List of all items

Structs

• advanced_array_ops::ArrayStats
• advanced_array_ops::MatrixOps
• advanced_array_ops::MemoryOps
• advanced_benchmarking::AdvancedBenchmarkRunner
• advanced_benchmarking::AnalyzerConfig
• advanced_benchmarking::BenchmarkConfig
• advanced_benchmarking::BenchmarkHistory
• advanced_benchmarking::BenchmarkReport
• advanced_benchmarking::BenchmarkResult
• advanced_benchmarking::HistoricalSummary
• advanced_benchmarking::MemoryStats
• advanced_benchmarking::PerformanceBaseline
• advanced_benchmarking::RegressionAnalyzer
• advanced_benchmarking::RegressionReport
• algorithm_markers::category_system::AlgorithmCategory
• algorithm_markers::category_system::CategoricalDataType
• algorithm_markers::category_system::ClassificationProblem
• algorithm_markers::category_system::ClusteringProblem
• algorithm_markers::category_system::CpuCompute
• algorithm_markers::category_system::DeterministicModel
• algorithm_markers::category_system::DimensionalityReductionProblem
• algorithm_markers::category_system::GpuCompute
• algorithm_markers::category_system::MixedDataType
• algorithm_markers::category_system::NonParametricModel
• algorithm_markers::category_system::NumericalDataType
• algorithm_markers::category_system::ParallelCompute
• algorithm_markers::category_system::ParametricModel
• algorithm_markers::category_system::ProbabilisticModel
• algorithm_markers::category_system::RegressionProblem
• algorithm_markers::category_system::Reinforcement
• algorithm_markers::category_system::SemiSupervised
• algorithm_markers::category_system::SequentialCompute
• algorithm_markers::category_system::Supervised
• algorithm_markers::category_system::Unsupervised
• api_analyzers::ApiVisualizationEngine
• api_analyzers::CrossReferenceBuilder
• api_analyzers::ExampleValidator
• api_analyzers::TraitAnalyzer
• api_analyzers::TypeExtractor
• api_analyzers::VisualizationTemplate
• api_data_structures::ApiMetadata
• api_data_structures::ApiReference
• api_data_structures::ApiVisualization
• api_data_structures::ApiVisualizationData
• api_data_structures::AssociatedType
• api_data_structures::AutoCompleteEngine
• api_data_structures::CodeExample
• api_data_structures::CompletionNode
• api_data_structures::CompletionStats
• api_data_structures::CrateInfo
• api_data_structures::EnhancedSearchIndex
• api_data_structures::ExampleVisualization
• api_data_structures::ExecutionResult
• api_data_structures::FieldInfo
• api_data_structures::InteractiveDocumentation
• api_data_structures::InteractiveElement
• api_data_structures::InteractiveTutorial
• api_data_structures::LiveCodeExample
• api_data_structures::MethodInfo
• api_data_structures::ParameterInfo
• api_data_structures::SearchAnalytics
• api_data_structures::SearchIndex
• api_data_structures::SearchItem
• api_data_structures::SearchMetadata
• api_data_structures::SearchPerformanceMetrics
• api_data_structures::SemanticModelConfig
• api_data_structures::SemanticSearchEngine
• api_data_structures::SimilaritySearchEngine
• api_data_structures::TraitInfo
• api_data_structures::TutorialStep
• api_data_structures::TutorialTemplate
• api_data_structures::TypeInfo
• api_data_structures::TypeSearchEngine
• api_data_structures::TypeSignature
• api_data_structures::UIComponent
• api_data_structures::UsagePattern
• api_data_structures::UsagePatternSearchEngine
• api_data_structures::VisualizationConfig
• api_data_structures::VisualizationEdge
• api_data_structures::VisualizationNode
• api_data_structures::WasmBinding
• api_data_structures::WasmMethod
• api_data_structures::WasmPlayground
• api_formatters::ApiReferenceGenerator
• api_formatters::DocumentFormatter
• api_generator_config::GeneratorConfig
• api_generator_config::PlaygroundConfig
• api_generator_config::ThemeConfig
• api_generator_config::ValidationConfig
• async_traits::AdaptationConfig
• async_traits::AdaptationInfo
• async_traits::AsyncConfig
• async_traits::CancellationToken
• async_traits::ConfidenceInterval
• async_traits::EarlyStoppingConfig
• async_traits::OptimizationConfig
• async_traits::OptimizationResult
• async_traits::ParameterDependency
• async_traits::ParameterSpace
• async_traits::ProgressInfo
• auto_benchmark_generation::AnalysisReport
• auto_benchmark_generation::AutoBenchmarkConfig
• auto_benchmark_generation::Baseline
• auto_benchmark_generation::BenchmarkExecutor
• auto_benchmark_generation::BenchmarkGenerator
• auto_benchmark_generation::BenchmarkResult
• auto_benchmark_generation::ComplexityModel
• auto_benchmark_generation::GeneratedBenchmark
• auto_benchmark_generation::MeasurementPrecision
• auto_benchmark_generation::OptimizationRecommendation
• auto_benchmark_generation::PerformanceEstimate
• auto_benchmark_generation::PerformanceModel
• auto_benchmark_generation::PerformanceTargets
• auto_benchmark_generation::RegressionAlert
• auto_benchmark_generation::RegressionDetectionConfig
• auto_benchmark_generation::RegressionDetector
• auto_benchmark_generation::ScalingAnalysis
• auto_benchmark_generation::ScalingDimension
• auto_benchmark_generation::StatisticalConfig
• autodiff::AutodiffConfig
• autodiff::ComputationNode
• autodiff::ComputationTape
• autodiff::Dual
• autodiff::Variable
• autodiff::VariableId
• benchmarking::AccuracyComparison
• benchmarking::AlgorithmBenchmark
• benchmarking::AutomatedBenchmarkRunner
• benchmarking::BenchmarkConfig
• benchmarking::BenchmarkResults
• benchmarking::BenchmarkRunResult
• benchmarking::BenchmarkSuite
• benchmarking::CacheAnalysis
• benchmarking::CacheAnalyzer
• benchmarking::CacheSizes
• benchmarking::CacheStats
• benchmarking::CompilerInfo
• benchmarking::CpuInfo
• benchmarking::CrossPlatformBenchmarkResult
• benchmarking::CrossPlatformValidator
• benchmarking::HardwareCounters
• benchmarking::HardwareMetrics
• benchmarking::HardwareSnapshot
• benchmarking::MemoryAnalysis
• benchmarking::MemoryInfo
• benchmarking::MemoryStatistics
• benchmarking::MemoryTracker
• benchmarking::PerformanceProfiler
• benchmarking::PlatformAnalysis
• benchmarking::PlatformInfo
• benchmarking::ProfileResult
• benchmarking::TimingAnalysis
• benchmarking::TimingStatistics
• code_coverage::BranchCoverage
• code_coverage::CICoverageResult
• code_coverage::CIDConfig
• code_coverage::CoverageCI
• code_coverage::CoverageCollector
• code_coverage::CoverageConfig
• code_coverage::CoverageRecommendation
• code_coverage::CoverageReport
• code_coverage::CoverageSummary
• code_coverage::CoverageTrends
• code_coverage::FileCoverage
• code_coverage::FunctionCoverage
• code_coverage::HistoricalCoveragePoint
• code_coverage::LineCoverage
• code_coverage::QualityGateFailure
• code_coverage::QualityGateWarning
• code_coverage::QualityGatesResult
• code_coverage::RawCoverageData
• compatibility::numpy::NumpyArray
• compatibility::pandas::DataFrame
• compatibility::pytorch::TensorMetadata
• compatibility::serialization::CrossPlatformModel
• compatibility::sklearn::FittedScikitLearnModel
• compatibility::sklearn::ScikitLearnModel
• compile_time_macros::BaselineConfig
• compile_time_macros::BenchmarkConfig
• compile_time_macros::BenchmarkDimension
• compile_time_macros::ComplexityAnalysis
• compile_time_macros::CorrectnessProof
• compile_time_macros::DimensionConstraint
• compile_time_macros::DimensionVerificationInput
• compile_time_macros::ErrorBounds
• compile_time_macros::ErrorPropagation
• compile_time_macros::GeneratedBenchmark
• compile_time_macros::ImprovementMetrics
• compile_time_macros::MathematicalProperty
• compile_time_macros::MathematicalVerification
• compile_time_macros::ModelProperty
• compile_time_macros::ModelPropertyVerifier
• compile_time_macros::ModelVerificationInput
• compile_time_macros::OptimizationSuggestion
• compile_time_macros::PerformanceConstraints
• compile_time_macros::PerformanceExpectation
• compile_time_macros::PerformanceTargets
• compile_time_macros::PerformanceValidationInput
• compile_time_macros::PrecisionRequirements
• compile_time_macros::PropertyVerificationResult
• compile_time_macros::RegressionTest
• compile_time_macros::ScalingCoefficients
• compile_time_macros::SourceLocation
• compile_time_macros::StabilityAnalysis
• compile_time_macros::TestCase
• compile_time_macros::TestConditions
• compile_time_macros::VerificationConfig
• compile_time_macros::VerificationEngine
• compile_time_macros::VerificationError
• compile_time_macros::VerificationResult
• compile_time_macros::VerificationWarning
• compile_time_validation::CoordinateDescentSolver
• compile_time_validation::ElasticNetRegularization
• compile_time_validation::FixedArray
• compile_time_validation::L1Regularization
• compile_time_validation::L2Regularization
• compile_time_validation::LBFGSSolver
• compile_time_validation::LinearRegressionConfig
• compile_time_validation::LinearRegressionConfigBuilder
• compile_time_validation::PositiveValidator
• compile_time_validation::ProbabilityValidator
• compile_time_validation::RangeValidator
• compile_time_validation::SGDSolver
• compile_time_validation::Unvalidated
• compile_time_validation::ValidatedConfig
• compile_time_validation::ValidatedState
• compile_time_validation::ValidationState
• contribution::AlgorithmicCriteria
• contribution::CodeQualityCriteria
• contribution::ContributionChecker
• contribution::ContributionConfig
• contribution::ContributionResult
• contribution::ContributionWorkflow
• contribution::DocumentationCriteria
• contribution::GateResult
• contribution::PerformanceCriteria
• contribution::QualityGate
• contribution::ReviewCriteria
• contribution::TestingCriteria
• contribution::WorkflowStep
• dataset::builder::DatasetBuilder
• dataset::builder::HasData
• dataset::builder::HasTarget
• dataset::builder::NoData
• dataset::builder::NoTarget
• dataset::core::Dataset
• dependency_audit::DependencyAudit
• dependency_audit::DependencyInfo
• dependency_audit::DependencyMetrics
• dependency_audit::DependencyRecommendation
• dependency_audit::DependencyReport
• dependency_audit::DependencyUpdater
• dependency_audit::LicenseChecker
• dependency_audit::LicenseDependencySummary
• dependency_audit::LicenseInfo
• dependency_audit::LicenseReport
• dependency_audit::SecurityAdvisory
• dependency_audit::UpdateRecommendation
• dependency_audit::UpdaterConfig
• dependent_types::CompatibleDims
• dependent_types::EQ
• dependent_types::FixedArray
• dependent_types::GT
• dependent_types::IndexedDataset
• dependent_types::IsEven
• dependent_types::LT
• dependent_types::LVec
• dependent_types::Matrix
• dependent_types::Proof
• dependent_types::S
• dependent_types::Sigma
• dependent_types::Z
• derive_macros::DeriveMacros
• distributed::ClusterCheckpoint
• distributed::ClusterConfiguration
• distributed::ClusterHealth
• distributed::ClusterResourceUtilization
• distributed::DefaultDistributedCluster
• distributed::DistributedLinearRegression
• distributed::DistributedMessage
• distributed::DistributedNumericalDataset
• distributed::DistributedPartition
• distributed::DistributedTrainingConfig
• distributed::DistributedTrainingProgress
• distributed::FaultToleranceCheckpoint
• distributed::GpuDevice
• distributed::IntegrityReport
• distributed::NodeCheckpoint
• distributed::NodeHealth
• distributed::NodeId
• distributed::NodeResources
• distributed::NodeTrainingStats
• distributed::PartitionMetadata
• distributed_algorithms::BFTConfig
• distributed_algorithms::ByzantineFaultTolerant
• distributed_algorithms::ClientStats
• distributed_algorithms::DataPartition
• distributed_algorithms::DistributedConfig
• distributed_algorithms::DistributedLinearRegression
• distributed_algorithms::DistributedTrainingStats
• distributed_algorithms::FederatedClient
• distributed_algorithms::FederatedConfig
• distributed_algorithms::FederatedLearning
• distributed_algorithms::LoadBalancer
• distributed_algorithms::ModelParameters
• distributed_algorithms::ParameterMetadata
• distributed_algorithms::ParameterServer
• distributed_algorithms::PrivacyMechanism
• distributed_algorithms::WorkerLoad
• distributed_algorithms::WorkerNode
• distributed_algorithms::WorkerStats
• dsl_impl::advanced_optimizations::AdvancedPipelineOptimizer
• dsl_impl::advanced_optimizations::ExecutionMetrics
• dsl_impl::advanced_optimizations::OptimizationMetadata
• dsl_impl::advanced_optimizations::OptimizationPass
• dsl_impl::advanced_optimizations::OptimizationProfiler
• dsl_impl::advanced_optimizations::OptimizationRecommendation
• dsl_impl::advanced_optimizations::OptimizationResult
• dsl_impl::advanced_optimizations::OptimizerConfig
• dsl_impl::advanced_optimizations::PerformanceDataPoint
• dsl_impl::dsl_types::CrossValidationConfig
• dsl_impl::dsl_types::EarlyStoppingConfig
• dsl_impl::dsl_types::FeatureDefinition
• dsl_impl::dsl_types::FeatureEngineeringConfig
• dsl_impl::dsl_types::FeatureEngineeringOptions
• dsl_impl::dsl_types::HyperparameterConfig
• dsl_impl::dsl_types::ObjectiveConfig
• dsl_impl::dsl_types::OptimizationConfig
• dsl_impl::dsl_types::ParameterDef
• dsl_impl::dsl_types::PerformanceConfig
• dsl_impl::dsl_types::PipelineConfig
• dsl_impl::dsl_types::PipelineStage
• dsl_impl::dsl_types::SelectionCriterion
• dsl_impl::dsl_types::ValidationRule
• dsl_impl::macro_implementations::MacroRegistry
• dsl_impl::supporting_types::CacheStats
• dsl_impl::supporting_types::CachedArtifact
• dsl_impl::supporting_types::CodeGenerator
• dsl_impl::supporting_types::DSLCache
• dsl_impl::supporting_types::DSLError
• dsl_impl::supporting_types::DSLRegistry
• dsl_impl::supporting_types::DSLWarning
• dsl_impl::supporting_types::ExecutionSummary
• dsl_impl::supporting_types::MacroExecutionContext
• dsl_impl::supporting_types::MacroImplementation
• dsl_impl::supporting_types::PerformanceMetrics
• dsl_impl::supporting_types::ResourceConfig
• dsl_impl::supporting_types::ResourceUsage
• dsl_impl::supporting_types::SourceLocation
• dsl_impl::supporting_types::Validator
• dsl_impl::visual_builder::ApiEndpoint
• dsl_impl::visual_builder::CanvasLayout
• dsl_impl::visual_builder::CodeGenerationSettings
• dsl_impl::visual_builder::ComponentCategory
• dsl_impl::visual_builder::ComponentConnection
• dsl_impl::visual_builder::ComponentDef
• dsl_impl::visual_builder::ComponentInstance
• dsl_impl::visual_builder::ComponentLibrary
• dsl_impl::visual_builder::ComponentPosition
• dsl_impl::visual_builder::ComponentTemplate
• dsl_impl::visual_builder::GeneratedPipeline
• dsl_impl::visual_builder::PerformanceHint
• dsl_impl::visual_builder::PipelineCanvas
• dsl_impl::visual_builder::PipelineDocumentation
• dsl_impl::visual_builder::PipelineExportManager
• dsl_impl::visual_builder::PipelineImportData
• dsl_impl::visual_builder::PipelineSettings
• dsl_impl::visual_builder::PipelineValidator
• dsl_impl::visual_builder::ValidationResult
• dsl_impl::visual_builder::VisualBuilderSettings
• dsl_impl::visual_builder::VisualCodeGenerator
• dsl_impl::visual_builder::VisualPipelineBuilder
• dsl_impl::visual_builder::VisualPipelineConfig
• dsl_impl::visual_builder::WebInterface
• dsl_impl::visual_builder::WebSocketHandler
• effect_types::AsyncEffect
• effect_types::Capability
• effect_types::Combined
• effect_types::CombinedData
• effect_types::CompositionAnalysis
• effect_types::Effect
• effect_types::EffectAnalyzer
• effect_types::EffectBuilder
• effect_types::EffectInference
• effect_types::EffectMetadata
• effect_types::EffectStatistics
• effect_types::EffectTransformer
• effect_types::EmptyRow
• effect_types::Fallible
• effect_types::FallibleEffectData
• effect_types::FileSystem
• effect_types::GPU
• effect_types::GPUEffectData
• effect_types::IO
• effect_types::IOEffectData
• effect_types::Linear
• effect_types::Memory
• effect_types::MemoryEffectData
• effect_types::Network
• effect_types::OptimizationSuggestion
• effect_types::PolyEffect
• effect_types::Pure
• effect_types::Random
• effect_types::RandomEffectData
• ensemble_improvements::AdaBoostEstimator
• ensemble_improvements::BaseEstimatorConfig
• ensemble_improvements::DistributedConfig
• ensemble_improvements::DistributedEnsemble
• ensemble_improvements::EnsembleConfig
• ensemble_improvements::GradientBoostingEstimator
• ensemble_improvements::ParallelConfig
• ensemble_improvements::ParallelEnsemble
• ensemble_improvements::RandomForestEstimator
• ensemble_improvements::StackingEstimator
• ensemble_improvements::TrainedAdaBoostModel
• ensemble_improvements::TrainedBaseEstimator
• ensemble_improvements::TrainedDistributedEnsemble
• ensemble_improvements::TrainedGradientBoostingModel
• ensemble_improvements::TrainedParallelEnsemble
• ensemble_improvements::TrainedRandomForestModel
• ensemble_improvements::TrainedStackingModel
• ensemble_improvements::TrainedVotingModel
• ensemble_improvements::TrainingState
• ensemble_improvements::VotingEstimator
• error::ErrorChain
• exhaustive_error_handling::BatchErrorAnalysis
• exhaustive_error_handling::ErrorAnalysis
• exhaustive_error_handling::ExhaustiveErrorHandler
• exotic_hardware::types::CompilationOptions
• exotic_hardware::types::CompiledProgram
• exotic_hardware::types::Complex64
• exotic_hardware::types::ComputationEdge
• exotic_hardware::types::ComputationGraph
• exotic_hardware::types::ComputationMetadata
• exotic_hardware::types::ComputationNode
• exotic_hardware::types::ComputationResult
• exotic_hardware::types::FpgaCompiler
• exotic_hardware::types::FpgaConfiguration
• exotic_hardware::types::FpgaDevice
• exotic_hardware::types::FpgaDiscovery
• exotic_hardware::types::FpgaMemoryManager
• exotic_hardware::types::GraphMetadata
• exotic_hardware::types::HardwareCapabilities
• exotic_hardware::types::HardwareId
• exotic_hardware::types::HardwareMetrics
• exotic_hardware::types::HardwareStatus
• exotic_hardware::types::MemoryHandle
• exotic_hardware::types::MemoryStats
• exotic_hardware::types::MockMLComputation
• exotic_hardware::types::PerformanceEstimate
• exotic_hardware::types::ProgramMetadata
• exotic_hardware::types::QuantumCompiler
• exotic_hardware::types::QuantumDevice
• exotic_hardware::types::QuantumDiscovery
• exotic_hardware::types::QuantumState
• exotic_hardware::types::ResourceRequirements
• exotic_hardware::types::TensorData
• exotic_hardware::types::TensorSpec
• exotic_hardware::types::TpuCompiler
• exotic_hardware::types::TpuDiscovery
• exotic_hardware::types::TpuMemoryManager
• exotic_hardware::types::ValidationReport
• exotic_hardware_impls::Bitstream
• exotic_hardware_impls::ClassicalControl
• exotic_hardware_impls::CompiledGraph
• exotic_hardware_impls::ConnectivityGraph
• exotic_hardware_impls::FPGAAccelerator
• exotic_hardware_impls::FPGACapabilities
• exotic_hardware_impls::FPGAConfig
• exotic_hardware_impls::FPGAPipeline
• exotic_hardware_impls::MemoryAllocation
• exotic_hardware_impls::NeuromorphicAccelerator
• exotic_hardware_impls::NeuromorphicCapabilities
• exotic_hardware_impls::NeuromorphicConfig
• exotic_hardware_impls::NeuromorphicResult
• exotic_hardware_impls::NeuronParameters
• exotic_hardware_impls::NeuronPopulation
• exotic_hardware_impls::PerformanceEstimate
• exotic_hardware_impls::PipelineStage
• exotic_hardware_impls::QuantumAccelerator
• exotic_hardware_impls::QuantumCapabilities
• exotic_hardware_impls::QuantumCircuit
• exotic_hardware_impls::QuantumGateOp
• exotic_hardware_impls::QuantumMeasurement
• exotic_hardware_impls::ResourceUsage
• exotic_hardware_impls::SpikeEvent
• exotic_hardware_impls::SpikingNeuralNetwork
• exotic_hardware_impls::SynapticConnection
• exotic_hardware_impls::TPUAccelerator
• exotic_hardware_impls::TPUCapabilities
• exotic_hardware_impls::TPUContext
• fallback_strategies::BlasFallback
• fallback_strategies::DependencyReport
• fallback_strategies::FallbackInfo
• fallback_strategies::FallbackRegistry
• fallback_strategies::GpuFallback
• fallback_strategies::ParallelFallback
• fallback_strategies::SerializationFallback
• fallback_strategies::VisualizationFallback
• fallback_strategies::feature_detection::FeatureDetector
• fallback_strategies::feature_detection::FeatureReport
• features::AdvancedFeatures
• features::AlgorithmFeatures
• features::CoreFeatures
• features::DataFormatFeatures
• features::DevelopmentFeatures
• features::FeatureConfig
• features::FeatureSummary
• features::Features
• features::PerformanceFeatures
• features::SerializationFeatures
• features::UtilityFeatures
• formal_verification::AlgorithmSpecification
• formal_verification::AlgorithmVerifier
• formal_verification::ImplementationCode
• formal_verification::Invariant
• formal_verification::PropertyCheck
• formal_verification::VerificationConfig
• formal_verification::VerificationPhase
• formal_verification::VerificationResult
• format_io::CsvOptions
• format_io::FormatDetector
• format_io::FormatOptions
• format_io::FormatReader
• format_io::FormatWriter
• format_io::Hdf5Options
• format_io::JsonOptions
• format_io::NumpyOptions
• format_io::ParquetOptions
• format_io::StreamingReader
• formatting::CheckResult
• formatting::CodeFormatter
• formatting::FormattingConfig
• formatting::FormattingConfigBuilder
• formatting::FormattingIssue
• formatting::FormattingReport
• formatting::FormattingSummary
• formatting::MLFormattingRules
• formatting::MLRulesResult
• input_sanitization::InputSanitizer
• input_sanitization::SanitizationConfig
• interactive_api_reference::APIReferenceConfig
• interactive_api_reference::AssociatedType
• interactive_api_reference::DocumentedFunction
• interactive_api_reference::DocumentedMethod
• interactive_api_reference::DocumentedTrait
• interactive_api_reference::DocumentedType
• interactive_api_reference::Field
• interactive_api_reference::InteractiveAPIReference
• interactive_api_reference::InteractiveExample
• interactive_api_reference::Parameter
• interactive_api_reference::SearchIndex
• interactive_api_reference::SearchResults
• interactive_api_reference::Variant
• interactive_playground::types::ApiSearchEngine
• interactive_playground::types::EnhancedSearchCapabilities
• interactive_playground::types::FuzzySearchEngine
• interactive_playground::types::InteractiveDocGenerator
• interactive_playground::types::InteractiveTutorial
• interactive_playground::types::LiveCodeRunner
• interactive_playground::types::RealTimeSuggestionEngine
• interactive_playground::types::SearchAnalytics
• interactive_playground::types::SemanticSearchEngine
• interactive_playground::types::TutorialStep
• interactive_playground::types::TypeSearchEngine
• interactive_playground::types::UIComponentBuilder
• interactive_playground::types::UIComponentTemplate
• interactive_playground::types::VisualizationEngine
• interactive_playground::types::WasmPlaygroundManager
• memory_safety::MemoryPoolStats
• memory_safety::MemorySafety
• memory_safety::MemorySafetyGuarantee
• memory_safety::SafeMemoryPool
• memory_safety::SafePooledBuffer
• memory_safety::SafePtr
• memory_safety::SafeSharedModel
• memory_safety::UnsafeValidationResult
• mock_objects::MockConfig
• mock_objects::MockEnsemble
• mock_objects::MockEstimator
• mock_objects::MockEstimatorBuilder
• mock_objects::MockStateSnapshot
• mock_objects::MockTransformConfig
• mock_objects::MockTransformer
• mock_objects::MockTransformerBuilder
• mock_objects::TrainedMockEstimator
• parallel::ParallelConfig
• parallel::ParallelCrossValidator
• parallel::ParallelEnsembleOps
• parallel::ParallelMatrixOps
• performance_profiling::Allocation
• performance_profiling::AllocationHotspot
• performance_profiling::BottleneckAnalysis
• performance_profiling::CacheInefficiency
• performance_profiling::CacheStats
• performance_profiling::DetailedProfileResult
• performance_profiling::ExecutionTimeline
• performance_profiling::Hotspot
• performance_profiling::MemoryBottleneck
• performance_profiling::MemoryProfile
• performance_profiling::MemorySnapshot
• performance_profiling::MemoryUsage
• performance_profiling::OptimizationHint
• performance_profiling::PerformanceProfiler
• performance_profiling::ProfileMetrics
• performance_profiling::ProfileResult
• performance_profiling::ProfilerConfig
• performance_profiling::ProfilerContext
• performance_profiling::SlowFunction
• performance_reporting::AlertConfig
• performance_reporting::AlgorithmRegression
• performance_reporting::AnalysisResult
• performance_reporting::PerformanceDatabase
• performance_reporting::PerformanceReport
• performance_reporting::PerformanceReporter
• performance_reporting::RegressionAnalysis
• performance_reporting::RegressionAnalyzer
• performance_reporting::ReportConfig
• performance_reporting::ReportSummary
• performance_reporting::ResourceAnalysis
• performance_reporting::ResourceAnalyzer
• performance_reporting::ScalabilityAnalysis
• performance_reporting::ScalabilityAnalyzer
• performance_reporting::TrendAnalysis
• performance_reporting::TrendAnalyzer
• plugin::discovery_marketplace::CachedPlugins
• plugin::discovery_marketplace::DownloadTracker
• plugin::discovery_marketplace::DummyPlugin
• plugin::discovery_marketplace::FeaturedPlugin
• plugin::discovery_marketplace::MarketplaceInfo
• plugin::discovery_marketplace::MarketplaceSummary
• plugin::discovery_marketplace::NetworkClient
• plugin::discovery_marketplace::PluginAnalytics
• plugin::discovery_marketplace::PluginCache
• plugin::discovery_marketplace::PluginDiscoveryService
• plugin::discovery_marketplace::PluginInstallResult
• plugin::discovery_marketplace::PluginMarketplace
• plugin::discovery_marketplace::PluginRepository
• plugin::discovery_marketplace::PluginReview
• plugin::discovery_marketplace::PluginSearchResult
• plugin::discovery_marketplace::PluginStats
• plugin::discovery_marketplace::RatingSystem
• plugin::discovery_marketplace::RepositoryStats
• plugin::discovery_marketplace::ReviewSystem
• plugin::discovery_marketplace::SearchIndex
• plugin::discovery_marketplace::SearchQuery
• plugin::discovery_marketplace::TrendingPlugin
• plugin::factory_builder::PluginConfigBuilder
• plugin::loader::PluginLoader
• plugin::registry::PluginRegistry
• plugin::security::CertificateInfo
• plugin::security::DigitalSignature
• plugin::security::PermissionSet
• plugin::security::PublicKeyInfo
• plugin::security::PublisherInfo
• plugin::security::SecurityPolicy
• plugin::security::TrustStore
• plugin::testing_utils::CompatibilityTestResult
• plugin::testing_utils::CompleteTestResult
• plugin::testing_utils::MockPlugin
• plugin::testing_utils::PerformanceResult
• plugin::testing_utils::PluginPerformanceTester
• plugin::testing_utils::PluginTestFixture
• plugin::testing_utils::ValidationTestRunner
• plugin::types_config::PluginConfig
• plugin::types_config::PluginMetadata
• plugin::types_config::RuntimeSettings
• plugin::validation::AnalysisRule
• plugin::validation::ApiUsageInfo
• plugin::validation::CodeAnalysisInfo
• plugin::validation::CodeAnalyzer
• plugin::validation::Dependency
• plugin::validation::DependencyResolver
• plugin::validation::MarketplaceInfo
• plugin::validation::PluginManifest
• plugin::validation::PluginValidator
• plugin::validation::TrustStore
• plugin::validation::ValidationReport
• plugin::validation::Vulnerability
• plugin_marketplace_impl::ConcretePluginMarketplace
• plugin_marketplace_impl::InstalledPlugin
• plugin_marketplace_impl::MarketplaceConfig
• plugin_marketplace_impl::MarketplacePlugin
• plugin_marketplace_impl::PluginInstaller
• plugin_marketplace_impl::PluginRating
• plugin_marketplace_impl::PluginUpdate
• plugin_marketplace_impl::RatingSystem
• plugin_marketplace_impl::UpdateConfig
• plugin_marketplace_impl::UpdateManager
• plugin_marketplace_impl::UserReview
• public::ApiVersionInfo
• public::BreakingChange
• public::PublicApiConfig
• public::PublicApiConfigBuilder
• refinement_types::And
• refinement_types::BoundedFloat
• refinement_types::BoundedInt
• refinement_types::CompatibleDimensions
• refinement_types::DependentRefinement
• refinement_types::LearningRatePredicate
• refinement_types::NonEmptyPredicate
• refinement_types::NonNegativePredicate
• refinement_types::NonZeroPredicate
• refinement_types::Not
• refinement_types::NumClustersPredicate
• refinement_types::Or
• refinement_types::PositivePredicate
• refinement_types::ProbabilityPredicate
• refinement_types::RangePredicate
• refinement_types::Refined
• refinement_types::RegularizationPredicate
• refinement_types::SizedMatrix
• search_engines::AutocompleteSuggestion
• search_engines::AutocompleteTrie
• search_engines::IndexedItem
• search_engines::SearchEngineConfig
• search_engines::SearchFilters
• search_engines::SearchIndex
• search_engines::SearchMetrics
• search_engines::SearchOptions
• search_engines::SearchQuery
• search_engines::SearchResult
• search_engines::SearchResultMetadata
• search_engines::SemanticCluster
• search_engines::SemanticIndex
• search_engines::SemanticSearchEngine
• search_engines::TrieNode
• search_engines::UsageContext
• search_engines::UsageInfo
• streaming_lifetimes::AdaptationParams
• streaming_lifetimes::OutputView
• streaming_lifetimes::PipelineStage
• streaming_lifetimes::ProcessingConfig
• streaming_lifetimes::StageConfig
• streaming_lifetimes::ViewMetadata
• streaming_lifetimes::WindowBounds
• streaming_lifetimes::WindowInfo
• streaming_lifetimes::WindowStats
• streaming_lifetimes::WindowedOutput
• trait_explorer::BatchAnalysisResult
• trait_explorer::BatchSummary
• trait_explorer::ComprehensiveAnalysisResult
• trait_explorer::ExplorationAnalysisMetadata
• trait_explorer::IntegratedAnalysisConfig
• trait_explorer::PerformanceComparisonSummary
• trait_explorer::PlatformComparisonSummary
• trait_explorer::SecurityComparisonSummary
• trait_explorer::TraitComparisonResult
• trait_explorer::TraitExplorerFactory
• trait_explorer::dependency_analysis::DependencyAnalysis
• trait_explorer::dependency_analysis::DependencyAnalyzer
• trait_explorer::dependency_analysis::DependencyGraph
• trait_explorer::dependency_analysis::ImpactAnalysis
• trait_explorer::dependency_analysis::OptimizationSuggestion
• trait_explorer::dependency_analysis::PerformanceAnalysis
• trait_explorer::dependency_analysis::RiskAssessment
• trait_explorer::dependency_analysis::RiskAssessmentConfig
• trait_explorer::dependency_analysis::RiskFactor
• trait_explorer::performance_analysis::AnalysisMetadata
• trait_explorer::performance_analysis::BenchmarkResult
• trait_explorer::performance_analysis::BenchmarkResults
• trait_explorer::performance_analysis::ComparisonRecommendation
• trait_explorer::performance_analysis::ComparisonResult
• trait_explorer::performance_analysis::CompilationImpact
• trait_explorer::performance_analysis::MemoryFootprint
• trait_explorer::performance_analysis::OptimizationHint
• trait_explorer::performance_analysis::PerformanceAnalysis
• trait_explorer::performance_analysis::PerformanceComparison
• trait_explorer::performance_analysis::PerformanceConfig
• trait_explorer::performance_analysis::PerformanceImpact
• trait_explorer::performance_analysis::RuntimeOverhead
• trait_explorer::performance_analysis::TraitPerformanceAnalyzer
• trait_explorer::trait_explorer_core::AnalysisCache
• trait_explorer::trait_explorer_core::CompilationImpact
• trait_explorer::trait_explorer_core::DependencyAnalysis
• trait_explorer::trait_explorer_core::DependencyAnalyzer
• trait_explorer::trait_explorer_core::ExampleGenerator
• trait_explorer::trait_explorer_core::ExplorationMetadata
• trait_explorer::trait_explorer_core::ExplorationMetrics
• trait_explorer::trait_explorer_core::ExplorationSummary
• trait_explorer::trait_explorer_core::ExplorerConfig
• trait_explorer::trait_explorer_core::MemoryFootprint
• trait_explorer::trait_explorer_core::PerformanceAnalysis
• trait_explorer::trait_explorer_core::RuntimeOverhead
• trait_explorer::trait_explorer_core::SimilarTrait
• trait_explorer::trait_explorer_core::TraitExplorationResult
• trait_explorer::trait_explorer_core::TraitExplorer
• trait_explorer::trait_explorer_core::TraitGraph
• trait_explorer::trait_explorer_core::TraitGraphEdge
• trait_explorer::trait_explorer_core::TraitGraphGenerator
• trait_explorer::trait_explorer_core::TraitGraphMetadata
• trait_explorer::trait_explorer_core::TraitGraphNode
• trait_explorer::trait_explorer_core::TraitPerformanceAnalyzer
• trait_explorer::trait_explorer_core::TraitRegistry
• trait_explorer::trait_explorer_core::UsageExample
• trait_explorer::trait_registry::CompilationImpact
• trait_explorer::trait_registry::DependencyAnalysis
• trait_explorer::trait_registry::MemoryFootprint
• trait_explorer::trait_registry::PerformanceAnalysis
• trait_explorer::trait_registry::RuntimeOverhead
• trait_explorer::trait_registry::TraitExplorationResult
• trait_explorer::trait_registry::TraitGraph
• trait_explorer::trait_registry::TraitGraphEdge
• trait_explorer::trait_registry::TraitGraphMetadata
• trait_explorer::trait_registry::TraitGraphNode
• trait_explorer::trait_registry::TraitRegistry
• trait_explorer::trait_registry::UsageExample
• traits::DecisionNode
• traits::EstimatorMetadata
• traits::FitMetrics
• traits::LayerInfo
• traits::PipelineResult
• traits::PredictionExplanation
• traits::Trained
• traits::UncertaintyMeasure
• traits::Untrained
• tutorial_system::Achievement
• tutorial_system::Assessment
• tutorial_system::AssessmentEngine
• tutorial_system::CompletionCriteria
• tutorial_system::GlobalStatistics
• tutorial_system::InteractiveElement
• tutorial_system::LearningPath
• tutorial_system::LearningPreferences
• tutorial_system::ProgressTracker
• tutorial_system::QuizQuestion
• tutorial_system::ScoringAlgorithm
• tutorial_system::Tutorial
• tutorial_system::TutorialBuilder
• tutorial_system::TutorialConfig
• tutorial_system::TutorialMetadata
• tutorial_system::TutorialSection
• tutorial_system::TutorialSystem
• tutorial_system::UserProgress
• tutorial_system::ValidationRule
• types::advanced_numeric::Complex
• types::advanced_numeric::GpuFloat
• types::advanced_numeric::MemoryEfficientFloat
• types::advanced_numeric::SimdF32
• types::advanced_numeric::SimdF64
• types::const_generic::FixedFeatures
• types::const_generic::FixedSamples
• types::const_generic::MatrixShape
• types::domain::FeatureCount
• types::domain::LearningRate
• types::domain::Probability
• types::domain::RegularizationStrength
• types::domain::SampleCount
• types::domain::Tolerance
• types::zero_copy::ArrayPool
• types::zero_copy::ZeroCopyDataset
• unsafe_audit::SafetyRecommendation
• unsafe_audit::UnsafeAuditConfig
• unsafe_audit::UnsafeAuditReport
• unsafe_audit::UnsafeAuditor
• unsafe_audit::UnsafeFinding
• unsafe_audit::UnsafePattern
• unsafe_audit::UnsafeSummary
• validation::DataInfo
• validation::PatternGuardRule
• validation::ValidationContext
• validation::ValidationResult
• validation::ValidationRules
• validation::structured_destructuring::AlgorithmConfig
• validation::structured_destructuring::StructuralSchema
• validation_examples::CustomValidationExample
• validation_examples::KMeansConfig
• validation_examples::LinearRegressionConfig
• validation_examples::MLPConfig
• wasm_playground_impl::CacheStats
• wasm_playground_impl::CachedModule
• wasm_playground_impl::CodeSpan
• wasm_playground_impl::CompilationError
• wasm_playground_impl::CompilationOptions
• wasm_playground_impl::ExecutionMetrics
• wasm_playground_impl::ExecutionRecord
• wasm_playground_impl::PlaygroundConfig
• wasm_playground_impl::ResourceLimits
• wasm_playground_impl::WasmPlaygroundManager

Enums

• advanced_benchmarking::RegressionSeverity
• algorithm_markers::ComplexityClass
• algorithm_markers::StabilityClass
• api_analyzers::ValidationRule
• api_data_structures::CompletionType
• api_data_structures::InteractiveElementType
• api_data_structures::PatternType
• api_data_structures::SearchItemType
• api_data_structures::SimilarityAlgorithm
• api_data_structures::TutorialDifficulty
• api_data_structures::TypeKind
• api_data_structures::UIComponentType
• api_data_structures::Visibility
• api_data_structures::VisualizationType
• api_generator_config::OutputFormat
• async_traits::AcquisitionFunction
• async_traits::OptimizationAlgorithm
• async_traits::ParameterRange
• auto_benchmark_generation::AccuracyExpectation
• auto_benchmark_generation::BaselineAvailability
• auto_benchmark_generation::BaselineType
• auto_benchmark_generation::BenchmarkType
• auto_benchmark_generation::ComplexityClass
• auto_benchmark_generation::ImplementationEffort
• auto_benchmark_generation::OutlierDetectionMethod
• auto_benchmark_generation::OutputFormat
• auto_benchmark_generation::RegressionSeverity
• auto_benchmark_generation::ScalingValues
• auto_benchmark_generation::StatisticalTest
• autodiff::ADMode
• autodiff::Operation
• autodiff::SymbolicExpression
• benchmarking::AlgorithmType
• benchmarking::BenchmarkDataset
• code_coverage::CoverageTool
• code_coverage::RecommendationCategory
• code_coverage::RecommendationPriority
• code_coverage::TrendDirection
• code_coverage::WarningSeverity
• compatibility::pandas::DataValue
• compatibility::serialization::ModelFormat
• compatibility::sklearn::ParamValue
• compile_time_macros::BaselineImplementation
• compile_time_macros::BenchmarkValues
• compile_time_macros::ComplexityLevel
• compile_time_macros::ConstraintType
• compile_time_macros::DimensionRelationship
• compile_time_macros::ErrorDistribution
• compile_time_macros::ImpactLevel
• compile_time_macros::OptimizationType
• compile_time_macros::PrecisionType
• compile_time_macros::ProofMethod
• compile_time_macros::PropertyCheck
• compile_time_macros::PropertyType
• compile_time_macros::ScalingBehavior
• compile_time_macros::VerificationErrorType
• compile_time_macros::VerificationMethod
• compile_time_macros::VerificationWarningType
• contribution::ClippyLevel
• contribution::QualityGateType
• dependency_audit::BinarySizeImpact
• dependency_audit::CompileTimeImpact
• dependency_audit::DependencyCategory
• dependency_audit::ImplementationEffort
• dependency_audit::LicenseCompatibility
• dependency_audit::RecommendationAction
• dependency_audit::RecommendationImpact
• dependency_audit::UpdatePriority
• dependency_audit::UpdateType
• dependent_types::Expr
• distributed::ConsistencyLevel
• distributed::FaultToleranceMode
• distributed::GradientAggregation
• distributed::LoadBalancingStrategy
• distributed::MessagePriority
• distributed::MessageType
• distributed::PartitioningStrategy
• distributed_algorithms::AggregationMethod
• distributed_algorithms::LoadBalancingStrategy
• distributed_algorithms::SyncStrategy
• dsl_impl::advanced_optimizations::ExecutionPlatform
• dsl_impl::advanced_optimizations::OptimizationCategory
• dsl_impl::advanced_optimizations::OptimizationImpact
• dsl_impl::advanced_optimizations::RecommendationPriority
• dsl_impl::dsl_types::OptimizationDirection
• dsl_impl::dsl_types::OptimizationMetric
• dsl_impl::dsl_types::OptimizationStrategy
• dsl_impl::dsl_types::ParameterDistribution
• dsl_impl::dsl_types::SelectionType
• dsl_impl::dsl_types::StageType
• dsl_impl::supporting_types::ErrorSeverity
• dsl_impl::visual_builder::ExportFormat
• dsl_impl::visual_builder::ImportFormat
• effect_types::OptimizationType
• ensemble_improvements::AggregationMethod
• ensemble_improvements::BaseEstimatorType
• ensemble_improvements::EnsembleType
• ensemble_improvements::LoadBalancingStrategy
• ensemble_improvements::NodeRole
• ensemble_improvements::SamplingStrategy
• error::SklearsError
• exhaustive_error_handling::BatchAction
• exhaustive_error_handling::ErrorCategory
• exhaustive_error_handling::ErrorSeverity
• exhaustive_error_handling::RecoveryStrategy
• exotic_hardware::types::ActivationType
• exotic_hardware::types::FpgaVendor
• exotic_hardware::types::HardwareHint
• exotic_hardware::types::HardwareType
• exotic_hardware::types::MemoryLayout
• exotic_hardware::types::Operation
• exotic_hardware::types::OptimizationPass
• exotic_hardware::types::PoolingType
• exotic_hardware::types::Precision
• exotic_hardware::types::QuantumBackend
• exotic_hardware::types::QuantumGateType
• exotic_hardware::types::SparsityPattern
• exotic_hardware::types::TpuVersion
• exotic_hardware_impls::ElementWiseOp
• exotic_hardware_impls::MemoryType
• exotic_hardware_impls::NetworkTopology
• exotic_hardware_impls::NeuronModel
• exotic_hardware_impls::PlasticityRule
• exotic_hardware_impls::QuantumBackend
• exotic_hardware_impls::QuantumGate
• exotic_hardware_impls::ReductionOp
• exotic_hardware_impls::TPUOperation
• exotic_hardware_impls::TensorLayout
• exotic_hardware_impls::TopologyType
• formal_verification::AlgorithmProperty
• formal_verification::CheckStatus
• formal_verification::CompilationTarget
• formal_verification::ConvergenceRate
• formal_verification::OverallStatus
• formal_verification::Severity
• formal_verification::StrictnessLevel
• format_io::DataFormat
• formatting::IssueSeverity
• input_sanitization::SafetyIssue
• interactive_api_reference::TypeKind
• interactive_api_reference::Visibility
• interactive_playground::types::SearchAlgorithm
• interactive_playground::types::TutorialDifficulty
• interactive_playground::types::WasmOptimizationLevel
• mock_objects::MockBehavior
• mock_objects::MockErrorType
• mock_objects::MockTransformType
• mock_objects::VotingStrategy
• performance_profiling::ImprovementEstimate
• performance_profiling::OptimizationCategory
• performance_profiling::Priority
• performance_profiling::Severity
• performance_reporting::AnalysisType
• performance_reporting::HealthStatus
• performance_reporting::OutputFormat
• performance_reporting::RegressionThreshold
• performance_reporting::TimeRange
• performance_reporting::TrendDirection
• plugin::discovery_marketplace::PricingInfo
• plugin::discovery_marketplace::SubscriptionPeriod
• plugin::discovery_marketplace::SupportLevel
• plugin::discovery_marketplace::TrendDirection
• plugin::discovery_marketplace::UsageUnit
• plugin::security::Permission
• plugin::types_config::LogLevel
• plugin::types_config::PluginCapability
• plugin::types_config::PluginCategory
• plugin::types_config::PluginParameter
• plugin::validation::ValidationCheck
• plugin::validation::ValidationError
• plugin::validation::ValidationResult
• plugin::validation::ValidationStatus
• plugin::validation::ValidationWarning
• plugin::validation::VulnerabilitySeverity
• plugin_marketplace_impl::UpdateStrategy
• public::ApiStability
• search_engines::ItemCategory
• search_engines::SearchQueryType
• search_engines::Stability
• search_engines::Visibility
• streaming_lifetimes::ProcessingPriority
• trait_explorer::dependency_analysis::OptimizationType
• trait_explorer::dependency_analysis::Priority
• trait_explorer::dependency_analysis::RiskFactorType
• trait_explorer::dependency_analysis::RiskLevel
• trait_explorer::performance_analysis::CachePressureLevel
• trait_explorer::performance_analysis::ComparisonSignificance
• trait_explorer::performance_analysis::ComparisonWinner
• trait_explorer::performance_analysis::FragmentationRisk
• trait_explorer::performance_analysis::ImplementationDifficulty
• trait_explorer::performance_analysis::MemoryAccessPattern
• trait_explorer::performance_analysis::OptimizationCategory
• trait_explorer::performance_analysis::OptimizationPriority
• trait_explorer::performance_analysis::PerformanceArea
• trait_explorer::performance_analysis::RecommendationChoice
• trait_explorer::trait_explorer_core::EdgeType
• trait_explorer::trait_explorer_core::ExampleCategory
• trait_explorer::trait_explorer_core::ExampleDifficulty
• trait_explorer::trait_explorer_core::GraphExportFormat
• trait_explorer::trait_explorer_core::OptimizationLevel
• trait_explorer::trait_explorer_core::TraitNodeType
• trait_explorer::trait_registry::EdgeType
• trait_explorer::trait_registry::ExampleCategory
• trait_explorer::trait_registry::ExampleDifficulty
• trait_explorer::trait_registry::GraphExportFormat
• trait_explorer::trait_registry::TraitNodeType
• traits::MemoryComplexity
• traits::ModelStructure
• traits::TimeComplexity
• traits::trait_families::ClassificationType
• traits::trait_families::ClusteringType
• traits::trait_families::DimensionalityReductionType
• traits::trait_families::EnsembleType
• traits::trait_families::NetworkType
• traits::trait_families::RegressionType
• traits::trait_families::SupervisedType
• traits::trait_families::UnsupervisedType
• tutorial_system::AchievementRarity
• tutorial_system::ContentFormat
• tutorial_system::ContentType
• tutorial_system::DifficultyLevel
• tutorial_system::FeedbackMode
• tutorial_system::InteractiveElementType
• tutorial_system::LearningPace
• tutorial_system::QuestionType
• tutorial_system::ReminderFrequency
• tutorial_system::SectionContent
• tutorial_system::TutorialCategory
• tutorial_system::ValidationType
• types::zero_copy::ZeroCopyArray
• unsafe_audit::EffortLevel
• unsafe_audit::RecommendationType
• unsafe_audit::SafetyImpact
• unsafe_audit::SafetySeverity
• unsafe_audit::UnsafeType
• validation::ValidationRule
• validation::structured_destructuring::ConfigValue
• wasm_playground_impl::ErrorLevel
• wasm_playground_impl::ExecutionResult
• wasm_playground_impl::OptimizationLevel

Traits

• algorithm_markers::AnomalyDetection
• algorithm_markers::BatchLearning
• algorithm_markers::BigData
• algorithm_markers::BlackBox
• algorithm_markers::CategoricalData
• algorithm_markers::Classification
• algorithm_markers::ComplexityBounds
• algorithm_markers::DensityEstimation
• algorithm_markers::Deterministic
• algorithm_markers::ExplainableAI
• algorithm_markers::FastAndEfficient
• algorithm_markers::FastPrediction
• algorithm_markers::FastTraining
• algorithm_markers::FeatureSelection
• algorithm_markers::GraphData
• algorithm_markers::HighDimensionalData
• algorithm_markers::ImageData
• algorithm_markers::Incremental
• algorithm_markers::Interpretable
• algorithm_markers::MemoryEfficient
• algorithm_markers::MissingValueTolerant
• algorithm_markers::NonParametric
• algorithm_markers::NumericalData
• algorithm_markers::OnlineLearning
• algorithm_markers::OutlierRobust
• algorithm_markers::ParallelPrediction
• algorithm_markers::ParallelTraining
• algorithm_markers::Parametric
• algorithm_markers::Probabilistic
• algorithm_markers::Ranking
• algorithm_markers::RealTime
• algorithm_markers::Regression
• algorithm_markers::ReinforcementLearning
• algorithm_markers::Robust
• algorithm_markers::ScaleSensitive
• algorithm_markers::SemiSupervisedLearning
• algorithm_markers::SparseData
• algorithm_markers::StabilityBounds
• algorithm_markers::StreamingLearning
• algorithm_markers::SupervisedLearning
• algorithm_markers::TextData
• algorithm_markers::TimeSeriesData
• algorithm_markers::UnsupervisedLearning
• async_traits::AsyncCrossValidation
• async_traits::AsyncEnsemble
• async_traits::AsyncFitAdvanced
• async_traits::AsyncHyperparameterOptimization
• async_traits::AsyncModelPersistence
• async_traits::AsyncPartialFit
• async_traits::AsyncPredictAdvanced
• async_traits::AsyncTransformAdvanced
• compatibility::serialization::ModelSerialization
• compatibility::sklearn::SklearnCompatible
• compile_time_macros::CompileTimeVerifiable
• compile_time_macros::DimensionVerifiable
• compile_time_macros::MathematicallyVerifiable
• compile_time_validation::CompileTimeValidated
• compile_time_validation::DimensionValidator
• compile_time_validation::ParameterValidator
• compile_time_validation::RequiresValidation
• compile_time_validation::SolverCompatibility
• compile_time_validation::ValidConfig
• compile_time_validation::Validated
• dataset::core::HasShape
• dependent_types::Add_
• dependent_types::Compare
• dependent_types::ComparisonResult
• dependent_types::DependentType
• dependent_types::Mul_
• dependent_types::Nat
• dependent_types::Predicate
• distributed::ClusterNode
• distributed::DistributedCluster
• distributed::DistributedDataset
• distributed::DistributedEstimator
• distributed::FaultTolerance
• distributed::MessagePassing
• distributed::ParameterServer
• effect_types::EffectRow
• effect_types::EffectType
• ensemble_improvements::BaseEstimator
• ensemble_improvements::TrainedBaseModel
• error::ErrorContext
• error::SklearnContext
• fallback_strategies::FallbackStrategy
• fallback_strategies::Fallbackable
• formal_verification::Verifiable
• input_sanitization::Sanitize
• memory_safety::SafeArrayOps
• parallel::ParallelCrossValidation
• parallel::ParallelEnsemble
• parallel::ParallelFit
• parallel::ParallelPredict
• parallel::ParallelTransform
• performance_reporting::PerformanceAnalyzer
• plugin::core_traits::AlgorithmPlugin
• plugin::core_traits::ClusteringPlugin
• plugin::core_traits::Plugin
• plugin::core_traits::TransformerPlugin
• plugin::factory_builder::PluginFactory
• public::ExperimentalApi
• public::StableApi
• refinement_types::Refinement
• refinement_types::RefinementPredicate
• streaming_lifetimes::StreamingMLPipeline
• streaming_lifetimes::StreamingProcessor
• streaming_lifetimes::ZeroCopyStreaming
• trait_explorer::trait_explorer_core::ExplorationEventHandler
• trait_explorer::trait_explorer_core::TraitAnalyzer
• traits::Classifier
• traits::Cluster
• traits::DecisionFunction
• traits::Estimator
• traits::FeatureImportance
• traits::Fit
• traits::FitPredict
• traits::FitTransform
• traits::GetParams
• traits::HyperparameterOptimization
• traits::InterpretableModel
• traits::MLPipeline
• traits::ModelEvaluator
• traits::ModelIntrospection
• traits::OnlineLearner
• traits::OnlineLearning
• traits::PartialFit
• traits::Predict
• traits::PredictProba
• traits::Regressor
• traits::RobustEstimation
• traits::Score
• traits::SetParams
• traits::SupervisedLearner
• traits::Transform
• traits::TransformInplace
• traits::Transformer
• traits::async_traits::AsyncFit
• traits::async_traits::AsyncPredict
• traits::async_traits::AsyncTransform
• traits::gat_traits::EstimatorGAT
• traits::gat_traits::FitGAT
• traits::gat_traits::IteratorProcessor
• traits::gat_traits::TransformGAT
• traits::specialized::ConfidenceModel
• traits::specialized::HybridLearner
• traits::specialized::InterpretableModel
• traits::specialized::PrivacyPreservingModel
• traits::streaming::StreamingFit
• traits::streaming::StreamingPartialFit
• traits::streaming::StreamingPredict
• traits::streaming::StreamingTransform
• traits::trait_families::ClassificationFamily
• traits::trait_families::ClusteringFamily
• traits::trait_families::CoreMLFamily
• traits::trait_families::DimensionalityReductionFamily
• traits::trait_families::EnsembleFamily
• traits::trait_families::NeuralNetworkFamily
• traits::trait_families::RegressionFamily
• traits::trait_families::SupervisedLearningFamily
• traits::trait_families::UnsupervisedLearningFamily
• types::ZeroCopy
• types::advanced_numeric::ComplexOps
• types::advanced_numeric::GpuOps
• types::advanced_numeric::MemoryEfficientOps
• types::advanced_numeric::NumericConversion
• types::advanced_numeric::SimdOps
• types::const_generic::dimension_constraints::MinFeatures
• types::const_generic::dimension_constraints::MinSamples
• types::const_generic::dimension_constraints::ValidDimensions
• types::traits::Aggregatable
• types::traits::FloatBounds
• types::traits::IndexType
• types::traits::IntBounds
• types::traits::Numeric
• types::zero_copy::ZeroCopy
• validation::ConfigValidation
• validation::PatternValidate
• validation::Validate
• validation::structured_destructuring::StructuredDestructure

Macros

• auto_benchmark
• benchmark_suite
• cfg_feature
• cfg_impl
• cfg_type
• define_algorithm_category
• define_estimator
• define_ml_algorithm
• define_ml_float_bounds
• destructure
• error_context
• estimator_test_suite
• impl_algorithm_markers
• impl_default_config
• impl_ml_traits
• io_effect
• parameter_map
• pattern_guard
• prelude::error_context
• pure_effect
• quick_dataset
• random_effect
• refinement_predicate
• simd_operations
• validate
• validate_performance
• validated_param
• validation_rules
• verify_dimensions
• verify_model
• with_fallback

Functions

• auto_benchmark_generation::generate_benchmarks_for_type
• auto_benchmark_generation::generate_benchmarks_with_config
• autodiff::dual_cos
• autodiff::dual_exp
• autodiff::dual_ln
• autodiff::dual_pow
• autodiff::dual_sigmoid
• autodiff::dual_sin
• autodiff::dual_tanh
• autodiff::forward_diff
• autodiff::generate_autodiff_impl
• autodiff::gradient
• autodiff::hessian
• autodiff::parse_autodiff_attributes
• autodiff::second_derivative
• compatibility::pytorch::ndarray_to_pytorch_tensor
• compile_time_macros::analyze_complexity
• compile_time_macros::generate_optimization_hints
• compile_time_macros::validate_performance_macro
• compile_time_macros::verify_dimensions_macro
• compile_time_macros::verify_model_macro
• compile_time_validation::validate_solver_regularization
• dataset::synthetic::load_iris
• dataset::synthetic::make_blobs
• dataset::synthetic::make_classification
• dataset::synthetic::make_regression
• dependency_audit::calculate_metrics
• dependency_audit::generate_dependency_graph
• dependent_types::concat
• dependent_types::dot_product
• dependent_types::lvec_from_slice
• dsl_impl::code_generators::generate_feature_engineering_code
• dsl_impl::code_generators::generate_hyperparameter_code
• dsl_impl::code_generators::generate_pipeline_code
• dsl_impl::convert_configuration
• dsl_impl::create_default_registry
• dsl_impl::create_dsl_cache
• dsl_impl::create_execution_context
• dsl_impl::generate_documentation
• dsl_impl::macro_implementations::data_pipeline_impl
• dsl_impl::macro_implementations::experiment_config_impl
• dsl_impl::macro_implementations::feature_engineering_impl
• dsl_impl::macro_implementations::handle_macro_error
• dsl_impl::macro_implementations::hyperparameter_config_impl
• dsl_impl::macro_implementations::ml_pipeline_impl
• dsl_impl::macro_implementations::model_evaluation_impl
• dsl_impl::optimize_configuration
• dsl_impl::parsers::parse_feature_engineering
• dsl_impl::parsers::parse_hyperparameter_config
• dsl_impl::parsers::parse_ml_pipeline
• dsl_impl::supporting_types::utils::create_dsl_error
• dsl_impl::supporting_types::utils::create_dsl_warning
• dsl_impl::supporting_types::utils::format_bytes
• dsl_impl::supporting_types::utils::format_duration
• dsl_impl::supporting_types::utils::generate_artifact_id
• dsl_impl::supporting_types::utils::validate_resource_config
• dsl_impl::validate_configuration
• error::validate::check_consistent_length
• error::validate::check_finite
• error::validate::check_in_range
• error::validate::check_matmul_compatible
• error::validate::check_n_features
• error::validate::check_non_negative
• error::validate::check_positive
• exhaustive_error_handling::patterns::is_data_error
• exhaustive_error_handling::patterns::is_internal_error
• exhaustive_error_handling::patterns::is_transient_error
• exhaustive_error_handling::patterns::is_user_error
• fallback_strategies::conditional::if_feature_enabled
• fallback_strategies::conditional::matrix_ops::matmul
• fallback_strategies::conditional::parallel_ops::parallel_map
• fallback_strategies::conditional::parallel_ops::parallel_reduce
• fallback_strategies::feature_detection::global_feature_detector
• fallback_strategies::global_fallback_registry
• features::validation::assert_valid_features
• features::validation::validate_features
• input_sanitization::is_ml_data_safe
• input_sanitization::sanitize_ml_data
• parallel::predict_parallel_ndarray
• parallel::utils::initialize_thread_pool
• parallel::utils::optimal_chunk_size
• parallel::utils::should_use_parallel
• public::api_version_info
• public::deprecated::old_plugin_system
• public::get_api_stability
• public::is_api_experimental
• public::is_api_stable
• public::validate_experimental_usage
• public::warn_if_deprecated
• refinement_types::combine
• refinement_types::lift
• streaming_lifetimes::lifetime_docs::document_lifetime_antipatterns
• streaming_lifetimes::lifetime_docs::document_streaming_lifetimes
• trait_explorer::workflows::compare_performance
• trait_explorer::workflows::performance_analysis
• trait_explorer::workflows::quick_analyze
• tutorial_examples::create_beginner_learning_path
• tutorial_examples::create_complete_tutorial_system
• tutorial_examples::generate_advanced_tutorials
• tutorial_examples::generate_beginner_tutorials
• tutorial_examples::generate_intermediate_tutorials
• types::arrays::creation::eye
• types::arrays::creation::from_nested_vec
• types::arrays::creation::full
• types::arrays::creation::linspace
• types::arrays::creation::ones
• types::arrays::creation::random
• types::arrays::creation::zeros
• types::arrays::shape::check_compatible_shapes
• types::arrays::shape::check_matmul_compatible
• types::arrays::shape::check_n_samples
• types::arrays::shape::get_shape
• types::arrays::shape::is_square
• types::arrays::shape::same_shape
• types::arrays::shape::total_elements
• types::arrays::validation::check_classification_targets
• types::arrays::validation::check_finite
• types::arrays::validation::check_min_features
• types::arrays::validation::check_min_samples
• types::arrays::validation::check_not_empty
• types::arrays::validation::check_probabilities
• types::zero_copy::array_views::create_view
• types::zero_copy::array_views::sliding_windows
• types::zero_copy::array_views::split_rows
• types::zero_copy::dataset_ops::k_fold_splits
• types::zero_copy::dataset_ops::train_test_split
• utils::clamp
• utils::combinations
• utils::cosine_similarity
• utils::entropy
• utils::euclidean_distance
• utils::generate_random_seed
• utils::gini_impurity
• utils::is_zero
• utils::manhattan_distance
• utils::min_max_normalize
• utils::multivariate_normal_samples
• utils::standardize
• validation::derive_helpers::generate_field_validation
• validation::ml::validate_feature_consistency
• validation::ml::validate_learning_rate
• validation::ml::validate_max_iter
• validation::ml::validate_n_clusters
• validation::ml::validate_n_neighbors
• validation::ml::validate_probability
• validation::ml::validate_regularization
• validation::ml::validate_supervised_data
• validation::ml::validate_tolerance
• validation::ml::validate_unsupervised_data
• validation::pattern_guards::algorithm_config_pattern
• validation::pattern_guards::array_shape_pattern
• validation::pattern_guards::data_type_pattern
• validation::pattern_guards::hyperparameter_pattern
• validation::structured_destructuring::create_complex_pattern_guard

Type Aliases

• algorithm_markers::category_system::SupervisedClassifier
• algorithm_markers::category_system::SupervisedRegressor
• algorithm_markers::category_system::UnsupervisedClusterer
• async_traits::AsyncCVStream
• async_traits::AsyncEnsembleFitStream
• async_traits::AsyncEnsemblePredictStream
• async_traits::AsyncFitFuture
• async_traits::AsyncOptimizationStream
• async_traits::AsyncPartialFitFuture
• async_traits::AsyncPredictConfidenceFuture
• async_traits::AsyncScoreFuture
• async_traits::AsyncTransformFuture
• async_traits::AsyncUnitFuture
• async_traits::ConfigFactory
• autodiff::GradientFunction
• dependent_types::N0
• dependent_types::N1
• dependent_types::N10
• dependent_types::N2
• dependent_types::N3
• dependent_types::N4
• dependent_types::N5
• dependent_types::N6
• dependent_types::N7
• dependent_types::N8
• dependent_types::N9
• effect_types::FallibleIOEffect
• effect_types::GPUMemoryEffect
• effect_types::IORandomEffect
• effect_types::MemoryIOEffect
• error::Result
• exotic_hardware::types::NodeId
• formatting::Result
• plugin::BoxedPlugin
• plugin::PluginCreateFn
• plugin::PluginValidationResult
• refinement_types::FeatureCount
• refinement_types::IterationCount
• refinement_types::KernelWidth
• refinement_types::NonEmpty
• refinement_types::NonNegative
• refinement_types::NonZero
• refinement_types::NumClusters
• refinement_types::NumNeighbors
• refinement_types::Positive
• refinement_types::SampleCount
• refinement_types::Tolerance
• refinement_types::TreeDepth
• refinement_types::ValidLearningRate
• refinement_types::ValidProbability
• refinement_types::ValidRegularization
• types::ZeroCopyFeatures
• types::ZeroCopyTarget
• types::arrays::Array1
• types::arrays::Array2
• types::arrays::ArrayView1
• types::arrays::ArrayView2
• types::arrays::ArrayViewMut1
• types::arrays::ArrayViewMut2
• types::arrays::CowFeatures
• types::arrays::CowLabels
• types::arrays::CowPredictions
• types::arrays::CowProbabilities
• types::arrays::CowSampleWeight
• types::arrays::CowTarget
• types::arrays::Distances
• types::arrays::Features
• types::arrays::Float
• types::arrays::Int
• types::arrays::Labels
• types::arrays::Predictions
• types::arrays::Probabilities
• types::arrays::SampleWeight
• types::arrays::Similarities
• types::arrays::Target
• types::const_generic::FixedFeaturesMatrix
• types::const_generic::FixedPredictions
• types::const_generic::FixedTarget
• types::domain::common::LR
• types::domain::common::Prob
• types::domain::common::RegStrength
• types::domain::common::Tol
• unsafe_audit::Result
• validation::ValidationDestructureFn
• validation::ValidationGuardFn