// RUN โ€” FITS

Can the Intel Arc Pro B60 run DeBERTaV3large?

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

DeBERTaV3large on the Intel Arc Pro B60

QuantFits?Max contextSpeedBeyond context
FP16 yes 301k 316.4-392.7 t/s ~27.8-34.4 (slow)
Q8 yes 308k 632.7-785.5 t/s ~55.5-68.9 (slow)
Q4 yes 310k 1129.9-1402.6 t/s ~99.1-123 (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 Pro B60 run DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~1129.9-1402.6 tok/s and fits up to 310k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~99.1-123 tok/s.

How much context fits?โ–ถ

At Q4, up to about 310k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.