// RUN โ€” FITS

Can the Apple M1 Max 32GB run BiomedGPT (182M)?

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

BiomedGPT (182M) on the Apple M1 Max 32GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 411k 747.3-901.1 t/s ~18.7-22.5 (slow)
Q8 yes 414k 1494.5-1802.2 t/s ~37.4-45.1 (slow)
Q4 yes 415k 2668.8-3218.2 t/s ~66.7-80.5 (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 Max 32GB run BiomedGPT (182M)?โ–ถ

Yes. At Q4 it generates ~2668.8-3218.2 tok/s and fits up to 415k context; beyond that it spills to SSD swap and slows to ~66.7-80.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 415k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.