// RUN โ€” FITS

Can the Intel Arc B580 12GB run MegaMolBART?

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

MegaMolBART on the Intel Arc B580 12GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 144k 2938.7-3648 t/s ~257.8-320 (slow)
Q8 yes 145k 5877.3-7296 t/s ~515.6-640 (slow)
Q4 yes 145k 10495.2-13028.6 t/s ~920.6-1142.9 (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 MegaMolBART?โ–ถ

Yes. At Q4 it generates ~10495.2-13028.6 tok/s and fits up to 145k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~920.6-1142.9 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.