// RUN โ€” FITS

Can the Intel Arc B580 12GB run ERNIE-4.5-0.3B?

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

ERNIE-4.5-0.3B on the Intel Arc B580 12GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 135k 367.3-456 t/s ~32.2-40 (slow)
Q8 yes 140k 734.7-912 t/s ~64.4-80 (slow)
Q4 yes 142k 1311.9-1628.6 t/s ~115.1-142.9 (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 ERNIE-4.5-0.3B?โ–ถ

Yes. At Q4 it generates ~1311.9-1628.6 tok/s and fits up to 142k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~115.1-142.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 142k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.