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Can V100 32GB SXM2 run Ornith-1.0-9B?

NVIDIA · 32 GB HBM2 · 900 GB/s bandwidth · DeepReinforce · 9.0B · model ctx up to 256K

✅ Yes — V100 32GB SXM2 (32 GB) can run Ornith-1.0-9B at Q4 (8K)
VRAM: 6.2 GB needed of 32 GB
Speed: ~107.5 tok/s (estimated)
SS · ExcellentComposite 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)
Q44K6.08 GBYes107.5 ± est.
Q48K default6.2 GBYes107.5 ± est.
Q432K6.95 GBYes107.5 ± est.
FP164K19.12 GBYes29.6 ± est.
FP168K default19.25 GBYes29.6 ± est.
FP1632K20.0 GBYes29.6 ± 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 32GB SXM2 VRAM
Q44.95 GB0.25 GB1 GB6.2 GB32 GB
FP1618.0 GB0.25 GB1 GB19.25 GB32 GB

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