// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 Ti run Ovis2.5 9B?

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

Ovis2.5 9B on the NVIDIA GeForce RTX 3090 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 20k 40.9-48.7 t/s ~1.6-1.9 (slow)
Q8 yes 88k 81.8-97.4 t/s ~3.2-3.9 (slow)
Q4 yes 119k 146-174 t/s ~5.8-6.9 (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 GeForce RTX 3090 Ti run Ovis2.5 9B?โ–ถ

Yes. At Q4 it generates ~146-174 tok/s and fits up to 119k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.8-6.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 119k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.