// RUN โ€” FITS

Can the Apple M1 Ultra 128GB run ProtGPT2?

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

ProtGPT2 on the Apple M1 Ultra 128GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1712k 368.6-444.4 t/s ~4.6-5.6 (slow)
Q8 yes 1724k 737.1-888.9 t/s ~9.2-11.1 (slow)
Q4 yes 1729k 1316.3-1587.3 t/s ~16.5-19.8 (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 M1 Ultra 128GB run ProtGPT2?โ–ถ

Yes. At Q4 it generates ~1316.3-1587.3 tok/s and fits up to 1729k context; beyond that it spills to SSD swap and slows to ~16.5-19.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1729k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.