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// RUN — FITS
Can the Apple M2 Ultra 192GB run NLLB?
Yes — here's how fast and up to what context, with real measured numbers.
NLLB on the Apple M2 Ultra 192GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 190k | 5-6 t/s | ~0.1-0.1 (slow) |
| Q8 | yes | 356k | 10-12 t/s | ~0.1-0.2 (slow) |
| Q4 | yes | 430k | 17.8-21.5 t/s | ~0.2-0.3 (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 M2 Ultra 192GB run NLLB?▶
Yes. At Q4 it generates ~17.8-21.5 tok/s and fits up to 430k context; beyond that it spills to SSD swap and slows to ~0.2-0.3 tok/s.
How much context fits?▶
At Q4, up to about 430k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.