// RUN โ€” FITS

Can the Apple M1 Ultra 64GB run BiomedGPT (182M)?

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

BiomedGPT (182M) on the Apple M1 Ultra 64GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 850k 1494.5-1802.2 t/s ~18.7-22.5 (slow)
Q8 yes 853k 2989-3604.4 t/s ~37.4-45.1 (slow)
Q4 yes 854k 5337.5-6436.4 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 Ultra 64GB run BiomedGPT (182M)?โ–ถ

Yes. At Q4 it generates ~5337.5-6436.4 tok/s and fits up to 854k 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 854k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.