// RUN โ€” FITS

Can the Intel Arc Pro B50 run DeBERTaV3large?

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

DeBERTaV3large on the Intel Arc Pro B50

QuantFits?Max contextSpeedBeyond context
FP16 yes 189k 155.4-192.9 t/s ~27.8-34.4 (slow)
Q8 yes 195k 310.8-385.8 t/s ~55.5-68.9 (slow)
Q4 yes 198k 555-689 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 B50 run DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~555-689 tok/s and fits up to 198k 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 198k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.