// RUN โ€” FITS

Can the AMD Instinct MI325X run Nanbeige2-16B-Chat?

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

Nanbeige2-16B-Chat on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 772k 119.6-146.2 t/s ~0.8-1 (slow)
Q8 yes 832k 239.2-292.4 t/s ~1.6-1.9 (slow)
Q4 yes 859k 427.2-522.2 t/s ~2.8-3.5 (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 Nanbeige2-16B-Chat?โ–ถ

Yes. At Q4 it generates ~427.2-522.2 tok/s and fits up to 859k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.8-3.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 859k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.