// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 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 GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 52k 61.3-73.1 t/s ~2.4-2.9 (slow)
Q4 yes 85k 109.5-130.5 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 GeForce RTX 4090 run NVIDIA-Nemotron-Nano-12B-v2?โ–ถ

Yes. At Q4 it generates ~109.5-130.5 tok/s and fits up to 85k 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 85k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.