Can the Apple M4 Pro (48GB) run Mistral Nemo 12B?
- FP16
- Q8_0
- Q6_K
- Q5_K_M
- Q4_K_M
- Q3_K_M
- Q2_K
Yes. The Apple M4 Pro (48GB) can run Mistral Nemo 12B fully in unified memory at FP16 (full quality), using about 26.3 GB of the 36 GB available, at roughly 7 tokens/second.
Run it with Ollama
With Ollama installed, one command downloads and starts Mistral Nemo 12B:
ollama run mistral-nemo:12bOllama's default download is Q4_K_M (about 9.3 GB here). You have room for FP16, which is full quality: pick that GGUF in LM Studio or from Hugging Face.
Run it in the cloud
No Apple M4 Pro (48GB)? Run Mistral Nemo 12B in the cloud.
Rent a cloud GPU by the hour. No upfront cost, stop any time.
Memory needed by quantization
At 8,192 tokens of context. The black line marks the 36 GB the Apple M4 Pro (48GB) can use. macOS lets the GPU use about 36 GB of the 48 GB unified memory by default.
| Quant | Quality | Memory | Fits? | Speed | |
|---|---|---|---|---|---|
| FP16 | Full quality | 26.3 GB | Fits | ~7 tok/s | |
| Q8_0 | Near-lossless | 14.9 GB | Fits | ~13 tok/s | |
| Q6_K | Excellent | 11.9 GB | Fits | ~16 tok/s | |
| Q5_K_M | Very good | 10.6 GB | Fits | ~19 tok/s | |
| Q4_K_M | Good, most popular | 9.3 GB | Fits | ~22 tok/s | |
| Q3_K_M | Noticeably degraded | 7.9 GB | Fits | ~27 tok/s | |
| Q2_K | Heavily degraded | 6.5 GB | Fits | ~36 tok/s |
GPUs that run Mistral Nemo 12B comfortably
Models that run well on the Apple M4 Pro (48GB)
Frequently asked questions
Can Apple M4 Pro (48GB) run Mistral Nemo 12B?
Yes. The Apple M4 Pro (48GB) can run Mistral Nemo 12B fully in unified memory at FP16 (full quality), using about 26.3 GB of the 36 GB available, at roughly 7 tokens/second.
How much VRAM does Mistral Nemo 12B need?
About 9.3 GB at Q4_K_M with 8,192 tokens of context, and about 26.3 GB at full FP16 precision.
How fast is Mistral Nemo 12B on the Apple M4 Pro (48GB)?
Roughly 7 tokens per second at FP16, estimated from the Apple M4 Pro (48GB)'s 273 GB/s memory bandwidth.