// RUN โ€” FITS

Can the AMD Instinct MI325X run ULM-FiT?

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

ULM-FiT on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 3557k 4285.7-5238.1 t/s ~28.6-34.9 (slow)
Q8 yes 3564k 8571.4-10476.2 t/s ~57.1-69.8 (slow)
Q4 yes 3567k 15306.1-18707.5 t/s ~102-124.7 (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 ULM-FiT?โ–ถ

Yes. At Q4 it generates ~15306.1-18707.5 tok/s and fits up to 3567k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~102-124.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 3567k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.