// RUN โ€” FITS

Can the Instinct MI440X run XGen-7B?

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

XGen-7B on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 2919k 921.5-1126.3 t/s ~1.9-2.3 (slow)
Q8 yes 2970k 1843-2252.5 t/s ~3.8-4.6 (slow)
Q4 yes 2992k 3291-4022.4 t/s ~6.7-8.2 (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 XGen-7B?โ–ถ

Yes. At Q4 it generates ~3291-4022.4 tok/s and fits up to 2992k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.7-8.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2992k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.