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Enhanced Advanced Tokenizer System
π Overview
Real implementation with actual NLP dependencies and working tokenization.
β 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
π Installation
bash install_enhanced_deps.sh
π§ͺ Quick Test
python3 simple_working_test.py
python3 enhanced_tokenizer_minimal.py
π Files
enhanced_advanced_tokenizer.py- Full implementationenhanced_tokenizer_minimal.py- Minimal with fallbacksinstall_enhanced_deps.sh- Installation scriptsimple_working_test.py- Basic test
π§ 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! π
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