// RUN โ€” FITS

Can the GMKtec EVO-X3 run ALBERT-xxlarge?

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

ALBERT-xxlarge on the GMKtec EVO-X3

QuantFits?Max contextSpeedBeyond context
FP16 yes 1728k 354-430.3 t/s ~13.8-16.8 (slow)
Q8 yes 1731k 708.1-860.6 t/s ~27.7-33.6 (slow)
Q4 yes 1733k 1264.4-1536.8 t/s ~49.4-60 (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-xxlarge?โ–ถ

Yes. At Q4 it generates ~1264.4-1536.8 tok/s and fits up to 1733k context; beyond that it spills to SSD swap and slows to ~49.4-60 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1733k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.