// RUN โ€” FITS

Can the Instinct MI440X run MADLAD-400 10B?

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

MADLAD-400 10B on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 2286k 577-705.2 t/s ~1.2-1.4 (slow)
Q8 yes 2351k 1154-1410.5 t/s ~2.4-2.9 (slow)
Q4 yes 2380k 2060.7-2518.7 t/s ~4.2-5.1 (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 MADLAD-400 10B?โ–ถ

Yes. At Q4 it generates ~2060.7-2518.7 tok/s and fits up to 2380k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.2-5.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2380k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.