// RUN โ€” FITS

Can the AMD Instinct MI455X run Nemotron-H 56B?

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

Nemotron-H 56B on the AMD Instinct MI455X

QuantFits?Max contextSpeedBeyond context
FP16 yes 867k 110.3-134.8 t/s ~0.2-0.3 (slow)
Q8 yes 1037k 220.5-269.5 t/s ~0.5-0.6 (slow)
Q4 yes 1113k 393.8-481.3 t/s ~0.8-1 (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 Nemotron-H 56B?โ–ถ

Yes. At Q4 it generates ~393.8-481.3 tok/s and fits up to 1113k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.8-1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1113k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.