- Libraries
- Transformers
How to use mradermacher/gemma-4-12b-full-cpt-itvec-GGUF with Transformers:
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/gemma-4-12b-full-cpt-itvec-GGUF", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use mradermacher/gemma-4-12b-full-cpt-itvec-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 mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/gemma-4-12b-full-cpt-itvec-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 mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/gemma-4-12b-full-cpt-itvec-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 mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/gemma-4-12b-full-cpt-itvec-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 mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
Use Docker
docker model run hf.co/mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use mradermacher/gemma-4-12b-full-cpt-itvec-GGUF with Ollama:
ollama run hf.co/mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use mradermacher/gemma-4-12b-full-cpt-itvec-GGUF with Docker Model Runner:
docker model run hf.co/mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
- Lemonade
How to use mradermacher/gemma-4-12b-full-cpt-itvec-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/gemma-4-12b-full-cpt-itvec-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.gemma-4-12b-full-cpt-itvec-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
