Module advanced 

Advanced Mode Integration for Graph Processing

This module provides cutting-edge optimization capabilities by integrating neural reinforcement learning, GPU acceleration, neuromorphic computing, and real-time adaptive optimization for graph algorithms.

Structs

AdvancedConfig

Advanced mode configuration for graph processing

AdvancedProcessor

Simplified Advanced Processing Structure

AdvancedStats

Advanced statistics for graph processing

AlgorithmMetrics

Algorithm performance metrics

GPUAccelerationContext

GPU acceleration context for advanced operations

NeuralRLAgent

Neural reinforcement learning agent

NeuromorphicProcessor

Neuromorphic processor for brain-inspired computing

SimplePerformanceMonitor

Simplified performance monitoring for graph operations

SimplePerformanceReport

Performance report for monitored operations

Enums

ExplorationStrategy

Advanced exploration strategies for neural RL

Functions

create_adaptive_advanced_processor

Create an adaptive processor that adjusts based on workload

create_advanced_processor

Create a standard advanced processor

create_enhanced_advanced_processor

Create an enhanced advanced processor with optimized settings

create_large_graph_advanced_processor

Create a processor optimized for large graphs

create_memory_efficient_advanced_processor

Create a processor optimized for memory efficiency

create_performance_advanced_processor

Create a processor optimized for performance

create_realtime_advanced_processor

Create a processor optimized for real-time processing

execute_with_advanced

Execute operation with standard advanced processing

execute_with_enhanced_advanced

Execute operation with enhanced advanced processing