// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run ESM2-650M?

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

ESM2-650M on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1305k 1006.3-1199.3 t/s ~22.5-26.8 (slow)
Q8 yes 1315k 2012.6-2398.5 t/s ~44.9-53.5 (slow)
Q4 yes 1319k 3593.8-4283.1 t/s ~80.2-95.6 (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 ESM2-650M?โ–ถ

Yes. At Q4 it generates ~3593.8-4283.1 tok/s and fits up to 1319k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~80.2-95.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1319k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.