// RUN — FITS

Can the Intel Arc B580 12GB run Orion Star (猎户星空大模型)?

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

Orion Star (猎户星空大模型) on the Intel Arc B580 12GB

QuantFits?Max contextSpeedBeyond context
FP16 no
Q8 no
Q4 yes 10k 33.7-41.9 t/s ~3-3.7 (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 Orion Star (猎户星空大模型)?

Yes. At Q4 it generates ~33.7-41.9 tok/s and fits up to 10k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3-3.7 tok/s.

How much context fits?

At Q4, up to about 10k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.