// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run OmniGen?

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

OmniGen on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 984k 321.8-383.5 t/s ~3.8-4.6 (slow)
Q8 yes 1042k 643.6-767 t/s ~7.7-9.2 (slow)
Q4 yes 1068k 1149.2-1369.6 t/s ~13.7-16.4 (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 OmniGen?โ–ถ

Yes. At Q4 it generates ~1149.2-1369.6 tok/s and fits up to 1068k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~13.7-16.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1068k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.