// RUN โ€” FITS

Can the NVIDIA H200 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 NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 366k 108.8-129.7 t/s ~0.9-1.1 (slow)
Q8 yes 428k 217.6-259.4 t/s ~1.8-2.2 (slow)
Q4 yes 455k 388.6-463.2 t/s ~3.2-3.9 (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 NVIDIA H200 run CodeGen-Mono 16.1B?โ–ถ

Yes. At Q4 it generates ~388.6-463.2 tok/s and fits up to 455k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.2-3.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 455k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.