// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run RMBG v2.0?

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

RMBG v2.0 on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1318k 2959.6-3527.2 t/s ~66.1-78.7 (slow)
Q8 yes 1321k 5919.3-7054.5 t/s ~132.1-157.5 (slow)
Q4 yes 1323k 10570.1-12597.3 t/s ~235.9-281.2 (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 RMBG v2.0?โ–ถ

Yes. At Q4 it generates ~10570.1-12597.3 tok/s and fits up to 1323k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~235.9-281.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1323k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.