// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5090 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 5090

QuantFits?Max contextSpeedBeyond context
FP16 yes 76k 72.7-86.6 t/s ~1.6-1.9 (slow)
Q8 yes 145k 145.4-173.2 t/s ~3.2-3.9 (slow)
Q4 yes 175k 259.6-309.3 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 5090 run Ovis2.5 9B?โ–ถ

Yes. At Q4 it generates ~259.6-309.3 tok/s and fits up to 175k 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 175k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.