// RUN โ€” FITS

Can the GMKtec EVO-X3 run Megatron-LM (355M)?

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

Megatron-LM (355M) on the GMKtec EVO-X3

QuantFits?Max contextSpeedBeyond context
FP16 yes 1724k 234.4-284.8 t/s ~9.2-11.1 (slow)
Q8 yes 1730k 468.7-569.7 t/s ~18.3-22.3 (slow)
Q4 yes 1732k 837-1017.3 t/s ~32.7-39.7 (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 Megatron-LM (355M)?โ–ถ

Yes. At Q4 it generates ~837-1017.3 tok/s and fits up to 1732k context; beyond that it spills to SSD swap and slows to ~32.7-39.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1732k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.