// RUN โ€” FITS

Can the AMD Instinct MI325X run CodeT5-base?

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

CodeT5-base on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 3564k 8590.9-10500 t/s ~57.3-70 (slow)
Q8 yes 3568k 17181.8-21000 t/s ~114.5-140 (slow)
Q4 yes 3569k 30681.8-37500 t/s ~204.5-250 (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 CodeT5-base?โ–ถ

Yes. At Q4 it generates ~30681.8-37500 tok/s and fits up to 3569k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~204.5-250 tok/s.

How much context fits?โ–ถ

At Q4, up to about 3569k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.