// RUN โ€” FITS

Can the AMD Instinct MI325X run MADLAD-400 10B?

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

MADLAD-400 10B on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1298k 176.6-215.9 t/s ~1.2-1.4 (slow)
Q8 yes 1363k 353.3-431.8 t/s ~2.4-2.9 (slow)
Q4 yes 1392k 630.8-771 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 AMD Instinct MI325X run MADLAD-400 10B?โ–ถ

Yes. At Q4 it generates ~630.8-771 tok/s and fits up to 1392k 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 1392k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.