Autor: Jakub Rusinowski · Ostatnia aktualizacja: 6 września 2026
Only with offload — MiMo-V2.5 spills onto CPU/system RAM on the Apple M2 Ultra (192 GB), so expect a large speed penalty.
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| VRAM | 192 GB unified memory |
| Memory Bandwidth | 800 GB/s |
| Quant | VRAM needed | Fits 192 GB? | Max context |
|---|---|---|---|
| F16 | 622.7 GB | ✗ No | — |
| Q8_0 | 332.1 GB | ✗ No | — |
| Q6_K | 256.9 GB | ✗ No | — |
| Q5_K_M | 222.5 GB | ✗ No | — |
| Q4_K_M | 189.9 GB | ✓ Yes | 8K |
| Q3_K_M | 134.9 GB | ✓ Yes | 64K |
| Q2_K | 104.7 GB | ✓ Yes | 128K |
VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 192 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
Every MiMo-V2.5 variant requires more VRAM than the Apple M2 Ultra provides (192 GB).
Apple M3 Ultra (512 GB VRAM).
MiMo-V2.5 needs ~187 GB but this GPU has 192 GB. Rent a 8× H100 (640 GB)-class GPU by the hour instead of buying one:
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
Only with offload — MiMo-V2.5 spills onto CPU/system RAM on the Apple M2 Ultra (192 GB), so expect a large speed penalty.
The Apple M3 Ultra (512 GB VRAM) is the cheapest upgrade that fits it.
| Size | VRAM | Verdict | Speed |
|---|---|---|---|
| MiMo-V2.5-Pro 1T | 603.8 GB | Does not fit | — |
| MiMo-V2.5 310B | 187.2 GB | Runs at Q3_K_M | — |
← Can I Run It? | MiMo-V2.5 Model Page | Apple M2 Ultra GPU Page | Check Your Hardware