Instructions to use stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small",
	filename="gemma-3-12b-it-q4_0_s.gguf",
)

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

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S
# Run inference directly in the terminal:
llama-cli -hf stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S
# Run inference directly in the terminal:
llama-cli -hf stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S

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 stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S
# Run inference directly in the terminal:
./llama-cli -hf stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S

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 stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S
# Run inference directly in the terminal:
./build/bin/llama-cli -hf stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S

Use Docker

docker model run hf.co/stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S

LM Studio
Jan
Ollama
How to use stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small with Ollama:
```
ollama run hf.co/stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S
```

Unsloth Studio new

How to use stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small 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 stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small 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 stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small to start chatting

Docker Model Runner
How to use stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small with Docker Model Runner:
```
docker model run hf.co/stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S
```

Lemonade

How to use stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small:Q4_0_S

Run and chat with the model

lemonade run user.google-gemma-3-12b-it-qat-q4_0-gguf-small-Q4_0_S

List all available models

lemonade list

Update?

by CHNtentes - opened Apr 11, 2025

Discussion

CHNtentes

Apr 11, 2025

Hi. Google updated their qat ggufs today, but there's no info about what has changed.
It might be worthy to check if model weights are different.

stduhpf

Owner Apr 11, 2025

They just fixed the control tokens, as far as I can tell.
If you want to use this model with the fixed tokens, you can find it here: https://huggingface.co/Dampfinchen/google-gemma-3-12b-it-qat-q4_0-gguf-small-fix
I should probably update it here too, maybe later.

stduhpf

Owner 15 days ago

Forgot to say this was implemented with https://huggingface.co/stduhpf/google-gemma-3-12b-it-qat-q4_0-gguf-small/discussions/5

stduhpf changed discussion status to closed 15 days ago

Upload images, audio, and videos by dragging in the text input, pasting, or clicking here.

Tap or paste here to upload images

· Sign up or log in to comment