// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run BEIT-3?

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

BEIT-3 on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1267k 344.3-410.3 t/s ~7.7-9.2 (slow)
Q8 yes 1296k 688.5-820.5 t/s ~15.4-18.3 (slow)
Q4 yes 1309k 1229.5-1465.3 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 PRO 6000 Blackwell run BEIT-3?โ–ถ

Yes. At Q4 it generates ~1229.5-1465.3 tok/s and fits up to 1309k 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 1309k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.