// RUN โ€” FITS

Can the Instinct MI430X run Nemotron-H 56B?

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

Nemotron-H 56B on the Instinct MI430X

QuantFits?Max contextSpeedBeyond context
FP16 yes 867k 131.1-160.2 t/s ~0.2-0.3 (slow)
Q8 yes 1037k 262.1-320.4 t/s ~0.5-0.6 (slow)
Q4 yes 1113k 468.1-572.1 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 Instinct MI430X run Nemotron-H 56B?โ–ถ

Yes. At Q4 it generates ~468.1-572.1 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.