// RUN โ€” FITS

Can the FuriosaAI RNGD run DistilBERT?

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

DistilBERT on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 649k 7386.4-8977.3 t/s ~197-239.4 (slow)
Q8 yes 650k 14772.7-17954.5 t/s ~393.9-478.8 (slow)
Q4 yes 650k 26379.9-32061.7 t/s ~703.5-855 (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 DistilBERT?โ–ถ

Yes. At Q4 it generates ~26379.9-32061.7 tok/s and fits up to 650k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~703.5-855 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.