// RUN โ€” FITS

Can the Instinct MI455X run DeBERTaV3large?

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

DeBERTaV3large on the Instinct MI455X

QuantFits?Max contextSpeedBeyond context
FP16 yes 6029k 14770.3-18052.6 t/s ~30.1-36.8 (slow)
Q8 yes 6035k 29540.7-36105.3 t/s ~60.3-73.7 (slow)
Q4 yes 6038k 52751.2-64473.7 t/s ~107.7-131.6 (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 MI455X run DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~52751.2-64473.7 tok/s and fits up to 6038k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~107.7-131.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 6038k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.