// RUN โ€” FITS

Can the AMD Instinct MI325X run StyleGAN2?

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

StyleGAN2 on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 3570k 63000-77000 t/s ~420-513.3 (slow)
Q8 yes 3570k 126000-154000 t/s ~840-1026.7 (slow)
Q4 yes 3571k 225000-275000 t/s ~1500-1833.3 (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 StyleGAN2?โ–ถ

Yes. At Q4 it generates ~225000-275000 tok/s and fits up to 3571k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1500-1833.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 3571k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.