// RUN โ€” FITS

Can the NVIDIA L40S 48GB run OmniGen?

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

OmniGen on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 535k 83-98.9 t/s ~3.8-4.6 (slow)
Q8 yes 593k 166-197.8 t/s ~7.7-9.2 (slow)
Q4 yes 618k 296.4-353.2 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 L40S 48GB run OmniGen?โ–ถ

Yes. At Q4 it generates ~296.4-353.2 tok/s and fits up to 618k 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 618k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.