// RUN โ€” FITS

Can the Apple M1 Ultra 64GB run Aya Vision 32B?

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

Aya Vision 32B on the Apple M1 Ultra 64GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 88k 16.4-19.8 t/s ~0.2-0.2 (slow)
Q4 yes 143k 29.3-35.4 t/s ~0.4-0.4 (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 M1 Ultra 64GB run Aya Vision 32B?โ–ถ

Yes. At Q4 it generates ~29.3-35.4 tok/s and fits up to 143k context; beyond that it spills to SSD swap and slows to ~0.4-0.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 143k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.