// RUN โ€” FITS

Can the Apple M2 Max 64GB run TinyLlama-1.1B (3T token checkpoint)?

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

TinyLlama-1.1B (3T token checkpoint) on the Apple M2 Max 64GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 822k 123.6-149.1 t/s ~3.1-3.7 (slow)
Q8 yes 839k 247.3-298.2 t/s ~6.2-7.5 (slow)
Q4 yes 847k 441.6-532.5 t/s ~11-13.3 (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 Max 64GB run TinyLlama-1.1B (3T token checkpoint)?โ–ถ

Yes. At Q4 it generates ~441.6-532.5 tok/s and fits up to 847k context; beyond that it spills to SSD swap and slows to ~11-13.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 847k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.