// RUN โ€” FITS

Can the GMKtec EVO-X3 run ALBERT?

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

ALBERT on the GMKtec EVO-X3

QuantFits?Max contextSpeedBeyond context
FP16 yes 1734k 4622.2-5617.8 t/s ~180.6-219.4 (slow)
Q8 yes 1735k 9244.4-11235.6 t/s ~361.1-438.9 (slow)
Q4 yes 1735k 16507.9-20063.5 t/s ~644.8-783.7 (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 ALBERT?โ–ถ

Yes. At Q4 it generates ~16507.9-20063.5 tok/s and fits up to 1735k context; beyond that it spills to SSD swap and slows to ~644.8-783.7 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.