# Advanced Tokenizer System for LiMp

## 🧠 Overview
Sophisticated multi-modal tokenization system with semantic awareness, mathematical processing, and fractal-based tokenization.

## 🚀 Key Features
- **Multi-Modal Tokenization**: Traditional, semantic, mathematical, and fractal
- **High Capacity Processing**: Handles unlimited character counts
- **Intelligent Chunking**: Semantic-aware with context preservation
- **Batch Processing**: High-performance parallel processing
- **Training Data Generation**: Creates high-quality training datasets
- **Mathematical AI**: Advanced mathematical expression processing

## 🛠 Quick Start
```python
from advanced_tokenizer_system import AdvancedTokenizer, TokenizerConfig

config = TokenizerConfig()
tokenizer = AdvancedTokenizer(config)

import asyncio
result = await tokenizer.tokenize("Hello world! x^2 + y^2 = z^2")
print(f"Tokens: {result.total_tokens}")
```

## 📁 Files
- `advanced_tokenizer_system.py` - Main tokenizer
- `batch_processing_system.py` - Batch processing
- `high_capacity_input_processor.py` - Large text processing
- `intelligent_chunking_processor.py` - Smart chunking
- `advanced_training_data_generator.py` - Training data
- `matrix_training_data.jsonl` - Sample data

## 🧪 Test
```bash
python3 working_test.py
```

Ready for advanced AI tokenization! 🚀