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Can the Apple M2 Max 32GB run XLNet?
Yes โ here's how fast and up to what context, with real measured numbers.
XLNet on the Apple M2 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 M2 Max 32GB run XLNet?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.