// RUN โ€” FITS

Can the FuriosaAI RNGD run BiRNA-BERT?

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

BiRNA-BERT on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 647k 4166.7-5064.1 t/s ~111.1-135 (slow)
Q8 yes 649k 8333.3-10128.2 t/s ~222.2-270.1 (slow)
Q4 yes 650k 14881-18086.1 t/s ~396.8-482.3 (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 BiRNA-BERT?โ–ถ

Yes. At Q4 it generates ~14881-18086.1 tok/s and fits up to 650k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~396.8-482.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 650k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.