// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run DBRX?

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

DBRX on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 39k 17.7-21.1 t/s ~0.4-0.5 (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 DBRX?โ–ถ

Yes. At Q4 it generates ~17.7-21.1 tok/s and fits up to 39k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.4-0.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 39k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.