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Can the Apple M1 Max 32GB run BERT-Large?
Yes โ here's how fast and up to what context, with real measured numbers.
BERT-Large on the Apple M1 Max 32GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 406k | 400-482.4 t/s | ~10-12.1 (slow) |
| Q8 | yes | 411k | 800-964.7 t/s | ~20-24.1 (slow) |
| Q4 | yes | 414k | 1428.6-1722.7 t/s | ~35.7-43.1 (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 M1 Max 32GB run BERT-Large?โถ
Yes. At Q4 it generates ~1428.6-1722.7 tok/s and fits up to 414k context; beyond that it spills to SSD swap and slows to ~35.7-43.1 tok/s.
How much context fits?โถ
At Q4, up to about 414k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.