List of all items

Structs

• advanced_coordinator::AdvancedConfig
• advanced_coordinator::AdvancedCoordinator
• advanced_coordinator::AdvancedState
• advanced_coordinator::AdvancedStats
• advanced_coordinator::StrategyPerformance
• automatic_differentiation::ADResult
• automatic_differentiation::AutoDiffOptions
• automatic_differentiation::FunctionWrapper
• automatic_differentiation::dual_numbers::Dual
• automatic_differentiation::dual_numbers::MultiDual
• automatic_differentiation::forward_mode::ForwardADOptions
• automatic_differentiation::forward_mode::SecondOrderDual
• automatic_differentiation::reverse_mode::ComputationGraph
• automatic_differentiation::reverse_mode::ReverseADOptions
• automatic_differentiation::reverse_mode::ReverseVariable
• automatic_differentiation::tape::ComputationTape
• automatic_differentiation::tape::StreamingTape
• automatic_differentiation::tape::TapeBuilder
• automatic_differentiation::tape::TapeStats
• automatic_differentiation::tape::Variable
• benchmarking::AlgorithmRanking
• benchmarking::BenchmarkConfig
• benchmarking::BenchmarkResults
• benchmarking::BenchmarkRun
• benchmarking::BenchmarkSummary
• benchmarking::BenchmarkSystem
• benchmarking::ProblemCharacteristics
• benchmarking::RuntimeStats
• benchmarking::TestProblem
• constrained::Constraint
• constrained::Options
• constrained::augmented_lagrangian::AugmentedLagrangianOptions
• constrained::augmented_lagrangian::AugmentedLagrangianResult
• constrained::interior_point::InteriorPointOptions
• constrained::interior_point::InteriorPointResult
• constrained::interior_point::InteriorPointSolver
• distributed::CommunicationConfig
• distributed::DistributedConfig
• distributed::DistributedOptimizationContext
• distributed::DistributedStats
• distributed::FaultToleranceConfig
• distributed::LoadBalancingConfig
• distributed::WorkAssignment
• distributed::algorithms::DistributedDifferentialEvolution
• distributed::algorithms::DistributedParticleSwarm
• distributed_gpu::DistributedGpuConfig
• distributed_gpu::DistributedGpuOptimizer
• distributed_gpu::DistributedGpuResults
• distributed_gpu::DistributedGpuStats
• distributed_gpu::IterationStats
• global::BasinHoppingOptions
• global::BayesianOptimizationOptions
• global::BayesianOptimizer
• global::ClusterCentroid
• global::ClusteringOptions
• global::ClusteringResult
• global::DifferentialEvolutionOptions
• global::DualAnnealingOptions
• global::LocalMinimum
• global::MultiStartOptions
• global::ParticleSwarmOptions
• global::SimulatedAnnealingOptions
• global::Space
• gpu::GpuOptimizationConfig
• gpu::GpuOptimizationContext
• gpu::acceleration::AccelerationConfig
• gpu::acceleration::AccelerationManager
• gpu::acceleration::AdvancedParallelSwarmOptimizer
• gpu::acceleration::AdvancedSwarmConfig
• gpu::acceleration::AlgorithmPerformance
• gpu::acceleration::AntColonyKernel
• gpu::acceleration::ArtificialBeeKernel
• gpu::acceleration::BacterialForagingKernel
• gpu::acceleration::CuckooSearchKernel
• gpu::acceleration::DiversityComputationKernel
• gpu::acceleration::FireflyKernel
• gpu::acceleration::GPUUtilizationMetrics
• gpu::acceleration::GlobalBestState
• gpu::acceleration::GreyWolfKernel
• gpu::acceleration::MigrationKernel
• gpu::acceleration::MigrationPattern
• gpu::acceleration::MigrationStatistics
• gpu::acceleration::PerformanceStats
• gpu::acceleration::SwarmOptimizationStats
• gpu::acceleration::SwarmPerformanceMonitor
• gpu::acceleration::SwarmState
• gpu::acceleration::SwarmTopologyManager
• gpu::acceleration::TopologyAdaptationRules
• gpu::acceleration::WhaleOptimizationKernel
• gpu::algorithms::GpuDifferentialEvolution
• gpu::algorithms::GpuParticleSwarm
• gpu::cuda_kernels::DifferentialEvolutionKernel
• gpu::cuda_kernels::FunctionEvaluationKernel
• gpu::cuda_kernels::GradientKernel
• gpu::cuda_kernels::ParticleSwarmKernel
• gpu::memory_management::AllocationStats
• gpu::memory_management::GpuMemoryBlock
• gpu::memory_management::GpuMemoryInfo
• gpu::memory_management::GpuMemoryPool
• gpu::memory_management::GpuWorkspace
• gpu::memory_management::MemoryStats
• gpu::memory_management::optimization::MemoryOptimizationConfig
• gpu::memory_management::optimization::MemoryOptimizer
• gpu::memory_management::optimization::OptimizationStats
• gpu::tensor_core_optimization::AMPManager
• gpu::tensor_core_optimization::TensorCoreOptimizationConfig
• gpu::tensor_core_optimization::TensorCoreOptimizer
• jit_optimization::CompiledFunction
• jit_optimization::FunctionMetadata
• jit_optimization::FunctionProfiler
• jit_optimization::JitCompiler
• jit_optimization::JitOptions
• jit_optimization::JitStats
• jit_optimization::PatternDetector
• learned_optimizers::AdaptationStatistics
• learned_optimizers::LayerNorm
• learned_optimizers::LearnedOptimizationConfig
• learned_optimizers::MetaOptimizerState
• learned_optimizers::OptimizationNetwork
• learned_optimizers::OptimizationProblem
• learned_optimizers::ProblemEncoder
• learned_optimizers::TrainingTask
• learned_optimizers::adaptive_nas_system::AdaptiveNASSystem
• learned_optimizers::adaptive_nas_system::ArchitectureController
• learned_optimizers::adaptive_nas_system::ArchitectureMetrics
• learned_optimizers::adaptive_nas_system::ArchitectureVocabulary
• learned_optimizers::adaptive_nas_system::Connection
• learned_optimizers::adaptive_nas_system::LayerConfig
• learned_optimizers::adaptive_nas_system::NASSearchStats
• learned_optimizers::adaptive_nas_system::OptimizationArchitecture
• learned_optimizers::adaptive_nas_system::SkipConnection
• learned_optimizers::adaptive_transformer_enhancement::AdaptiveComponents
• learned_optimizers::adaptive_transformer_enhancement::AdaptiveTransformerOptimizer
• learned_optimizers::adaptive_transformer_enhancement::AttentionAdaptation
• learned_optimizers::adaptive_transformer_enhancement::ConvergenceDetector
• learned_optimizers::adaptive_transformer_enhancement::FeedForwardNetwork
• learned_optimizers::adaptive_transformer_enhancement::GradientScaler
• learned_optimizers::adaptive_transformer_enhancement::GradientStatistics
• learned_optimizers::adaptive_transformer_enhancement::LayerNormalization
• learned_optimizers::adaptive_transformer_enhancement::LearningRateAdapter
• learned_optimizers::adaptive_transformer_enhancement::MultiHeadAttention
• learned_optimizers::adaptive_transformer_enhancement::OptimizationHistory
• learned_optimizers::adaptive_transformer_enhancement::OptimizationStep
• learned_optimizers::adaptive_transformer_enhancement::OptimizationTrajectory
• learned_optimizers::adaptive_transformer_enhancement::OptimizationTransformer
• learned_optimizers::adaptive_transformer_enhancement::StepSizePredictor
• learned_optimizers::adaptive_transformer_enhancement::TrajectoryStep
• learned_optimizers::adaptive_transformer_enhancement::TransformerBlock
• learned_optimizers::adaptive_transformer_enhancement::TransformerMetrics
• learned_optimizers::adaptive_transformer_enhancement::TransformerProblemEncoder
• learned_optimizers::few_shot_learning_enhancement::AdaptationStrategySelector
• learned_optimizers::few_shot_learning_enhancement::ContextEncoder
• learned_optimizers::few_shot_learning_enhancement::ConvLayer
• learned_optimizers::few_shot_learning_enhancement::ConvergenceCriteria
• learned_optimizers::few_shot_learning_enhancement::DenseLayer
• learned_optimizers::few_shot_learning_enhancement::Episode
• learned_optimizers::few_shot_learning_enhancement::ExperienceMemory
• learned_optimizers::few_shot_learning_enhancement::FastAdaptationMechanism
• learned_optimizers::few_shot_learning_enhancement::FeatureAttention
• learned_optimizers::few_shot_learning_enhancement::FeatureExtractor
• learned_optimizers::few_shot_learning_enhancement::FewShotAdaptationStats
• learned_optimizers::few_shot_learning_enhancement::FewShotLearningOptimizer
• learned_optimizers::few_shot_learning_enhancement::GradientBasedAdapter
• learned_optimizers::few_shot_learning_enhancement::InnerLoopOptimizer
• learned_optimizers::few_shot_learning_enhancement::LSTMCell
• learned_optimizers::few_shot_learning_enhancement::MAMLAdapter
• learned_optimizers::few_shot_learning_enhancement::MemoryNetwork
• learned_optimizers::few_shot_learning_enhancement::MetaLearnerNetwork
• learned_optimizers::few_shot_learning_enhancement::MetaOptimizer
• learned_optimizers::few_shot_learning_enhancement::OptimizationStrategy
• learned_optimizers::few_shot_learning_enhancement::OptimizationTrajectory
• learned_optimizers::few_shot_learning_enhancement::ParameterGenerator
• learned_optimizers::few_shot_learning_enhancement::ProblemSimilarityMatcher
• learned_optimizers::few_shot_learning_enhancement::PrototypeBasedAdapter
• learned_optimizers::few_shot_learning_enhancement::QueryExample
• learned_optimizers::few_shot_learning_enhancement::SupportExample
• learned_optimizers::few_shot_learning_enhancement::TaskContext
• learned_optimizers::few_shot_learning_enhancement::UpdateNetwork
• learned_optimizers::learned_hyperparameter_tuner::BayesianOptimizer
• learned_optimizers::learned_hyperparameter_tuner::CategoricalHyperparameter
• learned_optimizers::learned_hyperparameter_tuner::ConditionalDependency
• learned_optimizers::learned_hyperparameter_tuner::ContinuousHyperparameter
• learned_optimizers::learned_hyperparameter_tuner::CostModel
• learned_optimizers::learned_hyperparameter_tuner::DiscreteHyperparameter
• learned_optimizers::learned_hyperparameter_tuner::EvaluationRecord
• learned_optimizers::learned_hyperparameter_tuner::FidelityCorrelationEstimator
• learned_optimizers::learned_hyperparameter_tuner::FidelityLevel
• learned_optimizers::learned_hyperparameter_tuner::GaussianProcess
• learned_optimizers::learned_hyperparameter_tuner::HyperparameterConfig
• learned_optimizers::learned_hyperparameter_tuner::HyperparameterSpace
• learned_optimizers::learned_hyperparameter_tuner::HyperparameterTuningStats
• learned_optimizers::learned_hyperparameter_tuner::LearnedHyperparameterTuner
• learned_optimizers::learned_hyperparameter_tuner::MultiFidelityEvaluator
• learned_optimizers::learned_hyperparameter_tuner::PerformanceDatabase
• learned_optimizers::learned_hyperparameter_tuner::PerformanceTrend
• learned_optimizers::learned_hyperparameter_tuner::ResourceRequirements
• learned_optimizers::meta_learning_optimizer::MetaLearningOptimizer
• learned_optimizers::meta_learning_optimizer::MetaLearningStats
• learned_optimizers::meta_learning_optimizer::TaskSpecificOptimizer
• learned_optimizers::neural_adaptive_optimizer::AdaptationController
• learned_optimizers::neural_adaptive_optimizer::AdaptationRateController
• learned_optimizers::neural_adaptive_optimizer::AdaptiveOptimizationStats
• learned_optimizers::neural_adaptive_optimizer::AdaptiveOptimizationStep
• learned_optimizers::neural_adaptive_optimizer::BoundedHistory
• learned_optimizers::neural_adaptive_optimizer::ComputationCache
• learned_optimizers::neural_adaptive_optimizer::ConfidenceEstimator
• learned_optimizers::neural_adaptive_optimizer::FeatureExtractor
• learned_optimizers::neural_adaptive_optimizer::LayerNormalization
• learned_optimizers::neural_adaptive_optimizer::NetworkArchitecture
• learned_optimizers::neural_adaptive_optimizer::NeuralAdaptiveOptimizer
• learned_optimizers::neural_adaptive_optimizer::NeuralLayer
• learned_optimizers::neural_adaptive_optimizer::OptimizationNetwork
• learned_optimizers::neural_adaptive_optimizer::OptimizationStrategy
• learned_optimizers::neural_adaptive_optimizer::OptimizationTrajectory
• learned_optimizers::neural_adaptive_optimizer::PerformancePredictor
• learned_optimizers::neural_adaptive_optimizer::ProgressIndicator
• learned_optimizers::neural_adaptive_optimizer::ProgressMonitor
• learned_optimizers::neural_adaptive_optimizer::RecurrentConnections
• learned_optimizers::neural_adaptive_optimizer::SeasonalityDetector
• learned_optimizers::neural_adaptive_optimizer::StrategySelector
• learned_optimizers::neural_adaptive_optimizer::TemporalFeatures
• learned_optimizers::neural_adaptive_optimizer::TrendAnalyzer
• learned_optimizers::neural_adaptive_optimizer::UncertaintyQuantifier
• least_squares::bounded::BoundedOptions
• least_squares::main::Options
• least_squares::robust::BisquareLoss
• least_squares::robust::CauchyLoss
• least_squares::robust::HuberLoss
• least_squares::robust::RobustOptions
• least_squares::robust::SquaredLoss
• least_squares::separable::SeparableOptions
• least_squares::separable::SeparableResult
• least_squares::sparse::SparseInfo
• least_squares::sparse::SparseMatrix
• least_squares::sparse::SparseOptions
• least_squares::sparse::SparseResult
• least_squares::total::TotalLeastSquaresOptions
• least_squares::total::TotalLeastSquaresResult
• least_squares::weighted::WeightedOptions
• ml_optimizers::ADMMOptimizer
• ml_optimizers::CoordinateDescentOptimizer
• ml_optimizers::ElasticNetOptimizer
• ml_optimizers::GroupLassoOptimizer
• ml_optimizers::LassoOptimizer
• multi_objective::algorithms::MultiObjectiveConfig
• multi_objective::algorithms::OptimizerFactory
• multi_objective::algorithms::moead::MOEAD
• multi_objective::algorithms::nsga2::NSGAII
• multi_objective::algorithms::nsga3::NSGAIII
• multi_objective::algorithms::spea2::SPEA2
• multi_objective::crossover::SimulatedBinaryCrossover
• multi_objective::crossover::UniformCrossover
• multi_objective::mutation::GaussianMutation
• multi_objective::mutation::PolynomialMutation
• multi_objective::mutation::UniformMutation
• multi_objective::selection::RandomSelection
• multi_objective::selection::RouletteWheelSelection
• multi_objective::selection::TournamentSelection
• multi_objective::selection::TruncationSelection
• multi_objective::solutions::MultiObjectiveResult
• multi_objective::solutions::MultiObjectiveSolution
• multi_objective::solutions::OptimizationMetrics
• multi_objective::solutions::Population
• multi_objective::solutions::PopulationStatistics
• neural_integration::NeuralOptimizer
• neural_integration::NeuralParameters
• neural_integration::NeuralTrainer
• neuromorphic::BasicNeuromorphicOptimizer
• neuromorphic::NeuromorphicConfig
• neuromorphic::NeuromorphicNetwork
• neuromorphic::NeuronState
• neuromorphic::SpikeEvent
• neuromorphic::event_driven::EventDrivenOptimizer
• neuromorphic::event_driven::OptimizationEvent
• neuromorphic::liquid_state_machines::LiquidStateMachine
• neuromorphic::memristive_optimization::CrossbarStats
• neuromorphic::memristive_optimization::MemristiveCrossbar
• neuromorphic::memristive_optimization::MemristiveOptimizer
• neuromorphic::memristive_optimization::Memristor
• neuromorphic::memristive_optimization::MemristorParameters
• neuromorphic::neural_ode_optimization::NeuralODE
• neuromorphic::spiking_networks::SpikingNeuralNetwork
• neuromorphic::spiking_networks::SpikingNeuron
• neuromorphic::spiking_networks::Synapse
• neuromorphic::stdp_learning::AdvancedAdvancedSTDP
• neuromorphic::stdp_learning::AdvancedSTDPNetwork
• neuromorphic::stdp_learning::NetworkStats
• neuromorphic::stdp_learning::PlasticityStats
• neuromorphic::stdp_learning::STDPLayer
• neuromorphic::stdp_learning::STDPLearningRule
• parallel::OptimizationResult
• parallel::ParallelMultiStart
• parallel::ParallelOptions
• quantum_inspired::Complex
• quantum_inspired::QuantumAnnealingSchedule
• quantum_inspired::QuantumInspiredOptimizer
• quantum_inspired::QuantumOptimizationStats
• quantum_inspired::QuantumState
• reinforcement_learning::ConvergenceMetrics
• reinforcement_learning::Experience
• reinforcement_learning::ExperienceBuffer
• reinforcement_learning::ImprovementReward
• reinforcement_learning::OptimizationState
• reinforcement_learning::RLOptimizationConfig
• reinforcement_learning::actor_critic::A2CTrainingStats
• reinforcement_learning::actor_critic::ActorNetwork
• reinforcement_learning::actor_critic::AdvantageActorCriticOptimizer
• reinforcement_learning::actor_critic::CriticNetwork
• reinforcement_learning::bandit_optimization::BanditOptimizer
• reinforcement_learning::evolutionary_strategies::EvolutionaryStrategy
• reinforcement_learning::meta_learning::MetaLearningOptimizer
• reinforcement_learning::policy_gradient::AdvancedAdvancedPolicyGradientOptimizer
• reinforcement_learning::policy_gradient::CurriculumController
• reinforcement_learning::policy_gradient::LearningMetrics
• reinforcement_learning::policy_gradient::MetaExperienceBuffer
• reinforcement_learning::policy_gradient::MetaGradients
• reinforcement_learning::policy_gradient::MetaLearningStats
• reinforcement_learning::policy_gradient::MetaPolicyNetwork
• reinforcement_learning::policy_gradient::MetaTrajectory
• reinforcement_learning::q_learning_optimization::QLearningOptimizer
• result::OptimizeResults
• roots::Options
• scalar::Options
• scalar::ScalarOptimizeResult
• self_tuning::AdaptationResult
• self_tuning::ParameterChange
• self_tuning::PerformanceMetrics
• self_tuning::SelfTuningConfig
• self_tuning::SelfTuningOptimizer
• self_tuning::TunableParameter
• simd_ops::SimdConfig
• simd_ops::SimdVectorOps
• sparse_numdiff::finite_diff::SparseFiniteDiffOptions
• stochastic::BatchGradientWrapper
• stochastic::InMemoryDataProvider
• stochastic::StochasticOptions
• stochastic::adam::AdamOptions
• stochastic::adamw::AdamWOptions
• stochastic::momentum::MomentumOptions
• stochastic::rmsprop::RMSPropOptions
• stochastic::sgd::SGDOptions
• streaming::LinearRegressionObjective
• streaming::LogisticRegressionObjective
• streaming::StreamingConfig
• streaming::StreamingDataPoint
• streaming::StreamingStats
• streaming::advanced_adaptive_streaming::AdvancedAdaptiveStreamingOptimizer
• streaming::incremental_newton::IncrementalNewton
• streaming::online_gradient_descent::AdvancedAdvancedDistributedOnlineGD
• streaming::online_gradient_descent::ByzantineEvidence
• streaming::online_gradient_descent::ByzantineFaultDetector
• streaming::online_gradient_descent::ConsensusVotingState
• streaming::online_gradient_descent::DelayedUpdate
• streaming::online_gradient_descent::DistributedConsensusNode
• streaming::online_gradient_descent::DistributedOptimizationStats
• streaming::online_gradient_descent::FederatedAveragingState
• streaming::online_gradient_descent::NetworkSynchronizationState
• streaming::online_gradient_descent::NetworkTopology
• streaming::real_time_estimation::RealTimeEstimator
• streaming::rolling_window::RollingWindowOptimizer
• streaming::streaming_trust_region::StreamingTrustRegion
• unconstrained::Bounds
• unconstrained::Options
• unconstrained::adaptive_convergence::AdaptationStats
• unconstrained::adaptive_convergence::AdaptiveToleranceOptions
• unconstrained::adaptive_convergence::AdaptiveToleranceState
• unconstrained::adaptive_convergence::ConvergenceStatus
• unconstrained::advanced_line_search::AdvancedLineSearchOptions
• unconstrained::advanced_line_search::LineSearchResult
• unconstrained::advanced_line_search::LineSearchStats
• unconstrained::advanced_line_search::NonMonotoneState
• unconstrained::callback_diagnostics::CallbackInfo
• unconstrained::callback_diagnostics::DiagnosticOptimizer
• unconstrained::convergence_diagnostics::ConditioningAnalysis
• unconstrained::convergence_diagnostics::ConvergenceAnalysis
• unconstrained::convergence_diagnostics::ConvergenceDiagnostics
• unconstrained::convergence_diagnostics::ConvergenceMetrics
• unconstrained::convergence_diagnostics::DiagnosticCollector
• unconstrained::convergence_diagnostics::DiagnosticOptions
• unconstrained::convergence_diagnostics::DiagnosticWarning
• unconstrained::convergence_diagnostics::EfficiencyMetrics
• unconstrained::convergence_diagnostics::IterationDiagnostic
• unconstrained::convergence_diagnostics::LineSearchDiagnostic
• unconstrained::convergence_diagnostics::PerformanceMetrics
• unconstrained::convergence_diagnostics::ProblemAnalysis
• unconstrained::convergence_diagnostics::StagnationAnalysis
• unconstrained::efficient_sparse::EfficientSparseOptions
• unconstrained::efficient_sparse::SparsityInfo
• unconstrained::memory_efficient::MemoryOptions
• unconstrained::memory_efficient_sparse::AdvancedScaleOptions
• unconstrained::result::OptimizeResult
• unconstrained::robust_convergence::RobustConvergenceOptions
• unconstrained::robust_convergence::RobustConvergenceResult
• unconstrained::robust_convergence::RobustConvergenceState
• unconstrained::simd_bfgs::SimdBfgsOptions
• unconstrained::sparse_optimization::SparseOptimizationOptions
• unconstrained::strong_wolfe::StrongWolfeOptions
• unconstrained::strong_wolfe::StrongWolfeResult
• unconstrained::subspace_methods::SubspaceOptions
• unconstrained::truncated_newton::TruncatedNewtonOptions
• unified_pipeline::UnifiedOptimizationConfig
• unified_pipeline::UnifiedOptimizationResults
• unified_pipeline::UnifiedOptimizer
• visualization::OptimizationTrajectory
• visualization::OptimizationVisualizer
• visualization::VisualizationConfig
• visualization::tracking::TrajectoryTracker

Enums

• advanced_coordinator::AdvancedStrategy
• automatic_differentiation::ADMode
• automatic_differentiation::tape::BinaryOpType
• automatic_differentiation::tape::TapeNode
• automatic_differentiation::tape::UnaryOpType
• constrained::ConstraintKind
• constrained::Method
• distributed::DistributionStrategy
• distributed::ReductionOp
• distributed_gpu::GpuCommunicationStrategy
• error::OptimizeError
• global::AcquisitionFunctionType
• global::ClusteringAlgorithm
• global::InitialPointGenerator
• global::KernelType
• global::Parameter
• global::StartPointStrategy
• global::StartingPointStrategy
• gpu::GpuPrecision
• gpu::acceleration::AccelerationStrategy
• gpu::acceleration::AlgorithmSpecificState
• gpu::acceleration::SelectionStrategy
• gpu::acceleration::SimdLevel
• gpu::acceleration::SwarmAlgorithm
• gpu::acceleration::TopologyType
• gpu::memory_management::utils::AllocationStrategy
• jit_optimization::FunctionPattern
• learned_optimizers::ActivationType
• learned_optimizers::ParameterDistribution
• learned_optimizers::adaptive_nas_system::ConnectionType
• learned_optimizers::adaptive_nas_system::HessianApprox
• learned_optimizers::adaptive_nas_system::LayerType
• learned_optimizers::adaptive_nas_system::LineSearchMethod
• learned_optimizers::adaptive_nas_system::NormalizationType
• learned_optimizers::adaptive_nas_system::OptimizerComponent
• learned_optimizers::adaptive_nas_system::SkipType
• learned_optimizers::few_shot_learning_enhancement::AdaptationStrategy
• learned_optimizers::few_shot_learning_enhancement::DirectionComputation
• learned_optimizers::few_shot_learning_enhancement::DistanceMetric
• learned_optimizers::few_shot_learning_enhancement::StepSizeSchedule
• learned_optimizers::learned_hyperparameter_tuner::AcquisitionFunction
• learned_optimizers::learned_hyperparameter_tuner::CorrelationMethod
• learned_optimizers::learned_hyperparameter_tuner::DependencyCondition
• learned_optimizers::learned_hyperparameter_tuner::FidelitySelectionStrategy
• learned_optimizers::learned_hyperparameter_tuner::KernelFunction
• learned_optimizers::learned_hyperparameter_tuner::MeanFunction
• learned_optimizers::learned_hyperparameter_tuner::OptimizationStrategy
• learned_optimizers::learned_hyperparameter_tuner::ParameterScale
• learned_optimizers::learned_hyperparameter_tuner::ParameterValue
• learned_optimizers::neural_adaptive_optimizer::ProgressState
• learned_optimizers::neural_adaptive_optimizer::UncertaintyMethod
• least_squares::main::Method
• least_squares::separable::LinearSolver
• least_squares::total::TLSMethod
• multi_objective::algorithms::MultiObjectiveOptimizerWrapper
• neuromorphic::event_driven::EventType
• neuromorphic::memristive_optimization::MemristorModel
• quantum_inspired::CoolingSchedule
• reinforcement_learning::OptimizationAction
• reinforcement_learning::actor_critic::ActivationType
• roots::Method
• scalar::Method
• self_tuning::AdaptationStrategy
• self_tuning::ParameterValue
• stochastic::LearningRateSchedule
• stochastic::StochasticMethod
• streaming::incremental_newton::IncrementalNewtonMethod
• streaming::online_gradient_descent::ConsensusMessage
• streaming::real_time_estimation::RealTimeMethod
• unconstrained::Method
• unconstrained::advanced_line_search::InterpolationStrategy
• unconstrained::advanced_line_search::LineSearchMethod
• unconstrained::callback_diagnostics::CallbackResult
• unconstrained::convergence_diagnostics::ConvergencePhase
• unconstrained::convergence_diagnostics::ConvergenceRate
• unconstrained::convergence_diagnostics::ExportFormat
• unconstrained::convergence_diagnostics::ProblemDifficulty
• unconstrained::convergence_diagnostics::ProblemFeature
• unconstrained::convergence_diagnostics::StagnationType
• unconstrained::convergence_diagnostics::WarningSeverity
• unconstrained::quasi_newton::UpdateFormula
• unconstrained::subspace_methods::SubspaceMethod
• unconstrained::truncated_newton::Preconditioner
• visualization::ColorScheme
• visualization::OutputFormat

Traits

• automatic_differentiation::AutoDiffFunction
• automatic_differentiation::dual_numbers::DualNumber
• distributed::MPIInterface
• gpu::GpuFunction
• learned_optimizers::LearnedOptimizer
• least_squares::robust::RobustLoss
• multi_objective::algorithms::MultiObjectiveOptimizer
• multi_objective::crossover::CrossoverOperator
• multi_objective::mutation::MutationOperator
• multi_objective::selection::SelectionOperator
• neuromorphic::NeuromorphicOptimizer
• reinforcement_learning::RLOptimizer
• reinforcement_learning::RewardFunction
• stochastic::DataProvider
• stochastic::StochasticGradientFunction
• streaming::StreamingObjective
• streaming::StreamingOptimizer

Functions

• advanced_coordinator::advanced_optimize
• advanced_coordinator::placeholder
• automatic_differentiation::autodiff
• automatic_differentiation::create_ad_gradient
• automatic_differentiation::create_ad_hessian
• automatic_differentiation::dual_numbers::create_dual_variables
• automatic_differentiation::dual_numbers::create_multi_dual_variables
• automatic_differentiation::forward_mode::forward_gradient
• automatic_differentiation::forward_mode::forward_gradient_multi
• automatic_differentiation::forward_mode::forward_hessian_diagonal
• automatic_differentiation::forward_mode::forward_hessian_diagonal_exact
• automatic_differentiation::forward_mode::forward_jacobian
• automatic_differentiation::forward_mode::is_forward_mode_efficient
• automatic_differentiation::optimize_ad_mode
• automatic_differentiation::reverse_mode::abs
• automatic_differentiation::reverse_mode::add
• automatic_differentiation::reverse_mode::cos
• automatic_differentiation::reverse_mode::div
• automatic_differentiation::reverse_mode::exp
• automatic_differentiation::reverse_mode::is_reverse_mode_efficient
• automatic_differentiation::reverse_mode::leaky_relu
• automatic_differentiation::reverse_mode::ln
• automatic_differentiation::reverse_mode::mul
• automatic_differentiation::reverse_mode::powi
• automatic_differentiation::reverse_mode::relu
• automatic_differentiation::reverse_mode::reverse_gauss_newton_hessian
• automatic_differentiation::reverse_mode::reverse_gauss_newton_hessian_ad
• automatic_differentiation::reverse_mode::reverse_gradient
• automatic_differentiation::reverse_mode::reverse_gradient_ad
• automatic_differentiation::reverse_mode::reverse_gradient_with_tape
• automatic_differentiation::reverse_mode::reverse_hessian
• automatic_differentiation::reverse_mode::reverse_hessian_ad
• automatic_differentiation::reverse_mode::reverse_vjp
• automatic_differentiation::reverse_mode::reverse_vjp_ad
• automatic_differentiation::reverse_mode::sigmoid
• automatic_differentiation::reverse_mode::sin
• automatic_differentiation::reverse_mode::sqrt
• automatic_differentiation::reverse_mode::sub
• automatic_differentiation::reverse_mode::tan
• automatic_differentiation::reverse_mode::tanh
• benchmarking::benchmark_suites::comprehensive_benchmark
• benchmarking::benchmark_suites::quick_benchmark
• benchmarking::benchmark_suites::scalability_benchmark
• benchmarking::test_functions::ackley
• benchmarking::test_functions::get_bounds
• benchmarking::test_functions::get_global_optimum
• benchmarking::test_functions::griewank
• benchmarking::test_functions::levy
• benchmarking::test_functions::rastrigin
• benchmarking::test_functions::rosenbrock
• benchmarking::test_functions::schwefel
• benchmarking::test_functions::sphere
• constrained::augmented_lagrangian::minimize_augmented_lagrangian
• constrained::augmented_lagrangian::minimize_equality_constrained
• constrained::augmented_lagrangian::minimize_inequality_constrained
• constrained::cobyla::minimize_cobyla
• constrained::interior_point::minimize_interior_point
• constrained::interior_point::minimize_interior_point_constrained
• constrained::minimize_constrained
• constrained::slsqp::minimize_slsqp
• constrained::trust_constr::minimize_trust_constr
• global::basinhopping
• global::bayesian_optimization
• global::differential_evolution
• global::dual_annealing
• global::generate_diverse_start_points
• global::multi_start
• global::multi_start_with_clustering
• global::particle_swarm
• global::simulated_annealing
• gpu::acceleration::advanced_parallel_swarm_optimize
• gpu::cuda_kernels::placeholder
• gpu::memory_management::utils::calculate_allocation_strategy
• gpu::memory_management::utils::check_memory_availability
• gpu::memory_management::utils::estimate_memory_usage
• gpu::utils::create_optimal_config
• gpu::utils::estimate_optimal_batch_size
• gpu::utils::should_use_gpu
• jit_optimization::optimize_function
• learned_optimizers::adaptive_nas_system::nas_optimize
• learned_optimizers::adaptive_nas_system::placeholder
• learned_optimizers::adaptive_transformer_enhancement::placeholder
• learned_optimizers::adaptive_transformer_enhancement::transformer_optimize
• learned_optimizers::few_shot_learning_enhancement::few_shot_optimize
• learned_optimizers::few_shot_learning_enhancement::placeholder
• learned_optimizers::learned_hyperparameter_tuner::hyperparameter_tuning_optimize
• learned_optimizers::learned_hyperparameter_tuner::placeholder
• learned_optimizers::learned_optimize
• learned_optimizers::meta_learning_optimizer::meta_learning_optimize
• learned_optimizers::meta_learning_optimizer::placeholder
• learned_optimizers::neural_adaptive_optimizer::neural_adaptive_optimize
• learned_optimizers::neural_adaptive_optimizer::placeholder
• learned_optimizers::placeholder
• least_squares::bounded::bounded_least_squares
• least_squares::main::least_squares
• least_squares::robust::robust_least_squares
• least_squares::separable::separable_least_squares
• least_squares::sparse::lsqr
• least_squares::sparse::sparse_least_squares
• least_squares::total::total_least_squares
• least_squares::weighted::weighted_least_squares
• ml_optimizers::ml_problems::elastic_net_regression
• ml_optimizers::ml_problems::group_lasso_regression
• ml_optimizers::ml_problems::lasso_regression
• multi_objective::algorithms::utils::apply_bounds
• multi_objective::algorithms::utils::calculate_convergence
• multi_objective::algorithms::utils::calculate_hypervolume
• multi_objective::algorithms::utils::calculate_spacing
• multi_objective::algorithms::utils::generate_das_dennis_points
• multi_objective::algorithms::utils::generate_random_population
• multi_objective::indicators::generational_distance
• multi_objective::indicators::hypervolume
• multi_objective::indicators::igd
• multi_objective::indicators::spacing
• multi_objective::nsga2
• multi_objective::nsga3
• multi_objective::optimize
• neural_integration::optimizers::adam
• neural_integration::optimizers::adamw
• neural_integration::optimizers::sgd
• neuromorphic::event_driven::event_driven_optimize
• neuromorphic::event_driven::placeholder
• neuromorphic::liquid_state_machines::lsm_optimize
• neuromorphic::liquid_state_machines::placeholder
• neuromorphic::memristive_optimization::advanced_memristive_optimization
• neuromorphic::memristive_optimization::memristive_gradient_descent
• neuromorphic::memristive_optimization::memristive_neural_optimizer
• neuromorphic::neural_ode_optimization::neural_ode_optimize
• neuromorphic::neural_ode_optimization::placeholder
• neuromorphic::neuromorphic_optimize
• neuromorphic::stdp_learning::advanced_stdp_optimize
• neuromorphic::stdp_learning::placeholder
• neuromorphic::stdp_learning::stdp_optimize
• parallel::parallel_evaluate_batch
• parallel::parallel_finite_diff_gradient
• parallel::parallel_finite_diff_hessian
• parallel::parallel_line_search
• quantum_inspired::quantum_optimize
• quantum_inspired::quantum_particle_swarm_optimize
• reinforcement_learning::actor_critic::actor_critic_optimize
• reinforcement_learning::actor_critic::placeholder
• reinforcement_learning::bandit_optimization::bandit_optimize
• reinforcement_learning::bandit_optimization::placeholder
• reinforcement_learning::evolutionary_strategies::evolutionary_optimize
• reinforcement_learning::evolutionary_strategies::placeholder
• reinforcement_learning::meta_learning::meta_learning_optimize
• reinforcement_learning::meta_learning::placeholder
• reinforcement_learning::policy_gradient::advanced_advanced_policy_gradient_optimize
• reinforcement_learning::policy_gradient::placeholder
• reinforcement_learning::policy_gradient::policy_gradient_optimize
• reinforcement_learning::q_learning_optimization::placeholder
• reinforcement_learning::utils::apply_action
• reinforcement_learning::utils::create_state
• reinforcement_learning::utils::should_terminate
• roots::root
• roots_anderson::root_anderson
• roots_anderson::solve_least_squares
• roots_krylov::root_krylov
• scalar::minimize_scalar
• self_tuning::presets::bfgs_parameters
• self_tuning::presets::differential_evolution_config
• self_tuning::presets::differential_evolution_parameters
• self_tuning::presets::gradient_based_config
• self_tuning::presets::particle_swarm_config
• sparse_numdiff::coloring::determine_column_groups
• sparse_numdiff::compression::compress_hessian_pattern
• sparse_numdiff::compression::compress_jacobian_pattern
• sparse_numdiff::compression::reconstruct_hessian
• sparse_numdiff::compression::reconstruct_hessian_central_diff
• sparse_numdiff::compression::reconstruct_jacobian
• sparse_numdiff::finite_diff::compute_step_sizes
• sparse_numdiff::hessian::sparse_hessian
• sparse_numdiff::jacobian::sparse_jacobian
• stochastic::adam::minimize_adam
• stochastic::adam::minimize_adam_with_warmup
• stochastic::adamw::minimize_adamw
• stochastic::adamw::minimize_adamw_cosine_restarts
• stochastic::clip_gradients
• stochastic::create_stochastic_options_for_problem
• stochastic::generate_batch_indices
• stochastic::minimize_stochastic
• stochastic::momentum::minimize_adaptive_momentum
• stochastic::momentum::minimize_heavy_ball
• stochastic::momentum::minimize_sgd_momentum
• stochastic::rmsprop::minimize_graves_rmsprop
• stochastic::rmsprop::minimize_rmsprop
• stochastic::sgd::minimize_mini_batch_sgd
• stochastic::sgd::minimize_sgd
• stochastic::sgd::minimize_svrg
• stochastic::update_learning_rate
• streaming::advanced_adaptive_streaming::create_advanced_adaptive_optimizer
• streaming::advanced_adaptive_streaming::placeholder
• streaming::incremental_newton::incremental_bfgs
• streaming::incremental_newton::incremental_lbfgs
• streaming::incremental_newton::incremental_lbfgs_linear_regression
• streaming::online_gradient_descent::distributed_online_linear_regression
• streaming::online_gradient_descent::distributed_online_logistic_regression
• streaming::online_gradient_descent::online_linear_regression
• streaming::online_gradient_descent::online_logistic_regression
• streaming::real_time_estimation::exponentially_weighted_rls
• streaming::real_time_estimation::kalman_filter_estimator
• streaming::real_time_estimation::real_time_linear_regression
• streaming::real_time_estimation::recursive_least_squares
• streaming::rolling_window::rolling_window_gradient_descent
• streaming::rolling_window::rolling_window_least_squares
• streaming::rolling_window::rolling_window_linear_regression
• streaming::rolling_window::rolling_window_weighted_least_squares
• streaming::streaming_trust_region::streaming_trust_region_linear_regression
• streaming::streaming_trust_region::streaming_trust_region_logistic_regression
• streaming::utils::adaptive_learning_rate
• streaming::utils::check_convergence
• streaming::utils::ewma_update
• unconstrained::adaptive_convergence::check_convergence_adaptive
• unconstrained::adaptive_convergence::create_adaptive_options_for_problem
• unconstrained::advanced_line_search::advanced_line_search
• unconstrained::advanced_line_search::create_non_monotone_state
• unconstrained::bfgs::minimize_bfgs
• unconstrained::callback_diagnostics::minimize_with_diagnostics
• unconstrained::callback_diagnostics::optimize_with_diagnostics
• unconstrained::conjugate_gradient::compute_line_bounds
• unconstrained::conjugate_gradient::minimize_conjugate_gradient
• unconstrained::efficient_sparse::minimize_efficient_sparse_newton
• unconstrained::lbfgs::minimize_lbfgs
• unconstrained::lbfgs::minimize_lbfgsb
• unconstrained::line_search::backtracking_line_search
• unconstrained::line_search::bracketing_line_search
• unconstrained::line_search::strong_wolfe_line_search
• unconstrained::memory_efficient::create_memory_efficient_optimizer
• unconstrained::memory_efficient::minimize_memory_efficient_lbfgs
• unconstrained::memory_efficient_sparse::create_advanced_scale_optimizer
• unconstrained::memory_efficient_sparse::minimize_advanced_scale
• unconstrained::minimize
• unconstrained::nelder_mead::minimize_nelder_mead
• unconstrained::newton::minimize_newton_cg
• unconstrained::powell::minimize_powell
• unconstrained::quasi_newton::minimize_dfp
• unconstrained::quasi_newton::minimize_quasi_newton
• unconstrained::quasi_newton::minimize_sr1
• unconstrained::robust_convergence::create_robust_options_for_problem
• unconstrained::simd_bfgs::minimize_simd_bfgs
• unconstrained::simd_bfgs::minimize_simd_bfgs_default
• unconstrained::sparse_optimization::auto_detect_sparsity
• unconstrained::sparse_optimization::compute_sparse_gradient
• unconstrained::sparse_optimization::minimize_sparse_bfgs
• unconstrained::strong_wolfe::create_strong_wolfe_options_for_method
• unconstrained::strong_wolfe::strong_wolfe_line_search
• unconstrained::subspace_methods::minimize_adaptive_subspace
• unconstrained::subspace_methods::minimize_block_coordinate_descent
• unconstrained::subspace_methods::minimize_cyclical_coordinate_descent
• unconstrained::subspace_methods::minimize_random_coordinate_descent
• unconstrained::subspace_methods::minimize_random_subspace
• unconstrained::subspace_methods::minimize_subspace
• unconstrained::truncated_newton::minimize_truncated_newton
• unconstrained::truncated_newton::minimize_trust_region_newton
• unconstrained::trust_region::minimize_trust_exact
• unconstrained::trust_region::minimize_trust_krylov
• unconstrained::trust_region::minimize_trust_ncg
• unconstrained::utils::array_diff_norm
• unconstrained::utils::check_convergence
• unconstrained::utils::clip_step
• unconstrained::utils::finite_difference_gradient
• unconstrained::utils::finite_difference_hessian
• unconstrained::utils::initial_step_size
• unconstrained::utils::to_array_view
• unified_pipeline::presets::distributed_gpuconfig
• unified_pipeline::presets::interactiveconfig
• unified_pipeline::presets::large_scaleconfig

Type Aliases

• constrained::ConstraintFn
• error::OptimizeResult
• error::ScirsError
• error::ScirsResult
• gpu::OptimGpuArray
• gpu::memory_management::OptimGpuArray
• gpu::memory_management::OptimGpuBuffer
• multi_objective::crossover::SBX
• multi_objective::solutions::Solution
• sparse_numdiff::compression::CompressedJacobianPattern
• unconstrained::callback_diagnostics::OptimizationCallback