// RUN โ€” FITS

Can the Instinct MI430X run ByT5-XXL?

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

ByT5-XXL on the Instinct MI430X

QuantFits?Max contextSpeedBeyond context
FP16 yes 2259k 569-695.4 t/s ~1-1.2 (slow)
Q8 yes 2338k 1137.9-1390.8 t/s ~2-2.4 (slow)
Q4 yes 2373k 2032-2483.5 t/s ~3.5-4.3 (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 Instinct MI430X run ByT5-XXL?โ–ถ

Yes. At Q4 it generates ~2032-2483.5 tok/s and fits up to 2373k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.5-4.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2373k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.