# Backend Conversion Summary

## ✅ Conversion Complete

Your Node.js backend has been successfully converted to Python using Flask and SQLAlchemy.

## 📁 New Python Files Created

### Core Application
- **app.py** - Main Flask application (replaces server.js)
- **start.py** - Startup script for easy launching
- **requirements.txt** - Python dependencies (replaces package.json)

### Database Layer
- **database/database.py** - SQLAlchemy database configuration (replaces database.js)

### Models (Sequelize → SQLAlchemy)
- **models/TrainingProject.py**
- **models/TrainingProjectDetails.py**
- **models/training.py**
- **models/LabelStudioProject.py**
- **models/Images.py**
- **models/Annotation.py**
- **models/__init__.py**

### API Routes
- **routes/api.py** - All API endpoints converted to Flask blueprints (replaces api.js)
- **routes/__init__.py**

### Services
- **services/fetch_labelstudio.py** - Label Studio API integration
- **services/seed_label_studio.py** - Database seeding logic
- **services/generate_json_yolox.py** - COCO JSON generation
- **services/generate_yolox_exp.py** - YOLOX experiment file generation
- **services/push_yolox_exp.py** - Save training settings to DB
- **services/__init__.py**

### Documentation
- **README.md** - Comprehensive documentation
- **QUICKSTART.md** - Quick setup guide
- **.gitignore** - Python-specific ignore patterns

## 🔄 Key Changes

### Technology Stack
| Component | Node.js | Python |
|-----------|---------|--------|
| Framework | Express.js | Flask |
| ORM | Sequelize | SQLAlchemy |
| HTTP Client | node-fetch | requests |
| Package Manager | npm | pip |
| Runtime | Node.js | Python 3.8+ |

### API Compatibility
✅ All endpoints preserved with same URLs
✅ Request/response formats maintained
✅ Same database schema
✅ Same business logic

### Converted Features
- ✅ Training project management
- ✅ Label Studio integration
- ✅ YOLOX configuration and training
- ✅ File upload handling
- ✅ Image and annotation management
- ✅ COCO JSON generation
- ✅ Training logs

## 🚀 Getting Started

1. **Install dependencies:**
   ```bash
   cd backend
   python -m venv venv
   .\venv\Scripts\Activate.ps1  # Windows
   pip install -r requirements.txt
   ```

2. **Run the server:**
   ```bash
   python start.py
   ```

3. **Server runs at:** `http://0.0.0.0:3000`

## 📦 Dependencies Installed

- Flask 3.0.0 - Web framework
- Flask-CORS 4.0.0 - Cross-origin resource sharing
- Flask-SQLAlchemy 3.1.1 - ORM integration
- SQLAlchemy 2.0.23 - Database ORM
- PyMySQL 1.1.0 - MySQL driver
- requests 2.31.0 - HTTP client
- Pillow 10.1.0 - Image processing

## ⚠️ Important Notes

1. **Virtual Environment**: Always activate the virtual environment before running
2. **Database**: MySQL must be running with the `myapp` database created
3. **Credentials**: Update database credentials in `app.py` if needed
4. **Python Version**: Requires Python 3.8 or higher

## 🧪 Testing

Test the conversion:
```bash
# Get all training projects
curl http://localhost:3000/api/training-projects

# Get Label Studio projects
curl http://localhost:3000/api/label-studio-projects
```

## 📝 Original Files

Your original Node.js files remain untouched:
- server.js
- package.json
- routes/api.js
- models/*.js (JavaScript)
- services/*.js (JavaScript)

You can keep them as backup or remove them once you verify the Python version works correctly.

## 🔍 What to Verify

1. ✅ Database connection works
2. ✅ All API endpoints respond correctly
3. ✅ File uploads work
4. ✅ Label Studio integration works
5. ✅ YOLOX training can be triggered
6. ✅ COCO JSON generation works

## 🐛 Troubleshooting

See **QUICKSTART.md** for common issues and solutions.

## 📚 Further Documentation

- **README.md** - Complete project documentation
- **QUICKSTART.md** - Setup guide
- **API Documentation** - All endpoints documented in README.md

---

**Conversion completed successfully!** 🎉

Your backend is now running on Python with Flask and SQLAlchemy.
