// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Swallow?

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

Swallow on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1323k 9344-11136 t/s ~208.6-248.6 (slow)
Q8 yes 1324k 18688-22272 t/s ~417.1-497.1 (slow)
Q4 yes 1324k 33371.4-39771.4 t/s ~744.9-887.8 (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 Swallow?โ–ถ

Yes. At Q4 it generates ~33371.4-39771.4 tok/s and fits up to 1324k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~744.9-887.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1324k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.