// RUN โ€” FITS

Can the FuriosaAI RNGD run Apriel Nemotron 15B?

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

Apriel Nemotron 15B on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 48k 32.5-39.5 t/s ~0.9-1.1 (slow)
Q8 yes 106k 65-79 t/s ~1.7-2.1 (slow)
Q4 yes 131k 116.1-141.1 t/s ~3.1-3.8 (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 Apriel Nemotron 15B?โ–ถ

Yes. At Q4 it generates ~116.1-141.1 tok/s and fits up to 131k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.1-3.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 131k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.