// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Solar-10.7B (Solar Mini)?

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

Solar-10.7B (Solar Mini) on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 399k 61.1-72.9 t/s ~1.4-1.6 (slow)
Q8 yes 465k 122.3-145.7 t/s ~2.7-3.3 (slow)
Q4 yes 493k 218.3-260.2 t/s ~4.9-5.8 (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 Solar-10.7B (Solar Mini)?โ–ถ

Yes. At Q4 it generates ~218.3-260.2 tok/s and fits up to 493k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.9-5.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 493k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.