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// RUN — FITS
Can the Apple M1 Max 32GB run SantaCoder?
Yes — here's how fast and up to what context, with real measured numbers.
SantaCoder on the Apple M1 Max 32GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 383k | 123.6-149.1 t/s | ~3.1-3.7 (slow) |
| Q8 | yes | 400k | 247.3-298.2 t/s | ~6.2-7.5 (slow) |
| Q4 | yes | 407k | 441.6-532.5 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 M1 Max 32GB run SantaCoder?▶
Yes. At Q4 it generates ~441.6-532.5 tok/s and fits up to 407k context; beyond that it spills to SSD swap and slows to ~11-13.3 tok/s.
How much context fits?▶
At Q4, up to about 407k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.