// RUN โ€” FITS

Can the FuriosaAI RNGD run HiFi - NN?

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

HiFi - NN on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 651k 162500-197500 t/s ~4333.3-5266.7 (slow)
Q8 yes 651k 325000-395000 t/s ~8666.7-10533.3 (slow)
Q4 yes 651k 580357.1-705357.1 t/s ~15476.2-18809.5 (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 HiFi - NN?โ–ถ

Yes. At Q4 it generates ~580357.1-705357.1 tok/s and fits up to 651k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~15476.2-18809.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 651k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.