// RUN โ€” FITS

Can the Instinct MI440X run Llemma 34B?

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

Llemma 34B on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1251k 181.6-221.9 t/s ~0.4-0.5 (slow)
Q8 yes 1381k 363.2-443.9 t/s ~0.7-0.9 (slow)
Q4 yes 1438k 648.5-792.6 t/s ~1.3-1.6 (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 Llemma 34B?โ–ถ

Yes. At Q4 it generates ~648.5-792.6 tok/s and fits up to 1438k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.3-1.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1438k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.