// RUN โ€” FITS

Can the Apple M1 Ultra 128GB run DeBERTaV3large?

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

DeBERTaV3large on the Apple M1 Ultra 128GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1722k 650.7-784.7 t/s ~8.1-9.8 (slow)
Q8 yes 1729k 1301.4-1569.4 t/s ~16.3-19.6 (slow)
Q4 yes 1731k 2324-2802.5 t/s ~29-35 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.

FAQ

Can the Apple M1 Ultra 128GB run DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~2324-2802.5 tok/s and fits up to 1731k context; beyond that it spills to SSD swap and slows to ~29-35 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1731k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.