// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run Gemma 2 2B?

Yes โ€” here's how fast and up to what context, with real measured numbers.

Gemma 2 2B on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1021k 280.8-334.6 t/s ~5.6-6.7 (slow)
Q8 yes 1060k 561.5-669.2 t/s ~11.2-13.4 (slow)
Q4 yes 1078k 1002.7-1195.1 t/s ~20.1-23.9 (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 2 2B?โ–ถ

Yes. At Q4 it generates ~1002.7-1195.1 tok/s and fits up to 1078k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~20.1-23.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1078k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.