Instructions to use zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF",
	filename="nemotron-3-embed-1b-q4_k_m.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M

Use Docker

docker model run hf.co/zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF with Ollama:
```
ollama run hf.co/zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M
```

Unsloth Studio

How to use zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF to start chatting

Atomic Chat new
Docker Model Runner
How to use zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF with Docker Model Runner:
```
docker model run hf.co/zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M
```

Lemonade

How to use zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull zenmagnets/Nemotron-3-Embed-1B-Q4_K_M-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Nemotron-3-Embed-1B-Q4_K_M-GGUF-Q4_K_M

List all available models

lemonade list

Nemotron-3-Embed-1B-Q4_K_M-GGUF / NOTICE

zenmagnets

Publish Nemotron-3-Embed-1B Q4_K_M GGUF

06df1fd verified 1 day ago

Raw

History Blame Contribute Delete

1.38 kB

	mistralai/Ministral-3-3B-Instruct-2512 is licensed under the Apache-2.0 License.

	- You must cause any modified files to carry prominent notices stating that You changed the files.
	- You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works.
	- If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License.