// RUN โ€” FITS

Can the Apple M4 Max 64GB run SantaCoder?

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

SantaCoder on the Apple M4 Max 64GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 822k 168.8-203.5 t/s ~3.1-3.7 (slow)
Q8 yes 839k 337.5-407 t/s ~6.2-7.5 (slow)
Q4 yes 847k 602.7-726.8 t/s ~11-13.3 (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 M4 Max 64GB run SantaCoder?โ–ถ

Yes. At Q4 it generates ~602.7-726.8 tok/s and fits up to 847k context; beyond that it spills to SSD swap and slows to ~11-13.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 847k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.