// RUN โ€” FITS

Can the Apple M4 Max 48GB run ProBERTa?

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

ProBERTa on the Apple M4 Max 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 635k 4219.1-5087.7 t/s ~77.3-93.2 (slow)
Q8 yes 636k 8438.2-10175.5 t/s ~154.5-186.4 (slow)
Q4 yes 636k 15068.2-18170.5 t/s ~276-332.8 (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 M4 Max 48GB run ProBERTa?โ–ถ

Yes. At Q4 it generates ~15068.2-18170.5 tok/s and fits up to 636k context; beyond that it spills to SSD swap and slows to ~276-332.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 636k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.