// RUN โ€” FITS

Can the GMKtec EVO-X3 run CodeT5-large?

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

CodeT5-large on the GMKtec EVO-X3

QuantFits?Max contextSpeedBeyond context
FP16 yes 1711k 108.1-131.3 t/s ~4.2-5.1 (slow)
Q8 yes 1723k 216.1-262.6 t/s ~8.4-10.3 (slow)
Q4 yes 1728k 385.9-469 t/s ~15.1-18.3 (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 CodeT5-large?โ–ถ

Yes. At Q4 it generates ~385.9-469 tok/s and fits up to 1728k context; beyond that it spills to SSD swap and slows to ~15.1-18.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1728k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.