// RUN โ€” FITS

Can the AMD Instinct MI455X run Aya Vision 32B?

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

Aya Vision 32B on the AMD Instinct MI455X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1258k 186.5-228 t/s ~0.4-0.5 (slow)
Q8 yes 1384k 373.1-456 t/s ~0.8-0.9 (slow)
Q4 yes 1440k 666.2-814.2 t/s ~1.4-1.7 (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 MI455X run Aya Vision 32B?โ–ถ

Yes. At Q4 it generates ~666.2-814.2 tok/s and fits up to 1440k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.4-1.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1440k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.