// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run ESM3-open-small?

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

ESM3-open-small on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1282k 467.2-556.8 t/s ~10.4-12.4 (slow)
Q8 yes 1303k 934.4-1113.6 t/s ~20.9-24.9 (slow)
Q4 yes 1313k 1668.6-1988.6 t/s ~37.2-44.4 (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 ESM3-open-small?โ–ถ

Yes. At Q4 it generates ~1668.6-1988.6 tok/s and fits up to 1313k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~37.2-44.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1313k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.