// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run AntiFormer?

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

AntiFormer on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1324k 26512.5-31597.1 t/s ~591.8-705.3 (slow)
Q8 yes 1324k 53025.1-63194.3 t/s ~1183.6-1410.6 (slow)
Q4 yes 1325k 94687.6-112846.9 t/s ~2113.6-2518.9 (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 AntiFormer?โ–ถ

Yes. At Q4 it generates ~94687.6-112846.9 tok/s and fits up to 1325k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2113.6-2518.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1325k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.