// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run MoEFold2D?

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

MoEFold2D on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1325k 681333.3-812000 t/s ~15208.3-18125 (slow)
Q8 yes 1325k 1362666.7-1624000 t/s ~30416.7-36250 (slow)
Q4 yes 1325k 2433333.3-2900000 t/s ~54315.5-64732.1 (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 MoEFold2D?โ–ถ

Yes. At Q4 it generates ~2433333.3-2900000 tok/s and fits up to 1325k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~54315.5-64732.1 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.