Add interactive diarization example scriptAdd interactive diarization…

[kngender5]

… example scriptCreate diarization.py

[kngender5]

Advanced Diarization Enhancement Plan

This PR will be enhanced with the following advanced features:

🎯 Core Improvements

• Enhanced diarization accuracy with advanced audio preprocessing and voice activity detection
• Multi-file speaker mapping with persistent voice ID memory across sessions
• User-defined role/tag assignment system (e.g., "Speaker 1" → "Professor", "Student A")
• Voice embedding clustering for improved speaker consistency

🧪 Testing & Quality

• Comprehensive test suite covering all diarization functions
• Mock audio testing for CI/CD compatibility
• Performance benchmarks and accuracy metrics
• Integration tests for multi-file workflows

📚 Documentation

• Detailed README sections with usage examples
• API documentation for all classes and methods
• Configuration guides for different use cases
• Best practices for speaker tagging

🔧 Implementation Details

• AdvancedDiarizationProcessor with voice embedding support
• SpeakerMemoryManager for cross-file speaker persistence
• SpeakerTagManager for custom role assignment
• Enhanced audio preprocessing pipeline
• JSON-based speaker profile storage

I'll implement these changes systematically, starting with the core logic improvements and followed by comprehensive testing and documentation.add diarization example