// RUN โ€” FITS

Can the Intel Arc B580 12GB run Retrieval-Augmented Generator?

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

Retrieval-Augmented Generator on the Intel Arc B580 12GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 126k 211.2-262.2 t/s ~18.5-23 (slow)
Q8 yes 136k 422.5-524.5 t/s ~37.1-46 (slow)
Q4 yes 140k 754.5-936.6 t/s ~66.2-82.2 (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 Intel Arc B580 12GB run Retrieval-Augmented Generator?โ–ถ

Yes. At Q4 it generates ~754.5-936.6 tok/s and fits up to 140k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~66.2-82.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 140k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.