Written by Jakub Rusinowski · Last updated November 26, 2024
Yes — comfortably
Yes, comfortably — OLMo 2 13B Instruct at Q8_0 needs about 22.1 GB of the 48 GB usable on Mac mini (M4 Pro, 64 GB), leaving ~25.9 GB spare and running at ~8.1 tok/s (estimated), with room for about 4,096 tokens of context.
Confidence: high · Recommended quantization: Q8_0 · Estimated speed: ~8.1 tok/s
| Usable memory for models | 48 GB |
| Memory bandwidth | 273 GB/s |
| Form factor | Mini PC |
| Operating system | macOS |
| Memory upgradeable | No — soldered |
| Quant | Memory needed | Fits 48 GB? | Max context | Est. speed | Download |
|---|---|---|---|---|---|
| F16 | 34.9 GB | ✓ Yes | 4K | ~4.8 tok/s | 27.4 GB |
| Q8_0 | 22.1 GB | ✓ Yes | 4K | ~8.1 tok/s | 14.6 GB |
| Q6_K | 18.7 GB | ✓ Yes | 4K | ~9.9 tok/s | 11.2 GB |
| Q5_K_M | 17.2 GB | ✓ Yes | 4K | ~11.1 tok/s | 9.7 GB |
| Q4_K_M | 15.8 GB | ✓ Yes | 4K | ~12.4 tok/s | 8.3 GB |
| Q3_K_M | 13.4 GB | ✓ Yes | 4K | ~15.5 tok/s | 5.8 GB |
| Q2_K | 12 GB | ✓ Yes | 4K | ~18 tok/s | 4.5 GB |
| Variant | Needs at Q4_K_M | Fits? | Est. speed |
|---|---|---|---|
| OLMo 2 13B Instruct | 15.8 GB | ✓ Fits | ~12.4 tok/s |
| OLMo 2 7B Instruct | 9.5 GB | ✓ Fits | ~21.4 tok/s |
Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput
Yes, comfortably — OLMo 2 13B Instruct at Q8_0 needs about 22.1 GB of the 48 GB usable on Mac mini (M4 Pro, 64 GB), leaving ~25.9 GB spare and running at ~8.1 tok/s (estimated), with room for about 4,096 tokens of context.
Q8_0 — it needs about 22.1 GB of the 48 GB available, downloads as roughly 14.6 GB, and runs at an estimated 8.1 tokens/sec with up to 4K of context.
Nothing binding — the model fits with headroom and generates at a usable speed on this hardware.
Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput