// RUN โ€” FITS

Can the FuriosaAI RNGD run ProBERTa?

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

ProBERTa on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 650k 11079.5-13465.9 t/s ~295.5-359.1 (slow)
Q8 yes 650k 22159.1-26931.8 t/s ~590.9-718.2 (slow)
Q4 yes 651k 39569.8-48092.5 t/s ~1055.2-1282.5 (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 ProBERTa?โ–ถ

Yes. At Q4 it generates ~39569.8-48092.5 tok/s and fits up to 651k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1055.2-1282.5 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.