// RUN โ€” FITS

Can the Apple M1 Ultra 64GB run Ovis2.5 2B?

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

Ovis2.5 2B on the Apple M1 Ultra 64GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 795k 136-164 t/s ~1.7-2.1 (slow)
Q8 yes 826k 272-328 t/s ~3.4-4.1 (slow)
Q4 yes 839k 485.7-585.7 t/s ~6.1-7.3 (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 M1 Ultra 64GB run Ovis2.5 2B?โ–ถ

Yes. At Q4 it generates ~485.7-585.7 tok/s and fits up to 839k context; beyond that it spills to SSD swap and slows to ~6.1-7.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 839k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.