// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Ovis1.6-Gemma2-9B?

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

Ovis1.6-Gemma2-9B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 405k 64.1-76.4 t/s ~1.4-1.7 (slow)
Q8 yes 468k 128.3-152.8 t/s ~2.9-3.4 (slow)
Q4 yes 495k 229-272.9 t/s ~5.1-6.1 (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 Ovis1.6-Gemma2-9B?โ–ถ

Yes. At Q4 it generates ~229-272.9 tok/s and fits up to 495k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.1-6.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 495k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.