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Can RTX 3090 24GB run MiMo-V2.5?

NVIDIA · 24 GB GDDR6X · 936 GB/s bandwidth · Xiaomi · 310.0B (active 15.0B) · MoE · model ctx up to 1024K

No — MiMo-V2.5 at Q4 needs ≈ 173.0 GB even at 4K context, beyond the RTX 3090 24GB's 24 GB GDDR6X. It would only run with heavy CPU/disk offload. FP16 needs ≈ 624.0 GB — does not fit on this card. Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K173.0 GBNo
Q48K default174.5 GBNo
Q432K183.5 GBNo
FP164K622.5 GBNo
FP168K default624.0 GBNo
FP1632K633.0 GBNo

Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s means the model is far beyond this card (offload-only territory).

VRAM breakdown at 8K context

QuantWeightsKV cacheOverheadTotal neededRTX 3090 24GB VRAM
Q4170.5 GB3.0 GB1 GB174.5 GB24 GB
FP16620.0 GB3.0 GB1 GB624.0 GB24 GB

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