// RUN โ€” FITS

Can the Apple M2 Ultra 192GB run Mamba 2, 2.7B?

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

Mamba 2, 2.7B on the Apple M2 Ultra 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2531k 100.7-121.5 t/s ~1.3-1.5 (slow)
Q8 yes 2573k 201.5-243 t/s ~2.5-3 (slow)
Q4 yes 2591k 359.8-433.9 t/s ~4.5-5.4 (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 Mamba 2, 2.7B?โ–ถ

Yes. At Q4 it generates ~359.8-433.9 tok/s and fits up to 2591k context; beyond that it spills to SSD swap and slows to ~4.5-5.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2591k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.