you can expect Good speed - acceptable for interactive use.

You have 124GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q44GB128GB75.86 tok/s✅ Fits comfortably
Q87GB128GB49.35 tok/s✅ Fits comfortably
FP1615GB128GB28.78 tok/s✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X
192GB
803.68 tok/s
Price: —
NVIDIA H200 SXM 141GB
141GB
689.37 tok/s
Price: —
NVIDIA H200 SXM 141GB
141GB
523.43 tok/s
Price: —
NVIDIA H100 SXM5 80GB
80GB
508.15 tok/s
Price: —
AMD Instinct MI300X
192GB
486.54 tok/s
Price: —

More questions

Apple M4 Max specs & pricingFull guide for HuggingFaceTB/SmolLM-135MHuggingFaceTB/SmolLM-135M speed on Apple M4 MaxHuggingFaceTB/SmolLM-135M Q4 requirements