// RUN โ€” FITS

Can the GMKtec EVO-X3 run ProBERTa?

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

ProBERTa on the GMKtec EVO-X3

QuantFits?Max contextSpeedBeyond context
FP16 yes 1734k 1890.9-2298.2 t/s ~73.9-89.8 (slow)
Q8 yes 1734k 3781.8-4596.4 t/s ~147.7-179.5 (slow)
Q4 yes 1735k 6753.2-8207.8 t/s ~263.8-320.6 (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 ProBERTa?โ–ถ

Yes. At Q4 it generates ~6753.2-8207.8 tok/s and fits up to 1735k context; beyond that it spills to SSD swap and slows to ~263.8-320.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1735k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.