Text Classification
GGUF
qwen
qwen3guard
qwen3guard-stream
safety
guardrail
content-moderation
classification
streaming
tiny-llm
llama.cpp
conversational
Instructions to use geoffmunn/Qwen3Guard-Stream-0.6B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use geoffmunn/Qwen3Guard-Stream-0.6B with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="geoffmunn/Qwen3Guard-Stream-0.6B", filename="Qwen3Guard-Stream-0.6B-f16:Q2_K.gguf", )
llm.create_chat_completion( messages = "\"I like you. I love you\"" )
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use geoffmunn/Qwen3Guard-Stream-0.6B 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 geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M # Run inference directly in the terminal: llama cli -hf geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M # Run inference directly in the terminal: llama cli -hf geoffmunn/Qwen3Guard-Stream-0.6B: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 geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf geoffmunn/Qwen3Guard-Stream-0.6B: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 geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
Use Docker
docker model run hf.co/geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use geoffmunn/Qwen3Guard-Stream-0.6B with Ollama:
ollama run hf.co/geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
- Unsloth Studio
How to use geoffmunn/Qwen3Guard-Stream-0.6B 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 geoffmunn/Qwen3Guard-Stream-0.6B 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 geoffmunn/Qwen3Guard-Stream-0.6B to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for geoffmunn/Qwen3Guard-Stream-0.6B to start chatting
- Pi
How to use geoffmunn/Qwen3Guard-Stream-0.6B with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use geoffmunn/Qwen3Guard-Stream-0.6B with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
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 geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
Run Hermes
hermes
- Atomic Chat new
- OpenClaw new
How to use geoffmunn/Qwen3Guard-Stream-0.6B with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
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 "geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M" \ --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"
- Docker Model Runner
How to use geoffmunn/Qwen3Guard-Stream-0.6B with Docker Model Runner:
docker model run hf.co/geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
- Lemonade
How to use geoffmunn/Qwen3Guard-Stream-0.6B with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull geoffmunn/Qwen3Guard-Stream-0.6B:Q4_K_M
Run and chat with the model
lemonade run user.Qwen3Guard-Stream-0.6B-Q4_K_M
List all available models
lemonade list
| bebc5946f081454caa9209181ca1a6903433053b02a68ae81671e984b5dc68d3 Qwen3Guard-Stream-0.6B-f16:Q2_K.gguf | |
| c1910a43ff36ac85a4464b319d81b01e006aa5956581ea03e551e6e526d4086b Qwen3Guard-Stream-0.6B-f16:Q3_K_M.gguf | |
| 632f3214f05ab9b83d2ebd26477609eb3f19b8671654a77b819fab9ea74fb743 Qwen3Guard-Stream-0.6B-f16:Q3_K_S.gguf | |
| 24ffc155ad8cd7e379136ffcce3f2e2ef37b2c4903e3acc0ee239c0aa65259e4 Qwen3Guard-Stream-0.6B-f16:Q4_K_M.gguf | |
| 35c0765a4ddcac0e2e80bf709295e92a5bdc26e875f4eef82ec48911374dd0c2 Qwen3Guard-Stream-0.6B-f16:Q4_K_S.gguf | |
| 30a873ccfd2c54725f6e990fb41592cf62dc2951e5a4a4da10aabf3bc73731e9 Qwen3Guard-Stream-0.6B-f16:Q5_K_M.gguf | |
| 685a4a90606dd8395dce3d6d2a538829b75e8a3b0d1d00bf98de6bb4ab349dae Qwen3Guard-Stream-0.6B-f16:Q5_K_S.gguf | |
| 29f4e7a703e137f6b4f7a326757e67beafb3dd5316b3d6a247f056345dfd09a5 Qwen3Guard-Stream-0.6B-f16:Q6_K.gguf | |
| 0de0f38fa610b34e9f90a8996991ec66a6265f39d585974879c31dfb0eeea03a Qwen3Guard-Stream-0.6B-f16:Q8_0.gguf | |