// RUN โ€” FITS

Can the Instinct MI440X run GLA Transformer 340M?

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

GLA Transformer 340M on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 6031k 18158.8-22194.1 t/s ~37.1-45.3 (slow)
Q8 yes 6036k 36317.6-44388.2 t/s ~74.1-90.6 (slow)
Q4 yes 6039k 64852.9-79264.7 t/s ~132.4-161.8 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the Instinct MI440X run GLA Transformer 340M?โ–ถ

Yes. At Q4 it generates ~64852.9-79264.7 tok/s and fits up to 6039k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~132.4-161.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 6039k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.