Can I run MiMo-V2.6-Pro-MOPD?

MiMo-V2.6-Pro-MOPD needs about 715.1 GB of memory at Q4_K_M, so it does not fit any single consumer GPU we track. 0 of the 82 devices we track run it fully at Q4. These are estimates, not measured benchmarks.

1024.2B parameters, by XiaomiMiMo. License: mit. Model card (params from HF API, retrieved 2026-11-04) · How much VRAM for 1T+ models · Q4 vs Q8 vs FP16 · MoE: 42.0B active per token

Q4_K_M needs

715.1 GB 620.9 GB weights

Q8_0 needs

1252.5 GB 1088.2 GB weights

FP16 needs

2356.7 GB 2048.4 GB weights

0 of 82 tracked GPUs and Macs run it fully at Q4.

Memory by context length

Longer chats and documents need more memory for the KV cache. All 70 layers keep a full cache. Sizes assume an FP16 KV cache; a Q8 cache roughly halves the cache part.

From the model's config.json (70 full-attention layers × 8 KV heads × 192 head size, retrieved 2026-11-04). Check the model card for its maximum supported context. Try other sizes in the VRAM calculator or compare models in our context length guide.

Which hardware runs it

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