// RUN โ€” FITS

Can the Apple M3 Max 36GB run TinyBert?

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

TinyBert on the Apple M3 Max 36GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 469k 1522.4-1835.8 t/s ~50.7-61.2 (slow)
Q8 yes 470k 3044.8-3671.6 t/s ~101.5-122.4 (slow)
Q4 yes 471k 5437.1-6556.5 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 M3 Max 36GB run TinyBert?โ–ถ

Yes. At Q4 it generates ~5437.1-6556.5 tok/s and fits up to 471k 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 471k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.