Instructions to use steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-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 steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF
# Run inference directly in the terminal:
llama cli -hf steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF
# Run inference directly in the terminal:
llama cli -hf steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF

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 steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF
# Run inference directly in the terminal:
./llama-cli -hf steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF

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 steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF
# Run inference directly in the terminal:
./build/bin/llama-cli -hf steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF

Use Docker

docker model run hf.co/steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF

LM Studio
Jan
Ollama
How to use steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF with Ollama:
```
ollama run hf.co/steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF
```
Unsloth Desktop
Docker Model Runner
How to use steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF with Docker Model Runner:
```
docker model run hf.co/steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF
```

Lemonade

How to use steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull steampunque/Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF

Run and chat with the model

lemonade run user.Mistral-Small-3.2-24B-Instruct-2506-MP-GGUF-{{QUANT_TAG}}

List all available models

lemonade list

Atomic Chat

Appreciate a layer-tuned quant!

by BingoBird - opened Mar 20

Discussion

BingoBird

Mar 20

Your approach looks good and i think Mistral-Small-3.2-24b 2506 is an important component in our model-pallettes.

steampunque

Owner Mar 20

Thanks. Agree these models are pretty decent. I don't think MIstral has RL figured out yet though, could never make magistral work well and the new mistral 4 119B is not working well for me atm so not uploading until I figure out what is going on.

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