// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Mamba2-Hybrid?

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

Mamba2-Hybrid on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 530k 75.5-90 t/s ~1.7-2 (slow)
Q8 yes 596k 151.1-180 t/s ~3.4-4 (slow)
Q4 yes 625k 269.7-321.5 t/s ~6-7.2 (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 RTX PRO 6000 Blackwell run Mamba2-Hybrid?โ–ถ

Yes. At Q4 it generates ~269.7-321.5 tok/s and fits up to 625k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6-7.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 625k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.