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Can the Apple M2 Max 32GB run ChemBERTa?
Yes โ here's how fast and up to what context, with real measured numbers.
ChemBERTa on the Apple M2 Max 32GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 413k | 1088-1312 t/s | ~27.2-32.8 (slow) |
| Q8 | yes | 415k | 2176-2624 t/s | ~54.4-65.6 (slow) |
| Q4 | yes | 415k | 3885.7-4685.7 t/s | ~97.1-117.1 (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 M2 Max 32GB run ChemBERTa?โถ
Yes. At Q4 it generates ~3885.7-4685.7 tok/s and fits up to 415k context; beyond that it spills to SSD swap and slows to ~97.1-117.1 tok/s.
How much context fits?โถ
At Q4, up to about 415k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.