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// RUN — FITS
Can the NVIDIA H100 PCIe 80GB run Gemma 4 31B?
Yes — here's how fast and up to what context, with real measured numbers.
Gemma 4 31B on the NVIDIA H100 PCIe 80GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 39k | 23.5-28.1 t/s | ~0.5-0.6 (slow) |
| Q8 | yes | 157k | 47.1-56.1 t/s | ~0.9-1.1 (slow) |
| Q4 | yes | 209k | 84.1-100.2 t/s | ~1.7-2 (slow) |
Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.
FAQ
Can the NVIDIA H100 PCIe 80GB run Gemma 4 31B?▶
Yes. At Q4 it generates ~84.1-100.2 tok/s and fits up to 209k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.7-2 tok/s.
How much context fits?▶
At Q4, up to about 209k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.