// RUN โ€” FITS

Can the Apple M1 Ultra 128GB run TinyBert?

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

TinyBert on the Apple M1 Ultra 128GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1733k 4059.7-4895.5 t/s ~50.7-61.2 (slow)
Q8 yes 1734k 8119.4-9791 t/s ~101.5-122.4 (slow)
Q4 yes 1734k 14498.9-17484 t/s ~181.2-218.6 (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 128GB run TinyBert?โ–ถ

Yes. At Q4 it generates ~14498.9-17484 tok/s and fits up to 1734k context; beyond that it spills to SSD swap and slows to ~181.2-218.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1734k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.