// RUN โ€” FITS

Can the GMKtec EVO-X3 run DeBERTaV3large?

Yes โ€” here's how fast and up to what context, with real measured numbers.

DeBERTaV3large on the GMKtec EVO-X3

QuantFits?Max contextSpeedBeyond context
FP16 yes 1722k 199-241.9 t/s ~7.8-9.4 (slow)
Q8 yes 1729k 398.1-483.8 t/s ~15.6-18.9 (slow)
Q4 yes 1731k 710.9-864 t/s ~27.8-33.7 (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 DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~710.9-864 tok/s and fits up to 1731k context; beyond that it spills to SSD swap and slows to ~27.8-33.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1731k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.