// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Magistral Small 1.2?

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

Magistral Small 1.2 on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 148k 27.3-32.5 t/s ~0.6-0.7 (slow)
Q8 yes 240k 54.5-65 t/s ~1.2-1.5 (slow)
Q4 yes 280k 97.3-116 t/s ~2.2-2.6 (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 Magistral Small 1.2?โ–ถ

Yes. At Q4 it generates ~97.3-116 tok/s and fits up to 280k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.2-2.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 280k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.