// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run ANITA-NEXT 20B?

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

ANITA-NEXT 20B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 179k 32.7-39 t/s ~0.7-0.9 (slow)
Q8 yes 255k 65.4-78 t/s ~1.5-1.7 (slow)
Q4 yes 288k 116.8-139.2 t/s ~2.6-3.1 (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 ANITA-NEXT 20B?โ–ถ

Yes. At Q4 it generates ~116.8-139.2 tok/s and fits up to 288k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.6-3.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 288k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.