// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Evo 2 40B?

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

Evo 2 40B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 19k 16.2-19.3 t/s ~0.4-0.4 (slow)
Q8 yes 142k 32.5-38.7 t/s ~0.7-0.9 (slow)
Q4 yes 196k 58-69.1 t/s ~1.3-1.5 (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 Evo 2 40B?โ–ถ

Yes. At Q4 it generates ~58-69.1 tok/s and fits up to 196k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.3-1.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 196k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.