// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run SPIDER2?

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

SPIDER2 on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1325k 1597124.6-1903422.4 t/s ~35650.1-42487.1 (slow)
Q8 yes 1325k 3194249.1-3806844.8 t/s ~71300.2-84974.2 (slow)
Q4 yes 1325k 5704016.3-6797937.2 t/s ~127321.8-151739.7 (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 SPIDER2?โ–ถ

Yes. At Q4 it generates ~5704016.3-6797937.2 tok/s and fits up to 1325k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~127321.8-151739.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1325k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.