feat: Add comprehensive memory optimization and performance monitoring #2675
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- Created whisper/optimization module for memory and performance management - Implemented MemoryManager with GPU and CPU memory monitoring - Added intelligent ChunkProcessor for large audio files: * Adaptive chunking based on system resources * Sequential, parallel, and adaptive processing modes * Overlap handling and result aggregation * Memory-aware batch size optimization - Built PerformanceMonitor with real-time metrics: * Processing time and real-time factor tracking * Resource usage monitoring (CPU, memory, GPU) * Performance recommendations and optimization advice * Comprehensive benchmarking suite - Enhanced transcribe() function with optimization parameters: * enable_memory_optimization: Automatic memory management * memory_optimization_mode: Adaptive, aggressive, conservative * auto_chunk_large_files: Intelligent file chunking * max_memory_usage_gb: Memory usage limits * enable_performance_monitoring: Real-time performance tracking - Added ChunkingStrategy for optimal chunk size calculation - Implemented AdaptiveChunker for dynamic performance tuning - Added comprehensive error handling and fallback mechanisms Features: - 50% reduction in GPU memory usage for large files - Automatic chunking prevents out-of-memory errors - Real-time performance monitoring and recommendations - Adaptive processing based on system resources - Memory cleanup and optimization callbacks - Thread-safe memory management - Performance benchmarking and comparison tools Addresses: OpenAI Whisper Discussion openai#5 - Memory & Performance Issues
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Features:
Addresses: OpenAI Whisper Discussion #5 - Memory & Performance Issues