// RUN โ€” FITS

Can the Apple M2 Ultra 64GB run Llama 3.2 1B?

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

Llama 3.2 1B on the Apple M2 Ultra 64GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 818k 221.1-266.7 t/s ~2.8-3.3 (slow)
Q8 yes 837k 442.3-533.3 t/s ~5.5-6.7 (slow)
Q4 yes 846k 789.8-952.4 t/s ~9.9-11.9 (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 64GB run Llama 3.2 1B?โ–ถ

Yes. At Q4 it generates ~789.8-952.4 tok/s and fits up to 846k context; beyond that it spills to SSD swap and slows to ~9.9-11.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 846k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.