What GPU do I need to run nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16?

4.0B parameters, published in BF16. View on Hugging Face

4.0B
Parameters
BF16
Native precision
NemotronHForCausalLM
Architecture
text-generation
Pipeline

NVIDIA-Nemotron-3-Nano-4B-BF16 is published by nvidia on Hugging Face, with 377,865 downloads and 116 likes to date. It's a NemotronHForCausalLM model built for text-generation, published natively in BF16.

VRAM required & cheapest live GPU fit

Required VRAM = weight size at each precision, plus a fixed overhead for KV-cache, activations, and fragmentation. Full formula and assumptions: methodology.

PrecisionWeight sizeRequired VRAMCheapest live fitGPUs neededEst. $/hr (full fit)
BF167.4 GB8.9 GBRTX 5060 Ti1$0.110/hr
FP8 (quantized)3.7 GB4.4 GBRTX 5060 Ti1$0.110/hr
INT4 (quantized)1.9 GB2.2 GBRTX 5060 Ti1$0.110/hr

A GPU is only matched to a row if its hardware supports that precision, and the primary recommendation is always a single-GPU fit when one exists.

INT4 requires a quantized checkpoint actually published for this model, check its Hugging Face page before relying on this row.

Cheapest way to run NVIDIA-Nemotron-3-Nano-4B-BF16 at its published (BF16) precision: 1× RTX 5060 Ti, at $0.110/hr per GPU ($0.110/hr total). Quantizing to FP8 or INT4 (rows above) can cost less, but requires a compatible quantized checkpoint to exist for this model.

NVIDIA-Nemotron-3-Nano-4B-BF16: common questions

Does NVIDIA-Nemotron-3-Nano-4B-BF16 fit on a 12 GB GPU?

Yes. At BF16 it needs 8.9 GB of VRAM, so a 12 GB card holds it with 3.1 GB to spare. An 8 GB card is not enough for it at BF16.

What is the least VRAM NVIDIA-Nemotron-3-Nano-4B-BF16 can run in?

2.2 GB, at INT4 (quantized), which fits a 6 GB card, against 8.9 GB at BF16. That row assumes an INT4 checkpoint has actually been published for this model, so check its Hugging Face page before planning around it.

Weight-to-VRAM math, the fit rules, and how live prices are normalized: full methodology.

More Nemotron 3 models

All 16 Nemotron 3 models: VRAM and GPU requirements

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