Module quantum_inspired_classical

Module quantum_inspired_classical 

Source
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Quantum-Inspired Classical Algorithms Framework

This module provides a comprehensive implementation of quantum-inspired classical algorithms that leverage quantum mechanical principles, quantum physics concepts, and quantum computation techniques while running on classical computers. These algorithms often provide advantages over traditional classical algorithms by incorporating quantum-inspired heuristics.

Structs§

AlgorithmConfig
Algorithm-specific configuration
BenchmarkingConfig
Benchmarking configuration
BenchmarkingResults
Benchmarking results
CommunityDetectionParams
Community detection parameters
ComparisonStats
Performance comparison statistics
ConvergenceAnalysis
Convergence analysis
ExecutionStats
Execution statistics
GraphConfig
Graph algorithm configuration
GraphMetrics
Graph metrics
GraphResult
Graph algorithm result
LinalgConfig
Linear algebra configuration
LinalgResult
Linear algebra result
MLConfig
Machine learning configuration
MLTrainingResult
Machine learning training result
NetworkArchitecture
Network architecture configuration
OptimizationConfig
Optimization configuration
OptimizationResult
Optimization result
PerformanceAnalysisConfig
Performance analysis configuration
QuantumAdvantageMetrics
Quantum advantage metrics
QuantumInspiredConfig
Quantum-inspired classical algorithms configuration
QuantumInspiredFramework
Main quantum-inspired classical algorithms framework
QuantumInspiredState
Framework state
QuantumInspiredStats
Framework statistics
QuantumInspiredUtils
Utility functions for quantum-inspired algorithms
QuantumParameters
Quantum-inspired parameters
QuantumWalkParams
Quantum walk parameters
RuntimeStats
Runtime statistics
SampleStatistics
Sample statistics
SamplingConfig
Sampling configuration
SamplingResult
Sampling result
StatisticalAnalysis
Statistical analysis results
TensorNetworkConfig
Tensor network configuration
TrainingConfig
Training configuration
WalkStatistics
Walk statistics
WaveFunctionConfig
Wave function configuration

Enums§

ActivationFunction
Activation functions
AlgorithmCategory
Categories of quantum-inspired algorithms
ConstraintMethod
Constraint handling methods
ContractionMethod
Contraction methods
GraphAlgorithm
Quantum-inspired graph algorithms
LinalgAlgorithm
Quantum-inspired linear algebra algorithms
MLAlgorithm
Quantum-inspired machine learning algorithms
ObjectiveFunction
Objective function types
OptimizationAlgorithm
Quantum-inspired optimization algorithms
OptimizerType
Optimizer types
ProposalDistribution
Proposal distributions
SamplingAlgorithm
Quantum-inspired sampling algorithms
TemperatureSchedule
Temperature schedule for simulated annealing-like algorithms
TensorTopology
Tensor network topologies
WaveFunctionType
Wave function types

Functions§

benchmark_quantum_inspired_algorithms
Benchmark quantum-inspired algorithms