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Can the Apple M1 Ultra 128GB run SciBERT?
Yes โ here's how fast and up to what context, with real measured numbers.
SciBERT on the Apple M1 Ultra 128GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 1732k | 2472.7-2981.8 t/s | ~30.9-37.3 (slow) |
| Q8 | yes | 1733k | 4945.5-5963.6 t/s | ~61.8-74.5 (slow) |
| Q4 | yes | 1734k | 8831.2-10649.4 t/s | ~110.4-133.1 (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 Ultra 128GB run SciBERT?โถ
Yes. At Q4 it generates ~8831.2-10649.4 tok/s and fits up to 1734k context; beyond that it spills to SSD swap and slows to ~110.4-133.1 tok/s.
How much context fits?โถ
At Q4, up to about 1734k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.