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How much VRAM does Nemotron 3 Super 120B A12B need?

Nemotron 3 Super 120B A12B needs 69.8 GB for its weights at 4-bit, 70.8 GB with an 8K context and 71.0 GB with 32K. At 8-bit, 123 GB.

Parameters
124B
Active per token
12B
Longest context
256K
Released
Mar 2026
License
NVIDIA Nemotron Open Model
Strongest at
Chat, Coding, Agents, Docs

Memory at each precision

Memory Nemotron 3 Super 120B A12B needs at each precision and context length
PrecisionWeightsWith 8KWith 32KWith 128K
16-bit230 GB231 GB231 GB232 GB
8-bit122 GB123 GB124 GB124 GB
6-bit94.4 GB95.4 GB95.6 GB96.4 GB
5-bit81.9 GB82.9 GB83.1 GB83.9 GB
4-bit69.8 GB70.8 GB71.0 GB71.8 GB
3-bit56.3 GB57.3 GB57.5 GB58.2 GB
2-bit43.2 GB44.2 GB44.4 GB45.2 GB
1.6-bit23.7 GB24.8 GB25.0 GB25.7 GB

One conversation, 16-bit context cache, runtime overhead included.

What runs it

The best way Nemotron 3 Super 120B A12B runs on common GPUs, Macs and AI boxes
MachineBest fitContextSpeedFirst reply
RTX 3060 12 GBToo big
RTX 4060 Ti 16 GBToo big
RTX 3090Too big
RTX 4090Too big
RTX 5090Too big
2× RTX 30902-bit96K81 tok/s1.3 s
RTX PRO 6000 Blackwell5-bit256K82 tok/s0.6 s
M4 Max 128 GB5-bit256K27 tok/s13 s
M5 Max 128 GB5-bit256K29 tok/s3.9 s
Ryzen AI Max+ 395 128 GB5-bit256K15 tok/s7.7 s
DGX Spark 128 GB6-bit256K17 tok/s2.7 s
M3 Ultra 256 GB8-bit256K27 tok/s7.5 s
M5 Ultra 512 GB8-bit256K35 tok/s2.3 s
H100 SXM4-bit256K118 tok/s0.5 s
DGX Station GB3008-bit256K127 tok/s0.2 s
8× H200 NVL8-bit256K110 tok/s0.1 s

Best fit is the highest quality, up to 8-bit, that leaves 16K of context. First reply is the wait for a 2K prompt. Speeds are rough, plus or minus 25%.

How to run it

Ollama
ollama run nemotron-3-super:120b-a12b
llama.cpp
llama-server -hf unsloth/NVIDIA-Nemotron-3-Super-120B-A12B-GGUF
vLLM
vllm serve nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-BF16
MLX (Mac)
mlx_lm.chat --model mlx-community/NVIDIA-Nemotron-3-Super-120B-A12B-4bit

Questions

How much VRAM does Nemotron 3 Super 120B A12B need?

Nemotron 3 Super 120B A12B needs 69.8 GB for its weights at 4-bit, 70.8 GB with an 8K context and 71.0 GB with 32K. At 8-bit, 123 GB.

Can Nemotron 3 Super 120B A12B run on an RTX 4090?

Not on one card. The smallest machine here that runs it is the 2× RTX 3090.

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