// RUN โ€” FITS

Can the Instinct MI440X run Pangu Pro MoE?

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

Pangu Pro MoE on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 769k 85.8-104.8 t/s ~0.2-0.2 (slow)
Q8 yes 989k 171.5-209.6 t/s ~0.4-0.4 (slow)
Q4 yes 1085k 306.3-374.4 t/s ~0.6-0.8 (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 Pangu Pro MoE?โ–ถ

Yes. At Q4 it generates ~306.3-374.4 tok/s and fits up to 1085k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.6-0.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1085k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.