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// RUN — FITS
Can the GMKtec EVO-X3 run FRED-T5-XL?
Yes — here's how fast and up to what context, with real measured numbers.
FRED-T5-XL on the GMKtec EVO-X3
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 1682k | 47.8-58.1 t/s | ~1.9-2.3 (slow) |
| Q8 | yes | 1708k | 95.6-116.2 t/s | ~3.7-4.5 (slow) |
| Q4 | yes | 1720k | 170.8-207.6 t/s | ~6.7-8.1 (slow) |
Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.
FAQ
Can the GMKtec EVO-X3 run FRED-T5-XL?▶
Yes. At Q4 it generates ~170.8-207.6 tok/s and fits up to 1720k context; beyond that it spills to SSD swap and slows to ~6.7-8.1 tok/s.
How much context fits?▶
At Q4, up to about 1720k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.