Can I Run MiMo-V2.5-Pro 1T on NVIDIA A100 80GB (PCIe)?
Written by Jakub Rusinowski · Last updated September 6, 2026
No. MiMo-V2.5-Pro 1T needs 610.3 GB at 8K context (603.8 GB weights + 6.5 GB KV cache/overhead) at Q4_K_M and the NVIDIA A100 80GB (PCIe) has only 80 GB. No quantization we publish closes a gap that size.
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The numbers
| Model | MiMo-V2.5-Pro 1T |
| Parameters | 1T/42B active |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 610.3 GB |
| NVIDIA A100 80GB (PCIe) VRAM | 80 GB |
| Verdict | Does not fit |
MiMo-V2.5-Pro 1T on the NVIDIA A100 80GB (PCIe): VRAM by quantization
| Quant | VRAM needed | Fits 80 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 2006.6 GB | ✗ No | — | — |
| Q8_0 | 1069.1 GB | ✗ No | — | — |
| Q6_K | 826.6 GB | ✗ No | — | — |
| Q5_K_M | 715.3 GB | ✗ No | — | — |
| Q4_K_M | 610.3 GB | ✗ No | — | — |
| Q3_K_M | 432.8 GB | ✗ No | — | — |
| Q2_K | 335.3 GB | ✗ No | — | — |
Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 80 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
Context costs VRAM too. At Q4_K_M on the NVIDIA A100 80GB (PCIe): 8K 610.3 GB ✗ · 32K 627.6 GB ✗ · 128K 696.9 GB ✗. Past 8K it no longer fits 80 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.
What to do next
Step down to a smaller size in this family — no single consumer card we track fits this one.
No compatible GPU? MiMo-V2.5 on 192 GB of system RAM, CPU only: runs.
Running MiMo-V2.5-Pro 1T on this card:
MiMo-V2.5-Pro 1T needs ~610 GB but this GPU has 80 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.
Other MiMo-V2.5 sizes on the NVIDIA A100 80GB (PCIe)
- MiMo-V2.5 310B — does not fit (191.9 GB)
MiMo-V2.5-Pro 1T on nearby hardware
- Apple M2 Max (96 GB) — does not fit
All MiMo-V2.5 sizes on the NVIDIA A100 80GB (PCIe) | MiMo-V2.5-Pro 1T model page | NVIDIA A100 80GB (PCIe) GPU page | VRAM calculator | Check your hardware