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Enhanced Advanced Tokenizer System

πŸš€ Overview

Real implementation with actual NLP dependencies and working tokenization.

βœ… 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

πŸ›  Installation

bash install_enhanced_deps.sh

πŸ§ͺ Quick Test

python3 simple_working_test.py
python3 enhanced_tokenizer_minimal.py

πŸ“ 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

πŸ”§ 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! πŸŽ‰

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