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Can H100 80GB SXM5 run gemma-4-31B-it?

NVIDIA · 80 GB HBM3 · 3350 GB/s bandwidth · Google · 30.7B · model ctx up to 256K

✅ Yes — H100 80GB SXM5 (80 GB) can run gemma-4-31B-it at Q4 (8K)
VRAM: 24.03 GB needed of 80 GB
Speed: ~69.4 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)
Q44K20.96 GBYes69.4 ± est.
Q48K default24.03 GBYes69.4 ± est.
Q432K42.45 GBYes69.4 ± est.
FP164K65.47 GBYes19.1 ± est.
FP168K default68.54 GBYes19.1 ± est.
FP1632K86.96 GBNo46.1 ± 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 neededH100 80GB SXM5 VRAM
Q416.89 GB6.14 GB1 GB24.03 GB80 GB
FP1661.4 GB6.14 GB1 GB68.54 GB80 GB

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