// RUN โ€” FITS

Can the Apple M4 Max 48GB run SantaCoder?

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

SantaCoder on the Apple M4 Max 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 603k 168.8-203.5 t/s ~3.1-3.7 (slow)
Q8 yes 620k 337.5-407 t/s ~6.2-7.5 (slow)
Q4 yes 627k 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 48GB run SantaCoder?โ–ถ

Yes. At Q4 it generates ~602.7-726.8 tok/s and fits up to 627k 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 627k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.