// RUN โ€” FITS

Can the Apple M3 Max 128GB run NLLB?

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

NLLB on the Apple M3 Max 128GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 14k 2.5-3 t/s ~0.1-0.1 (slow)
Q8 yes 181k 5-6 t/s ~0.1-0.2 (slow)
Q4 yes 254k 8.9-10.7 t/s ~0.2-0.3 (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 128GB run NLLB?โ–ถ

Yes. At Q4 it generates ~8.9-10.7 tok/s and fits up to 254k context; beyond that it spills to SSD swap and slows to ~0.2-0.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 254k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.