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Can V100 16GB PCIe run Devstral-Small-2-24B-Instruct-2512?

NVIDIA · 16 GB HBM2 · 900 GB/s bandwidth · Mistral · 24.0B · model ctx up to 256K

✅ Yes — V100 16GB PCIe (16 GB) can run Devstral-Small-2-24B-Instruct-2512 at Q4 (8K)
VRAM: 15.45 GB needed of 16 GB
Speed: ~40.3 tok/s (estimated)
BB · GoodComposite score: VRAM headroom × 0.5 + tok/s speed × 0.5. Q4 @ 8K context.
CUDA
Estimates from memory-bandwidth formula; rows marked "measured" override. Methodology.

Fit & speed by quant and context

QuantContextVRAM neededFits?tok/s (decode)
Q44K14.83 GBYes40.3 ± est.
Q48K default15.45 GBYes40.3 ± est.
Q432K19.2 GBNo47.2 ± est.
FP164K49.62 GBNo1.9 ± est.
FP168K default50.25 GBNo1.9 ± est.
FP1632K54.0 GBNo1.6 ± est.

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 neededV100 16GB PCIe VRAM
Q413.2 GB1.25 GB1 GB15.45 GB16 GB
FP1648.0 GB1.25 GB1 GB50.25 GB16 GB

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