// RUN โ€” FITS

Can the FuriosaAI RNGD run Ovis2.5 9B?

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

Ovis2.5 9B on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 188k 54.2-65.8 t/s ~1.4-1.8 (slow)
Q8 yes 257k 108.3-131.7 t/s ~2.9-3.5 (slow)
Q4 yes 287k 193.5-235.1 t/s ~5.2-6.3 (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 FuriosaAI RNGD run Ovis2.5 9B?โ–ถ

Yes. At Q4 it generates ~193.5-235.1 tok/s and fits up to 287k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.2-6.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 287k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.