Apple M2 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.
Apple M2 Max can run HuggingFaceTB/SmolLM2-135M with Q4 quantization. At approximately 58 tokens/second, you can expect Good speed - acceptable for interactive use.
You have 92GB headroom, which is sufficient for system overhead and smooth operation.
| Quantization | VRAM needed | VRAM available | Estimated speed | Verdict |
|---|---|---|---|---|
| Q4 | 4GB | 96GB | 57.52 tok/s | ✅ Fits comfortably |
| Q8 | 7GB | 96GB | 39.87 tok/s | ✅ Fits comfortably |
| FP16 | 15GB | 96GB | 20.41 tok/s | ✅ Fits comfortably |