// RUN โ€” FITS

Can the FuriosaAI RNGD run GPT-2 (774M)?

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

GPT-2 (774M) on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 627k 629.8-765.5 t/s ~16.8-20.4 (slow)
Q8 yes 639k 1259.7-1531 t/s ~33.6-40.8 (slow)
Q4 yes 644k 2249.4-2733.9 t/s ~60-72.9 (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 GPT-2 (774M)?โ–ถ

Yes. At Q4 it generates ~2249.4-2733.9 tok/s and fits up to 644k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~60-72.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 644k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.