// RUN โ€” FITS

Can the Apple M4 Max 36GB run DeBERTaV3large?

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

DeBERTaV3large on the Apple M4 Max 36GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 459k 444.1-535.6 t/s ~8.1-9.8 (slow)
Q8 yes 465k 888.2-1071.1 t/s ~16.3-19.6 (slow)
Q4 yes 468k 1586.1-1912.7 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 M4 Max 36GB run DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~1586.1-1912.7 tok/s and fits up to 468k 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 468k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.