// RUN โ€” FITS

Can the Intel Arc A770 16GB run DeBERTaV3large?

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

DeBERTaV3large on the Intel Arc A770 16GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 189k 388.5-482.3 t/s ~27.8-34.4 (slow)
Q8 yes 195k 777-964.6 t/s ~55.5-68.9 (slow)
Q4 yes 198k 1387.6-1722.5 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 A770 16GB run DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~1387.6-1722.5 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.