// RUN โ€” FITS

Can the Intel Arc B580 12GB run ALBERT?

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

ALBERT on the Intel Arc B580 12GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 145k 7346.7-9120 t/s ~644.4-800 (slow)
Q8 yes 145k 14693.3-18240 t/s ~1288.9-1600 (slow)
Q4 yes 145k 26238.1-32571.4 t/s ~2301.6-2857.1 (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 Intel Arc B580 12GB run ALBERT?โ–ถ

Yes. At Q4 it generates ~26238.1-32571.4 tok/s and fits up to 145k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2301.6-2857.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 145k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.