Module acceleration

Module acceleration 

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Advanced-Parallel GPU-Accelerated Swarm Intelligence Optimization

This module implements cutting-edge GPU-accelerated swarm intelligence algorithms:

  • Massively parallel particle swarm optimization with thousands of particles
  • GPU-accelerated ant colony optimization with pheromone matrix operations
  • Artificial bee colony optimization with parallel foraging
  • Firefly algorithm with GPU-accelerated attraction computations
  • Cuckoo search with Lévy flights computed on GPU
  • Hybrid multi-swarm optimization with dynamic topology
  • SIMD-optimized collective intelligence behaviors

Structs§

AccelerationConfig
AccelerationManager
AdvancedParallelSwarmOptimizer
Advanced-Parallel Swarm Intelligence Optimizer
AdvancedSwarmConfig
Configuration for advanced-parallel swarm intelligence
AlgorithmPerformance
AntColonyKernel
ArtificialBeeKernel
BacterialForagingKernel
CuckooSearchKernel
DiversityComputationKernel
FireflyKernel
GPUUtilizationMetrics
GlobalBestState
Global best state across all swarms
GreyWolfKernel
MigrationKernel
MigrationPattern
MigrationStatistics
PerformanceStats
SwarmOptimizationStats
Comprehensive statistics for swarm optimization
SwarmPerformanceMonitor
Performance monitoring for swarm optimization
SwarmState
State of a single swarm
SwarmTopologyManager
Manager for dynamic swarm topology
TopologyAdaptationRules
WhaleOptimizationKernel

Enums§

AccelerationStrategy
AlgorithmSpecificState
Algorithm-specific state storage
SelectionStrategy
SimdLevel
SwarmAlgorithm
Advanced-advanced swarm intelligence algorithms
TopologyType

Functions§

advanced_parallel_swarm_optimize
Convenience function for advanced-parallel swarm optimization