# Enhanced Advanced Tokenizer System

## 🚀 Overview
Real implementation with actual NLP dependencies and working tokenization.

## ✅ Features
- **Real Semantic Embeddings**: Using sentence-transformers
- **Mathematical Processing**: SymPy and SciPy integration
- **Named Entity Recognition**: spaCy integration
- **Fractal Analysis**: Mathematical fractal features
- **Fallback Support**: Works even with missing dependencies
- **High Performance**: Optimized for production use

## 🛠 Installation
```bash
bash install_enhanced_deps.sh
```

## 🧪 Quick Test
```bash
python3 simple_working_test.py
python3 enhanced_tokenizer_minimal.py
```

## 📁 Files
- `enhanced_advanced_tokenizer.py` - Full implementation
- `enhanced_tokenizer_minimal.py` - Minimal with fallbacks
- `install_enhanced_deps.sh` - Installation script
- `simple_working_test.py` - Basic test

## 🔧 Dependencies
- PyTorch 1.9.0+
- Transformers 4.20.0+
- Sentence Transformers 2.2.0+
- spaCy 3.4.0+
- SymPy 1.11.0+
- SciPy 1.9.0+
- scikit-learn 1.1.0+

Ready for production use! 🎉