// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run NVIDIA-Nemotron-Nano-12B-v2?

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

NVIDIA-Nemotron-Nano-12B-v2 on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 294k 60.8-72.5 t/s ~1.2-1.5 (slow)
Q8 yes 367k 121.7-145 t/s ~2.4-2.9 (slow)
Q4 yes 399k 217.3-258.9 t/s ~4.3-5.2 (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 NVIDIA H100 PCIe 80GB run NVIDIA-Nemotron-Nano-12B-v2?โ–ถ

Yes. At Q4 it generates ~217.3-258.9 tok/s and fits up to 399k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.3-5.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 399k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.