Written by Jakub Rusinowski · Last updated September 6, 2026
Not at Q4_K_M — that needs 187.2 GB and the NVIDIA DGX Spark has 128 GB. Drop to Q2_K and it fits in 106.6 GB, with up to 32K of context.
| Model | MiMo-V2.5 310B |
| Parameters | 310B/15B active |
| Quantization | Q4_K_M |
| VRAM needed | 187.2 GB |
| NVIDIA DGX Spark VRAM | 128 GB |
| Verdict | Runs at a lower quant |
| Fits at | Q2_K (106.6 GB) |
| Max context | 32K |
Quantize to Q2_K. That is the cheapest fix — it costs some quality but no money.
Running MiMo-V2.5 310B on this card:
MiMo-V2.5 310B needs ~187 GB but this GPU has 128 GB. Rent a 8× H100 (640 GB)-class GPU by the hour instead of buying one:
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All MiMo-V2.5 sizes on the NVIDIA DGX Spark | VRAM calculator for MiMo-V2.5 310B | NVIDIA DGX Spark GPU page | Check your hardware