// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3080 Ti 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 GeForce RTX 3080 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 139k 1506.2-1795.1 t/s ~66.1-78.7 (slow)
Q8 yes 142k 3012.5-3590.2 t/s ~132.1-157.5 (slow)
Q4 yes 144k 5379.4-6411.1 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 GeForce RTX 3080 Ti run RMBG v2.0?โ–ถ

Yes. At Q4 it generates ~5379.4-6411.1 tok/s and fits up to 144k 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 144k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.