Notebooks Google Colab Kaggle Local Apps Settings llama.cpp How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 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 zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16
# Run inference directly in the terminal:
llama cli -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Install from WinGet (Windows) winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16
# Run inference directly in the terminal:
llama cli -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Build from source code git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16
# Run inference directly in the terminal:
./build/bin/llama cli -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Use Docker docker model run hf.co/zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Llama new LM Studio Jan vLLM How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 with vLLM:
Install from pip and serve model # Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "zerolimites/Qwen3-0.6B-Code-Surgery-v2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "zerolimites/Qwen3-0.6B-Code-Surgery-v2",
"messages": [
{
"role": "user",
"content": "What is the capital of France?"
}
]
}' Use Docker docker model run hf.co/zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Ollama How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 with Ollama:
ollama run hf.co/zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Unsloth Desktop Pi How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 with Pi:
Start the llama.cpp server # Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Configure the model in Pi # Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
"providers": {
"llama-cpp": {
"baseUrl": "http://localhost:8080/v1",
"api": "openai-completions",
"apiKey": "none",
"models": [
{
"id": "zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16"
}
]
}
}
} Run Pi # Start Pi in your project directory:
pi Docker Model Runner How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 with Docker Model Runner:
docker model run hf.co/zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Lemonade How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 with Lemonade:
Pull the model # Download Lemonade from https://lemonade-server.ai/
lemonade pull zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Run and chat with the model lemonade run user.Qwen3-0.6B-Code-Surgery-v2-F16 List all available models lemonade list Hermes Agent How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 with Hermes Agent:
Start the llama.cpp server # Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Configure Hermes # Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Run Hermes hermes Atomic Chat OpenClaw How to use zerolimites/Qwen3-0.6B-Code-Surgery-v2 with OpenClaw:
Start the llama.cpp server # Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16 Configure OpenClaw # Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
--auth-choice custom-api-key \
--custom-base-url http://127.0.0.1:8080/v1 \
--custom-model-id "zerolimites/Qwen3-0.6B-Code-Surgery-v2:F16" \
--custom-provider-id llama-cpp \
--custom-compatibility openai \
--custom-text-input \
--accept-risk \
--skip-health Run OpenClaw openclaw agent --local --agent main --message "Hello from Hugging Face" 
