// RUN โ€” FITS

Can the Apple M3 Max 36GB run DeBERTa?

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

DeBERTa on the Apple M3 Max 36GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 426k 68-82 t/s ~2.3-2.7 (slow)
Q8 yes 449k 136-164 t/s ~4.5-5.5 (slow)
Q4 yes 459k 242.9-292.9 t/s ~8.1-9.8 (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 M3 Max 36GB run DeBERTa?โ–ถ

Yes. At Q4 it generates ~242.9-292.9 tok/s and fits up to 459k context; beyond that it spills to SSD swap and slows to ~8.1-9.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 459k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.