// RUN โ€” FITS

Can the FuriosaAI RNGD run VILA-13B?

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

VILA-13B on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 97k 36.5-44.4 t/s ~1-1.2 (slow)
Q8 yes 179k 73-88.8 t/s ~1.9-2.4 (slow)
Q4 yes 215k 130.4-158.5 t/s ~3.5-4.2 (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 VILA-13B?โ–ถ

Yes. At Q4 it generates ~130.4-158.5 tok/s and fits up to 215k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.5-4.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 215k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.