// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run NVIDIA Nemotron 3.5 Content Safety?

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

NVIDIA Nemotron 3.5 Content Safety on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 978k 305.7-364.3 t/s ~3.7-4.4 (slow)
Q8 yes 1039k 611.4-728.6 t/s ~7.3-8.7 (slow)
Q4 yes 1066k 1091.7-1301.1 t/s ~13-15.5 (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 SXM5 80GB run NVIDIA Nemotron 3.5 Content Safety?โ–ถ

Yes. At Q4 it generates ~1091.7-1301.1 tok/s and fits up to 1066k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~13-15.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1066k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.