Notebooks Google Colab Kaggle Local Apps Settings llama.cpp How to use paul-stansifer/qw3-gemma2-9b-1x2e-4 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 paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M Install from WinGet (Windows) winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf paul-stansifer/qw3-gemma2-9b-1x2e-4: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 paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf paul-stansifer/qw3-gemma2-9b-1x2e-4: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 paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M Use Docker docker model run hf.co/paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M LM Studio Jan vLLM How to use paul-stansifer/qw3-gemma2-9b-1x2e-4 with vLLM:
Install from pip and serve model # Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "paul-stansifer/qw3-gemma2-9b-1x2e-4"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "paul-stansifer/qw3-gemma2-9b-1x2e-4",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}' Use Docker docker model run hf.co/paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M Ollama How to use paul-stansifer/qw3-gemma2-9b-1x2e-4 with Ollama:
ollama run hf.co/paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M Unsloth Desktop Docker Model Runner How to use paul-stansifer/qw3-gemma2-9b-1x2e-4 with Docker Model Runner:
docker model run hf.co/paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M Lemonade How to use paul-stansifer/qw3-gemma2-9b-1x2e-4 with Lemonade:
Pull the model # Download Lemonade from https://lemonade-server.ai/
lemonade pull paul-stansifer/qw3-gemma2-9b-1x2e-4:Q4_K_M Run and chat with the model lemonade run user.qw3-gemma2-9b-1x2e-4-Q4_K_M List all available models lemonade list Atomic Chat 
