// RUN โ€” FITS

Can the Apple M2 Max 96GB run GPT-Neo-125M?

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

GPT-Neo-125M on the Apple M2 Max 96GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1292k 1088-1312 t/s ~27.2-32.8 (slow)
Q8 yes 1294k 2176-2624 t/s ~54.4-65.6 (slow)
Q4 yes 1294k 3885.7-4685.7 t/s ~97.1-117.1 (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 GPT-Neo-125M?โ–ถ

Yes. At Q4 it generates ~3885.7-4685.7 tok/s and fits up to 1294k context; beyond that it spills to SSD swap and slows to ~97.1-117.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1294k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.