// RUN โ€” FITS

Can the FuriosaAI RNGD run GPT-2 (124M)?

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

GPT-2 (124M) on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 647k 3931.5-4778.2 t/s ~104.8-127.4 (slow)
Q8 yes 649k 7862.9-9556.5 t/s ~209.7-254.8 (slow)
Q4 yes 650k 14040.9-17065.1 t/s ~374.4-455.1 (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 (124M)?โ–ถ

Yes. At Q4 it generates ~14040.9-17065.1 tok/s and fits up to 650k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~374.4-455.1 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.