// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Ring-mini-linear-2.0?

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

Ring-mini-linear-2.0 on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 206k 39.9-47.5 t/s ~0.9-1.1 (slow)
Q8 yes 269k 79.8-95.1 t/s ~1.8-2.1 (slow)
Q4 yes 296k 142.4-169.8 t/s ~3.2-3.8 (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 Ring-mini-linear-2.0?โ–ถ

Yes. At Q4 it generates ~142.4-169.8 tok/s and fits up to 296k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.2-3.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 296k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.