// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run ESM2-15B?

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

ESM2-15B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 217k 43.6-52 t/s ~1-1.2 (slow)
Q8 yes 274k 87.2-103.9 t/s ~1.9-2.3 (slow)
Q4 yes 299k 155.7-185.6 t/s ~3.5-4.1 (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 ESM2-15B?โ–ถ

Yes. At Q4 it generates ~155.7-185.6 tok/s and fits up to 299k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.5-4.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 299k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.