// RUN โ€” FITS

Can the AMD Instinct MI325X run OPT-6.7B?

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

OPT-6.7B on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1683k 282.1-344.8 t/s ~1.9-2.3 (slow)
Q8 yes 1734k 564.2-689.6 t/s ~3.8-4.6 (slow)
Q4 yes 1757k 1007.5-1231.3 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 AMD Instinct MI325X run OPT-6.7B?โ–ถ

Yes. At Q4 it generates ~1007.5-1231.3 tok/s and fits up to 1757k 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 1757k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.