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// RUN — FITS
Can the Apple M4 Max 64GB run DeBERTa?
Yes — here's how fast and up to what context, with real measured numbers.
DeBERTa on the Apple M4 Max 64GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 810k | 123.8-149.2 t/s | ~2.3-2.7 (slow) |
| Q8 | yes | 833k | 247.5-298.5 t/s | ~4.5-5.5 (slow) |
| Q4 | yes | 843k | 442-533 t/s | ~8.1-9.8 (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 M4 Max 64GB run DeBERTa?▶
Yes. At Q4 it generates ~442-533 tok/s and fits up to 843k context; beyond that it spills to SSD swap and slows to ~8.1-9.8 tok/s.
How much context fits?▶
At Q4, up to about 843k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.