// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Minitron 8B?

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

Minitron 8B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 536k 78.8-93.9 t/s ~1.8-2.1 (slow)
Q8 yes 599k 157.6-187.8 t/s ~3.5-4.2 (slow)
Q4 yes 627k 281.4-335.4 t/s ~6.3-7.5 (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 Minitron 8B?โ–ถ

Yes. At Q4 it generates ~281.4-335.4 tok/s and fits up to 627k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.3-7.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 627k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.