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Can the Apple M3 Max 48GB run OPT-2.7B (finetuned on PTB)?
Yes โ here's how fast and up to what context, with real measured numbers.
OPT-2.7B (finetuned on PTB) on the Apple M3 Max 48GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 554k | 50.4-60.7 t/s | ~1.3-1.5 (slow) |
| Q8 | yes | 595k | 100.7-121.5 t/s | ~2.5-3 (slow) |
| Q4 | yes | 613k | 179.9-216.9 t/s | ~4.5-5.4 (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 M3 Max 48GB run OPT-2.7B (finetuned on PTB)?โถ
Yes. At Q4 it generates ~179.9-216.9 tok/s and fits up to 613k context; beyond that it spills to SSD swap and slows to ~4.5-5.4 tok/s.
How much context fits?โถ
At Q4, up to about 613k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.