// RUN โ€” FITS

Can the Apple M2 Max 96GB run DeBERTa?

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

DeBERTa on the Apple M2 Max 96GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1250k 90.7-109.3 t/s ~2.3-2.7 (slow)
Q8 yes 1273k 181.3-218.7 t/s ~4.5-5.5 (slow)
Q4 yes 1283k 323.8-390.5 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 M2 Max 96GB run DeBERTa?โ–ถ

Yes. At Q4 it generates ~323.8-390.5 tok/s and fits up to 1283k 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 1283k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.