Expand description
Advanced GPU Optimization Engine
This module provides cutting-edge GPU acceleration capabilities for dataset operations, featuring adaptive kernels, intelligent memory management, and advanced-high-performance computation strategies.
Structs§
- AIPerformance
Predictor - Advanced MODE ENHANCEMENTS Advanced AI-driven optimization and real-time monitoring capabilities AI-driven performance predictor using machine learning
- Adaptive
Optimization State - Adaptive optimization state
- Advanced
GpuOptimizer - Advanced-advanced GPU performance optimizer
- Advanced
Kernel Config - Advanced-advanced GPU kernel configuration
- Benchmark
Result - Individual benchmark result
- GpuPerformance
Profile - GPU performance profiling data
- Monitoring
Config - Monitoring configuration
- Optimization
Adjustment - Optimization adjustment made by the adaptive system
- Performance
Benchmark Results - Performance benchmark results
- Performance
Data Point - Performance data point for ML training
- Performance
Snapshot - Performance snapshot at a specific point in time
- Performance
Stats - Performance statistics summary
- Prediction
Accuracy - Prediction accuracy metrics
- Real
Time Performance Monitor - Real-time performance monitor with adaptive optimization
Enums§
- Adjustment
Type - Types of optimization adjustments
- Data
Layout - Data layout optimization strategies
- Load
Balancing Method - Load balancing methods
- Memory
Access Pattern - Memory access pattern optimization
- Performance
Trend - Performance trend analysis
- Specialization
Level - Kernel specialization levels
- Vectorization
Strategy - Vectorization strategies
Functions§
- benchmark_
advanced_ performance - Convenience function for performance benchmarking
- generate_
advanced_ matrix - Convenience function for advanced-optimized matrix generation