// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run OmniGen?

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

OmniGen on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1209k 172.1-205.1 t/s ~3.8-4.6 (slow)
Q8 yes 1267k 344.3-410.3 t/s ~7.7-9.2 (slow)
Q4 yes 1292k 614.7-732.6 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 RTX PRO 6000 Blackwell run OmniGen?โ–ถ

Yes. At Q4 it generates ~614.7-732.6 tok/s and fits up to 1292k 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 1292k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.