// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB 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 A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1093k 3195.8-3808.7 t/s ~66.1-78.7 (slow)
Q8 yes 1097k 6391.6-7617.4 t/s ~132.1-157.5 (slow)
Q4 yes 1098k 11413.6-13602.5 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 A100 PCIe 80GB run RMBG v2.0?โ–ถ

Yes. At Q4 it generates ~11413.6-13602.5 tok/s and fits up to 1098k 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 1098k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.