LexVision - AI-Based Smart Traffic Violation Detection

LexVision is a comprehensive system designed to detect and manage traffic violations using AI. It consists of a FastAPI backend (ML Services) and multiple React-based frontend portals.

🚀 Getting Started

Follow these instructions to set up and run the LexVision project on your local machine.

📋 Prerequisites

Ensure you have the following installed:

• Node.js (v18 or higher)
• pnpm (Package manager for Node)
• Python (3.10 or higher)
• PostgreSQL (Database)
• Redis (For asynchronous tasks/queues)

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🗄️ 1. Database Setup (PostgreSQL)

LexVision requires a PostgreSQL database. Run the following commands in your terminal to set up the user and database:

sudo -u postgres psql -c "CREATE USER lexvision_user WITH PASSWORD 'password123';"
sudo -u postgres psql -c "CREATE DATABASE lexvision OWNER lexvision_user;"
sudo -u postgres psql -c "GRANT ALL PRIVILEGES ON DATABASE lexvision TO lexvision_user;"

Note: If you already have these set up, ensure the credentials match those in services/ml/.env.

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🧠 2. Backend Setup (ML Services)

The backend is built with FastAPI and handles AI inference and data management.

1. Navigate to the backend directory:

   cd services/ml

2. Activate the virtual environment:

   source ../../.venv/bin/activate

3. Install dependencies:

   pip install -r requirements.txt

4. Configure environment variables: Ensure services/ml/.env exists. You can use .env.example as a template.
5. Run the server:

   uvicorn api.server:app --host 0.0.0.0 --port 8000 --reload

   The API will be available at http://localhost:8000. The database tables will be created automatically on startup.

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💻 3. Frontend Setup (Portals)

The project uses a monorepo structure with pnpm.

1. Install dependencies at the root:

   # From the LexVision root directory
   pnpm install

2. Run the portals in development mode: You can run all portals or specific ones using the following scripts defined in package.json:
   • Citizen Portal: pnpm dev:citizen (Runs on http://localhost:5173)
   • Admin Dashboard: pnpm dev:admin (Runs on http://localhost:5174)
   • Police Dashboard: pnpm dev:police (Runs on http://localhost:5175)

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🛠️ 4. Verification

• API Health Check: Visit http://localhost:8000/health
• Documentation: Interactive API docs are at http://localhost:8000/docs
• Redis: Ensure Redis is running (redis-cli ping should return PONG).

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📂 Project Structure

• apps/: Frontend applications (Citizen, Admin, Police).
• services/ml/: FastAPI backend and AI logic.
• packages/: Shared packages like UI components and API clients.
• models/: YOLOv8 model artifacts.