作者: Jakub Rusinowski · 最后更新: 2026年6月26日
Yes
Yes — MiniMax M3 230B-A10B at Q2_K needs about 79.9 GB of the 96 GB usable on MacBook Pro 16" (M5 Max, 128 GB) (~16.1 GB spare), at ~55.5 tok/s (estimated), with room for about 32,768 tokens of context.
Confidence: medium · Recommended quantization: Q2_K · Estimated speed: ~55.5 tok/s
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| Usable memory for models | 96 GB |
| Memory bandwidth | 614 GB/s |
| Form factor | Laptop |
| Operating system | macOS |
| Memory upgradeable | No — soldered |
| Quant | Memory needed | Fits 96 GB? | Max context | Est. speed | Download |
|---|---|---|---|---|---|
| F16 | 464.3 GB | ✗ No | — | — | 460 GB |
| Q8_0 | 248.7 GB | ✗ No | — | — | 244.4 GB |
| Q6_K | 192.9 GB | ✗ No | — | — | 188.6 GB |
| Q5_K_M | 167.3 GB | ✗ No | — | — | 163 GB |
| Q4_K_M | 143.2 GB | ✗ No | — | — | 138.9 GB |
| Q3_K_M | 102.4 GB | ✗ No | — | — | 98 GB |
| Q2_K | 79.9 GB | ✓ Yes | 32K | ~55.5 tok/s | 75.6 GB |
| Variant | Needs at Q4_K_M | Fits? | Est. speed |
|---|---|---|---|
| MiniMax M3 230B-A10B | 143.2 GB | ✗ Too large | — |
| MiniMax M3-VL | 143.2 GB | ✗ Too large | — |
Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput
Yes — MiniMax M3 230B-A10B at Q2_K needs about 79.9 GB of the 96 GB usable on MacBook Pro 16" (M5 Max, 128 GB) (~16.1 GB spare), at ~55.5 tok/s (estimated), with room for about 32,768 tokens of context.
Q2_K — it needs about 79.9 GB of the 96 GB available, downloads as roughly 75.6 GB, and runs at an estimated 55.5 tokens/sec with up to 32K 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
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