// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run nesso 4B?

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

nesso 4B on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2550k 417.4-510.1 t/s ~3.2-3.9 (slow)
Q8 yes 2611k 834.8-1020.3 t/s ~6.3-7.7 (slow)
Q4 yes 2638k 1490.6-1821.9 t/s ~11.3-13.8 (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 nesso 4B?โ–ถ

Yes. At Q4 it generates ~1490.6-1821.9 tok/s and fits up to 2638k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~11.3-13.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2638k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.