Instructions to use NorwAI/NorwAI-Magistral-24B-reasoning with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use NorwAI/NorwAI-Magistral-24B-reasoning with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="NorwAI/NorwAI-Magistral-24B-reasoning",
	filename="NorwAI-Magistral-24B-reasoning-Q8_0.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use NorwAI/NorwAI-Magistral-24B-reasoning 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 NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0
# Run inference directly in the terminal:
llama cli -hf NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0
# Run inference directly in the terminal:
llama cli -hf NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0

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 NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0

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 NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0

Use Docker

docker model run hf.co/NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0

LM Studio
Jan
Ollama
How to use NorwAI/NorwAI-Magistral-24B-reasoning with Ollama:
```
ollama run hf.co/NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0
```

Unsloth Studio

How to use NorwAI/NorwAI-Magistral-24B-reasoning 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 NorwAI/NorwAI-Magistral-24B-reasoning 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 NorwAI/NorwAI-Magistral-24B-reasoning to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for NorwAI/NorwAI-Magistral-24B-reasoning to start chatting

Atomic Chat new
Docker Model Runner
How to use NorwAI/NorwAI-Magistral-24B-reasoning with Docker Model Runner:
```
docker model run hf.co/NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0
```

Lemonade

How to use NorwAI/NorwAI-Magistral-24B-reasoning with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull NorwAI/NorwAI-Magistral-24B-reasoning:Q8_0

Run and chat with the model

lemonade run user.NorwAI-Magistral-24B-reasoning-Q8_0

List all available models

lemonade list

``` 🥲 Failed to load the model Failed to load model error loading model: error loading model vocabulary: unknown pre-tokenizer type: 'NorwAI-Magistral-24B-reasoning' ```

by LiamNguyenNOR - opened Oct 19, 2025

Discussion

LiamNguyenNOR

Oct 19, 2025

Prøver å lastet inn modellen på LM Studio / llama får opp denne feilmeldingen bruker gguf```
🥲 Failed to load the model

Failed to load model

error loading model: error loading model vocabulary: unknown pre-tokenizer type: 'NorwAI-Magistral-24B-reasoning'
```

undefined2

29 days ago

gguf-new-metadata --pre-tokenizer tekken input.gguf output.gguf has done the magic for me.

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