// RUN โ€” FITS

Can the Apple M2 Ultra 192GB run Llama 3.2 11B?

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

Llama 3.2 11B on the Apple M2 Ultra 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 916k 25.7-30.9 t/s ~0.3-0.4 (slow)
Q8 yes 981k 51.3-61.9 t/s ~0.6-0.8 (slow)
Q4 yes 1009k 91.6-110.5 t/s ~1.1-1.4 (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 11B?โ–ถ

Yes. At Q4 it generates ~91.6-110.5 tok/s and fits up to 1009k context; beyond that it spills to SSD swap and slows to ~1.1-1.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1009k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.