onuion

# Clone repository
git clone https://github.com/onuion/onuion.git
cd onuion

# Create virtual environment (recommended)
python -m venv venv
source venv/bin/activate  # Linux/Mac
# or
venv\Scripts\activate  # Windows

# Install dependencies
pip install -r requirements.txt

# Install in development mode (optional)
pip install -e .

from onuion import analyze_risk

# Session data
session_data = {
    "current_ip": "192.168.1.100",
    "initial_ip": "192.168.1.50",
    "ip_history": ["192.168.1.50", "192.168.1.100"],
    "current_geo": {"country": "TR", "city": "Istanbul"},
    "initial_geo": {"country": "TR", "city": "Ankara"},
    "current_device": {"fingerprint": "fp123"},
    "initial_device": {"fingerprint": "fp123"},
    "current_browser": {},
    "initial_browser": {},
    "requests": [
        {"timestamp": 1706000000, "method": "GET", "endpoint": "/api/users"}
    ],
    "session_duration_seconds": 10.0,
    "current_session_id": "sess_123",
    "initial_session_id": "sess_123",
    "current_cookies": {},
    "initial_cookies": {},
    "current_referrer": "",
    "initial_referrer": ""
}

# Risk analysis
result = analyze_risk(session_data)

# Results
print(f"Risk Score: {result.riskScore}/100")
print(f"Risks: {result.risk}")
print(f"Inference Time: {result.inference_time_ms:.3f} ms")

pip install huggingface_hub