// RUN โ€” FITS

Can the Apple M2 Ultra 192GB run nesso 4B?

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

nesso 4B on the Apple M2 Ultra 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2492k 68-82 t/s ~0.9-1 (slow)
Q8 yes 2553k 136-164 t/s ~1.7-2.1 (slow)
Q4 yes 2580k 242.9-292.9 t/s ~3-3.7 (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 nesso 4B?โ–ถ

Yes. At Q4 it generates ~242.9-292.9 tok/s and fits up to 2580k context; beyond that it spills to SSD swap and slows to ~3-3.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2580k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.