// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB 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 MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 193k 29.8-36.4 t/s ~0.2-0.3 (slow)
Q8 yes 364k 59.6-72.9 t/s ~0.5-0.6 (slow)
Q4 yes 439k 106.5-130.1 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 AMD Instinct MI300X 192GB run Nemotron-H 56B?โ–ถ

Yes. At Q4 it generates ~106.5-130.1 tok/s and fits up to 439k 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 439k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.