// RUN โ€” FITS

Can the Apple M1 Ultra 128GB run Typhoon 2.1 Gemma 12B?

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

Typhoon 2.1 Gemma 12B on the Apple M1 Ultra 128GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 547k 22.7-27.3 t/s ~0.3-0.3 (slow)
Q8 yes 621k 45.3-54.7 t/s ~0.6-0.7 (slow)
Q4 yes 653k 81-97.6 t/s ~1-1.2 (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 Typhoon 2.1 Gemma 12B?โ–ถ

Yes. At Q4 it generates ~81-97.6 tok/s and fits up to 653k context; beyond that it spills to SSD swap and slows to ~1-1.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 653k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.