// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Mixtral 8x7B?

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

Mixtral 8x7B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 122k 28-33.4 t/s ~0.6-0.7 (slow)
Q4 yes 185k 50-59.6 t/s ~1.1-1.3 (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 Mixtral 8x7B?โ–ถ

Yes. At Q4 it generates ~50-59.6 tok/s and fits up to 185k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.1-1.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 185k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.