// RUN โ€” FITS

Can the AMD Instinct MI325X run CodeT5-large?

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

CodeT5-large on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 3547k 2454.5-3000 t/s ~16.4-20 (slow)
Q8 yes 3559k 4909.1-6000 t/s ~32.7-40 (slow)
Q4 yes 3564k 8766.2-10714.3 t/s ~58.4-71.4 (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-large?โ–ถ

Yes. At Q4 it generates ~8766.2-10714.3 tok/s and fits up to 3564k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~58.4-71.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 3564k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.