// RUN โ€” FITS

Can the AMD Instinct MI325X run Nemotron-4 340B?

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

Nemotron-4 340B on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 83k 19.9-24.3 t/s ~0.1-0.2 (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 MI325X run Nemotron-4 340B?โ–ถ

Yes. At Q4 it generates ~19.9-24.3 tok/s and fits up to 83k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.1-0.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 83k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.