// RUN โ€” FITS

Can the Apple M2 Ultra 192GB run Llama 3.2 3B?

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

Llama 3.2 3B on the Apple M2 Ultra 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2516k 84.7-102.2 t/s ~1.1-1.3 (slow)
Q8 yes 2565k 169.5-204.4 t/s ~2.1-2.6 (slow)
Q4 yes 2586k 302.6-364.9 t/s ~3.8-4.6 (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 Ultra 192GB run Llama 3.2 3B?โ–ถ

Yes. At Q4 it generates ~302.6-364.9 tok/s and fits up to 2586k context; beyond that it spills to SSD swap and slows to ~3.8-4.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2586k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.