// RUN โ€” FITS

Can the AMD Instinct MI325X run CodeGen-Mono 16.1B?

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

CodeGen-Mono 16.1B on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 770k 117.4-143.5 t/s ~0.8-1 (slow)
Q8 yes 831k 234.8-287 t/s ~1.6-1.9 (slow)
Q4 yes 858k 419.3-512.4 t/s ~2.8-3.4 (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 CodeGen-Mono 16.1B?โ–ถ

Yes. At Q4 it generates ~419.3-512.4 tok/s and fits up to 858k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.8-3.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 858k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.