// RUN โ€” FITS

Can the AMD Instinct MI325X run ProGen2-xlarge?

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

ProGen2-xlarge on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1688k 295.3-360.9 t/s ~2-2.4 (slow)
Q8 yes 1737k 590.6-721.9 t/s ~3.9-4.8 (slow)
Q4 yes 1758k 1054.7-1289.1 t/s ~7-8.6 (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 AMD Instinct MI325X run ProGen2-xlarge?โ–ถ

Yes. At Q4 it generates ~1054.7-1289.1 tok/s and fits up to 1758k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7-8.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1758k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.