// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run BEIT-3?

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

BEIT-3 on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 593k 184.4-219.8 t/s ~7.7-9.2 (slow)
Q8 yes 622k 368.8-439.6 t/s ~15.4-18.3 (slow)
Q4 yes 635k 658.6-785 t/s ~27.4-32.7 (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 6000 Ada 48GB run BEIT-3?โ–ถ

Yes. At Q4 it generates ~658.6-785 tok/s and fits up to 635k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~27.4-32.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 635k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.