List of all items
Structs
- TensorVersion
- ad_framework_compatibility::ADFrameworkCompatibilityManager
- ad_framework_compatibility::CompatibilityReport
- ad_framework_compatibility::CustomOperationDefinition
- ad_framework_compatibility::FrameworkCapabilities
- ad_framework_compatibility::MigrationData
- ad_framework_compatibility::MigrationPlan
- ad_framework_compatibility::MigrationResult
- ad_framework_compatibility::MigrationStep
- ad_framework_compatibility::PerformanceComparison
- ad_framework_compatibility::PerformanceMetrics
- ad_framework_compatibility::PyTorchAdapter
- ad_framework_compatibility::PyTorchTensor
- ad_framework_compatibility::RequiredTransformation
- ad_framework_compatibility::UniversalTensor
- ad_framework_compatibility::ValidationResult
- anomaly_alerts::AlertPolicy
- anomaly_alerts::AlertStatistics
- anomaly_alerts::AnomalyAlert
- anomaly_alerts::AnomalyAlertManager
- anomaly_alerts::CallbackAlertChannel
- anomaly_alerts::LogAlertChannel
- anomaly_alerts::RateLimit
- anomaly_alerts::TensorStatistics
- anomaly_detection::recovery::AnomalyRecoverySystem
- anomaly_detection::recovery::RecoveryConfig
- anomaly_detection::recovery::RecoveryResult
- anomaly_detection::recovery::RecoveryStats
- audit_logging::AuditConfig
- audit_logging::AuditLogEntry
- audit_logging::AuditLogger
- audit_logging::AuditQuery
- audit_logging::AuditStatistics
- audit_logging::IntegrityVerificationResult
- audit_logging::ResourceUsage
- audit_logging::SecurityContext
- auto_tuning::AppliedOptimization
- auto_tuning::AutoTuningController
- auto_tuning::PerformanceSnapshot
- auto_tuning::TuningConfig
- auto_tuning::TuningRecommendation
- auto_tuning::TuningStatistics
- automatic_error_recovery::AutomaticErrorRecovery
- automatic_error_recovery::AutomaticRecoveryConfig
- automatic_error_recovery::RecoveryAttempt
- automatic_error_recovery::RecoveryContext
- automatic_error_recovery::RecoveryModification
- automatic_error_recovery::RecoveryStatistics
- blas_integration::BlasConfig
- blas_integration::BlasManager
- blas_integration::BlasPerformanceReport
- blas_integration::OperationStats
- blas_integration::PureRustBlasProvider
- buffer_optimization::AllocationPatternAnalyzer
- buffer_optimization::AllocationStats
- buffer_optimization::AutoBuffer
- buffer_optimization::BufferMetadata
- buffer_optimization::BufferPool
- buffer_optimization::CacheOptimizer
- buffer_optimization::OptimizedBufferAllocator
- buffer_optimization::PatternAnalysis
- buffer_optimization::TempBuffer
- capacity_planning::CapacityConfig
- capacity_planning::CapacityForecast
- capacity_planning::CapacityPlanner
- capacity_planning::DailyWorkloadStats
- capacity_planning::RecommendedCapacity
- capacity_planning::ScalingRecommendation
- capacity_planning::TrendAnalysis
- checkpoint::Checkpoint
- checkpoint::CheckpointSequence
- checkpoint_scheduler::CheckpointConfig
- checkpoint_scheduler::CheckpointDecision
- checkpoint_scheduler::CheckpointEvent
- checkpoint_scheduler::CheckpointScheduler
- checkpoint_scheduler::CheckpointStats
- checkpoint_scheduler::IntegratedCheckpointScheduler
- common_utils::ExponentialMovingAverage
- common_utils::IdGenerator
- common_utils::MovingAverage
- common_utils::RateLimiter
- common_utils::Statistics
- communication_efficient::adaptation::AdaptationController
- communication_efficient::adaptation::CommunicationMetrics
- communication_efficient::adaptation::ControlParameters
- communication_efficient::adaptation::PerformanceSnapshot
- communication_efficient::aggregation::AggregationEngine
- communication_efficient::aggregation::AggregationMetrics
- communication_efficient::aggregation::WorkerContribution
- communication_efficient::compression::AdaptiveCompressionParameters
- communication_efficient::compression::CompressionEngine
- communication_efficient::compression::CompressionStatistics
- communication_efficient::compression::LowRankEngine
- communication_efficient::compression::QuantizationEngine
- communication_efficient::compression::SketchingEngine
- communication_efficient::compression::SparsificationEngine
- communication_efficient::config::CommunicationConfig
- communication_efficient::config::CommunicationEfficientGradient
- communication_efficient::config::CommunicationMetadata
- communication_efficient::config::CompressedGradient
- communication_efficient::config::CompressionInfo
- communication_efficient::config::DecompressionHints
- communication_efficient::config::QualityOfService
- communication_efficient::config::SecurityRequirements
- communication_efficient::config::SketchParameters
- communication_efficient::config::SparsityPattern
- communication_efficient::fault_tolerance::AnomalyThresholds
- communication_efficient::fault_tolerance::ByzantineDetectionConfig
- communication_efficient::fault_tolerance::CommunicationFaultDetector
- communication_efficient::fault_tolerance::CommunicationPattern
- communication_efficient::fault_tolerance::ConsensusConfig
- communication_efficient::fault_tolerance::ConsensusRequest
- communication_efficient::fault_tolerance::CoordinationProtocol
- communication_efficient::fault_tolerance::DistributedFaultCoordinator
- communication_efficient::fault_tolerance::FailureEvent
- communication_efficient::fault_tolerance::HeartbeatTracker
- communication_efficient::fault_tolerance::PeerConnection
- communication_efficient::fault_tolerance::QuorumRequirements
- communication_efficient::fault_tolerance::StatisticalAnalyzer
- communication_efficient::fault_tolerance::StatisticalModel
- communication_efficient::management::BandwidthManager
- communication_efficient::management::BandwidthMeasurement
- communication_efficient::management::CongestionControl
- communication_efficient::management::RTTEstimator
- communication_efficient::management::TopologyManager
- communication_efficient::management::TopologyOptimization
- communication_efficient::transmission::NetworkMetrics
- communication_efficient::transmission::PriorityMetrics
- communication_efficient::transmission::ProtocolMetrics
- communication_efficient::transmission::ProtocolSelection
- communication_efficient::transmission::ProtocolStack
- communication_efficient::transmission::SchedulingKey
- communication_efficient::transmission::TransmissionBatchManager
- communication_efficient::transmission::TransmissionPriorityManager
- communication_efficient::transmission::TransmissionScheduler
- compression::CompressedGradient
- compression::CompressionBenchmark
- compression::CompressionConfig
- compression::CompressionMetadata
- compression::CompressionStats
- compression::GradientAnalysis
- compression::GradientCompressor
- context::core::AutogradContext
- context::core::GraphNode
- context::debug::CriticalPath
- context::debug::GraphAnalysis
- context::debug::GraphDebugger
- context::debug::GraphProfiler
- context::debug::ProfileResult
- context::gradient_functions::AbsGradient
- context::gradient_functions::AddGradient
- context::gradient_functions::DivGradient
- context::gradient_functions::ExpGradient
- context::gradient_functions::LogGradient
- context::gradient_functions::MatMulGradient
- context::gradient_functions::MeanGradient
- context::gradient_functions::MulGradient
- context::gradient_functions::PowGradient
- context::gradient_functions::ReLUGradient
- context::gradient_functions::SigmoidGradient
- context::gradient_functions::SquareGradient
- context::gradient_functions::SubGradient
- context::gradient_functions::SumGradient
- context::gradient_functions::TanhGradient
- context::memory::CleanupStatistics
- context::memory::MemoryManagementConfig
- context::memory::MemoryPressureMonitor
- context::memory::OptimizationStatistics
- context::optimization::GraphCheckpoint
- context::optimization::GraphDiff
- context::optimization::GraphOptimizer
- context::optimization::GraphStats
- context::optimization::OptimizationResult
- cross_framework_verification::ComparisonTolerance
- cross_framework_verification::CrossFrameworkVerifier
- cross_framework_verification::FailureAnalysis
- cross_framework_verification::GradientComparisonResult
- cross_framework_verification::GradientData
- cross_framework_verification::GradientErrorStats
- cross_framework_verification::MockPyTorchAdapter
- cross_framework_verification::TorshFrameworkAdapter
- cross_framework_verification::VerificationReport
- custom_backends::BackendConfig
- custom_backends::BackendInfo
- custom_backends::BackendRegistry
- custom_backends::BackendTensor
- custom_backends::DeviceConfig
- custom_backends::OperationContext
- custom_backends::PerformanceStats
- custom_backends::ReferenceBackend
- differentiable_programming::DifferentiableProgramming
- discrete_ops::DifferentiableArgmax
- discrete_ops::DifferentiableSort
- discrete_ops::DifferentiableTopK
- discrete_ops::DiscreteConfig
- discrete_ops::DiscreteOpRegistry
- distributed::common::types::DistributedConfig
- distributed::common::types::DistributedConfigBuilder
- distributed::metrics::DistributedStats
- distributed::metrics::EfficiencyMetrics
- distributed::metrics::GradientStats
- distributed::metrics::MetricsCollector
- distributed::metrics::MetricsReport
- distributed::metrics::PerformanceSummary
- distributed::metrics::SyncStatistics
- edge_case_handling::EdgeCaseHandler
- edge_case_handling::EdgeCaseHandlingConfig
- edge_case_handling::EdgeCaseHandlingResult
- edge_case_handling::EdgeCaseStatistics
- edge_case_handling::TensorInfo
- error_diagnostics::CorrelationAnalysis
- error_diagnostics::DiagnosticRecommendation
- error_diagnostics::DiagnosticReport
- error_diagnostics::DiagnosticStatus
- error_diagnostics::DiagnosticsConfig
- error_diagnostics::ErrorContext
- error_diagnostics::ErrorCorrelation
- error_diagnostics::ErrorDiagnosticsSystem
- error_diagnostics::ErrorEvent
- error_diagnostics::ErrorPattern
- error_diagnostics::LabeledErrorEvent
- error_diagnostics::MLAnalysisResult
- error_diagnostics::MLPatternPrediction
- error_diagnostics::MLPatternRecognitionSystem
- error_diagnostics::MLSystemConfig
- error_diagnostics::PatternAnalysis
- error_diagnostics::PatternLabel
- error_diagnostics::PerformanceAnalysis
- error_diagnostics::PerformanceImpact
- error_diagnostics::TemporalContext
- error_handling::ErrorContext
- error_handling::ErrorContextBuilder
- error_handling::GraphState
- error_handling::OperationContext
- error_handling::TensorMetadata
- error_handling::recovery::AutoRecoveryExecutor
- error_handling::recovery::RecoveryManager
- error_handling::recovery::RecoveryStatistics
- error_rate_monitoring::Alert
- error_rate_monitoring::ConsoleAlertHandler
- error_rate_monitoring::ErrorMonitoringConfig
- error_rate_monitoring::ErrorRateMonitor
- error_rate_monitoring::ErrorRateStatistics
- exception_safety::AutogradTransaction
- exception_safety::BasicResourceGuard
- exception_safety::ComputationGraphGuard
- exception_safety::ExceptionSafeExecutor
- exception_safety::ExceptionSafetyAnalyzer
- exception_safety::GradientStorageGuard
- exception_safety::SafetyViolation
- exception_safety::SafetyViolationReport
- exception_safety::TransactionOperation
- external_ad_integration::AutogradBridge
- external_ad_integration::ComputationGraph
- external_ad_integration::ExecutionResult
- external_ad_integration::ExternalADRegistry
- external_ad_integration::GradientCapabilities
- external_ad_integration::GraphBuilder
- external_ad_integration::GraphNode
- federated_learning::aggregation::AggregationRound
- federated_learning::aggregation::ConvergenceMetrics
- federated_learning::aggregation::FederatedAggregator
- federated_learning::aggregation::RoundMetrics
- federated_learning::byzantine::AdaptiveThresholdConfig
- federated_learning::byzantine::ByzantineDetector
- federated_learning::byzantine::DetectionResult
- federated_learning::client::ClientMetrics
- federated_learning::client::ConnectionQuality
- federated_learning::client::DataDistribution
- federated_learning::client::FeatureStats
- federated_learning::client::FederatedClient
- federated_learning::client::ResourceCapabilities
- federated_learning::metrics::AggregationRound
- federated_learning::metrics::ClientMetricsSummary
- federated_learning::metrics::ConvergenceMetrics
- federated_learning::metrics::FederatedMetrics
- federated_learning::metrics::MetricsCollector
- federated_learning::metrics::MetricsConfig
- federated_learning::metrics::PerformanceBaselines
- federated_learning::metrics::PerformanceReport
- federated_learning::metrics::RoundMetrics
- federated_learning::personalization::AdaptationStep
- federated_learning::personalization::MetaLearningState
- federated_learning::personalization::PersonalizationConfig
- federated_learning::personalization::PersonalizationManager
- federated_learning::personalization::TaskAdaptation
- federated_learning::personalization::TaskPerformanceMetrics
- federated_learning::privacy::NoiseCalibration
- federated_learning::privacy::PrivacyAccountant
- federated_learning::privacy::PrivacyEngine
- federated_learning::selection::ClientSelector
- federated_learning::selection::FairnessTracker
- federated_learning::types::FederatedLearningConfig
- flamegraph::DifferentialFlamegraph
- flamegraph::FlamegraphBuilder
- flamegraph::FlamegraphComparison
- flamegraph::FlamegraphConfig
- flamegraph::FlamegraphNode
- flamegraph::FrameDelta
- flamegraph_generation::FlamegraphBuilder
- flamegraph_generation::FlamegraphConfig
- flamegraph_generation::FlamegraphGenerator
- flamegraph_generation::OperationProfile
- forward_mode::Dual
- function::FunctionContext
- function::FunctionMetadata
- function::FunctionRegistry
- function::SubgradientSet
- function::composition::ComposedFunction
- function::deployment::FunctionDeploymentBuilder
- function::examples::ScaledAdd
- function::serialization::FunctionDeploymentManager
- function::serialization::FunctionFactory
- function::serialization::FunctionLibrary
- function::serialization::FunctionPackage
- function::subgradient_functions::AbsFunction
- function::subgradient_functions::L1NormFunction
- function::subgradient_functions::MaxFunction
- function::subgradient_functions::ReLUFunction
- function_optimization::FunctionInfo
- function_optimization::FunctionOptimizer
- function_optimization::FunctionPattern
- function_optimization::FusionGroup
- function_optimization::OptimizationConfig
- function_optimization::OptimizationResult
- function_optimization::OptimizationStats
- function_optimization::ProfileData
- garbage_collection::GarbageCollectionConfig
- garbage_collection::GcResult
- garbage_collection::GcStats
- garbage_collection::Generation
- garbage_collection::GradientGarbageCollector
- garbage_collection::GradientPtr
- garbage_collection::GradientReference
- gpu_gradient::GpuConfig
- gpu_gradient::GpuGradientComputer
- gpu_gradient::GpuStats
- graceful_degradation::DegradationEvent
- graceful_degradation::DegradationStatistics
- graceful_degradation::GracefulDegradationManager
- graceful_degradation::MatrixMultiplyFallback
- graceful_degradation::UnsupportedOperationInfo
- grad_mode::AnomalyModeGuard
- grad_mode::EnableGradGuard
- grad_mode::GraphMode
- grad_mode::InferenceModeGuard
- grad_mode::NoGradGuard
- grad_mode::ProfilingModeGuard
- grad_mode::lazy::LazyGradGuard
- grad_mode::lazy::LazyGradient
- grad_mode::zero_overhead::ZeroOverheadGuard
- grad_mode::zero_overhead::ZeroOverheadStats
- gradient_checking::AdaptiveEpsConfig
- gradient_checking::BenchmarkConfig
- gradient_checking::BenchmarkResults
- gradient_checking::ComparisonAssessment
- gradient_checking::CrossMethodComparison
- gradient_checking::CrossValidationConfig
- gradient_checking::GradCheckConfig
- gradient_checking::GradCheckFailure
- gradient_checking::GradCheckResult
- gradient_checking::GradientChecker
- gradient_checking::MethodResult
- gradient_checking::NumericalComparisonConfig
- gradient_checking::NumericalComparisonResult
- gradient_checking::NumericalGradientComparator
- gradient_checking::QualityIndicators
- gradient_checking::SignificanceTest
- gradient_checking::StatisticalAnalysis
- gradient_checking::StatisticsConfig
- gradient_clipping::ClippingStats
- gradient_clipping::GradientClipper
- gradient_filtering::AdaptiveParams
- gradient_filtering::AdvancedGradientFilter
- gradient_filtering::FilterConfig
- gradient_filtering::FilterStatistics
- gradient_filtering::KalmanState
- gradient_flow_analysis::AnalysisConfig
- gradient_flow_analysis::GradientAnomaly
- gradient_flow_analysis::GradientFlowAnalysis
- gradient_flow_analysis::GradientFlowAnalyzer
- gradient_flow_analysis::LayerGradientStats
- gradient_flow_analysis::LayerGradients
- gradient_hooks::GradientHook
- gradient_hooks::GradientHookManager
- gradient_hooks::HookContext
- gradient_hooks::HookPriority
- gradient_hooks::HookStats
- gradient_scaling::GradientScaler
- gradient_scaling::GradientScalingConfig
- gradient_scaling::GradientStats
- gradient_scaling::OptimizerState
- gradient_scaling::ScalingDecision
- gradient_scaling::ScalingStats
- gradient_scheduler::GradientScheduler
- gradient_scheduler::GradientTask
- gradient_scheduler::ResourceConstraints
- gradient_scheduler::SchedulingStats
- gradient_scheduler::ThreadSafeGradientScheduler
- gradient_storage::UnifiedGradientStorage
- gradient_tracer::GradientPath
- gradient_tracer::GradientTracer
- gradient_tracer::OperationStats
- gradient_tracer::PathTraceGuard
- gradient_tracer::TraceEvent
- gradient_tracer::TracerConfig
- gradient_tracing::GradientTracer
- gradient_tracing::Span
- gradient_tracing::SpanEvent
- gradient_tracing::SpanGuard
- gradient_tracing::Trace
- gradient_tracing::TraceStatistics
- gradient_tracing::TracingConfig
- gradient_validation::GradientStatistics
- gradient_validation::GradientValidator
- gradient_validation::TensorGradientStats
- gradient_validation::TensorValidationResult
- gradient_validation::ValidationConfig
- gradient_validation::ValidationError
- gradient_validation::ValidationResult
- gradient_validation::ValidationWarning
- graph_opt::graph_types::CheckpointNodeAnalysis
- graph_opt::graph_types::CheckpointNodeInfo
- graph_opt::graph_types::CompressedCheckpoint
- graph_opt::graph_types::CompressionStats
- graph_opt::graph_types::GraphNode
- graph_opt::graph_types::GraphOptConfig
- graph_opt::graph_types::GraphStats
- graph_opt::graph_types::MemoryInfo
- graph_opt::graph_types::MemoryRegion
- graph_opt::graph_types::MemoryTracker
- graph_opt::graph_types::NestedCheckpoint
- graph_opt::graph_types::NestedCheckpointConfig
- graph_opt::graph_types::OptimizationBenchmark
- graph_opt::graph_types::OptimizedGraph
- graph_opt::memory_planning::MemoryAnalysis
- graph_opt::memory_planning::MemoryRequirements
- graph_visualization::ComputationGraph
- graph_visualization::EdgeStyle
- graph_visualization::GraphBuilder
- graph_visualization::GraphEdge
- graph_visualization::GraphNode
- graph_visualization::GraphStatistics
- graph_visualization::NodeStyle
- guards::EnableGradGuard
- guards::GradModeGuard
- guards::NoGradGuard
- hardware_acceleration::AccelerationConfig
- hardware_acceleration::AcceleratorBenchmarkReport
- hardware_acceleration::AcceleratorUsageReport
- hardware_acceleration::AcceleratorUsageStats
- hardware_acceleration::Conv2DParams
- hardware_acceleration::CudaAccelerator
- hardware_acceleration::DeviceStats
- hardware_acceleration::HardwareAccelerationManager
- hardware_acceleration::HardwareDevice
- hardware_acceleration::HardwareMemoryHandle
- hardware_acceleration::MetalAccelerator
- hardware_acceleration::WebGpuAccelerator
- health_diagnostics::GradientHealthCheck
- health_diagnostics::GraphHealthCheck
- health_diagnostics::HealthCheckResult
- health_diagnostics::HealthDiagnostics
- health_diagnostics::HealthReport
- health_diagnostics::MemoryHealthCheck
- health_diagnostics::PerformanceHealthCheck
- higher_order_gradients::HigherOrderConfig
- higher_order_gradients::HigherOrderGradient
- higher_order_gradients::HigherOrderStats
- hyperparameter_optimization::HyperparameterConfig
- hyperparameter_optimization::HyperparameterOptimizationResult
- hyperparameter_optimization::HyperparameterOptimizer
- hyperparameter_optimization::OptimizableHyperparameter
- hyperparameter_optimization::OptimizationStep
- integration_patterns::CustomOperationPatterns
- integration_patterns::DebuggingPatterns
- integration_patterns::DistributedTrainingPatterns
- integration_patterns::ErrorHandlingPatterns
- integration_patterns::IntegrationDocumentation
- integration_patterns::IntegrationPatterns
- integration_patterns::MigrationGuide
- integration_patterns::MigrationScenario
- integration_patterns::Pattern
- integration_patterns::PatternDocumentation
- integration_patterns::PerformancePatterns
- integration_patterns::ResourceManagementPatterns
- integration_patterns::SciRS2IntegrationPatterns
- integration_patterns::TestingPatterns
- integration_patterns::TroubleshootingGuide
- integration_patterns::TroubleshootingIssue
- intelligent_chunking::ChunkingConfig
- intelligent_chunking::ChunkingStats
- intelligent_chunking::IntelligentChunker
- interactive_debugger::Breakpoint
- interactive_debugger::DebugContext
- interactive_debugger::InteractiveDebugger
- interactive_debugger::Watchpoint
- iterative_solvers::FixedPointSolver
- iterative_solvers::GradientDescentSolver
- iterative_solvers::NewtonSolver
- iterative_solvers::QuadraticFunction
- iterative_solvers::SolverConfig
- iterative_solvers::SolverResult
- jax_transformations::CacheStats
- jax_transformations::GradFunction
- jax_transformations::JitContext
- jax_transformations::JitFunction
- jax_transformations::JitOptions
- jax_transformations::PmapFunction
- jax_transformations::TransformationChain
- jax_transformations::VmapFunction
- matrix_calculus::DeterminantOp
- matrix_calculus::MatrixCalculusConfig
- matrix_calculus::MatrixLogOp
- matrix_calculus::MatrixNormOp
- matrix_calculus::TraceOp
- memory::anomaly::AllocationPattern
- memory::anomaly::AnomalyDetectionConfig
- memory::anomaly::MemoryAnomaly
- memory::anomaly::MemoryAnomalyDetector
- memory::manager::AdaptiveMemoryManager
- memory::manager::GradientComputationMemoryAnalysis
- memory::monitoring::GradientMemoryMonitor
- memory::monitoring::GradientMemoryMonitoringResult
- memory::monitoring::MemorySnapshot
- memory::monitoring::MonitoringConfig
- memory::pool::MemoryPool
- memory::pool::MemoryPoolStats
- memory::tracking::FragmentationAnalysis
- memory::tracking::FragmentationStats
- memory::tracking::GradientMemoryAnalysis
- memory::tracking::GradientMemoryStats
- memory::tracking::LeakDetectionStats
- memory::tracking::MemoryUsageTracker
- memory::types::AdaptiveMemoryConfig
- memory::types::SystemMemoryInfo
- meta_gradient::Hyperparameter
- meta_gradient::HyperparameterOptimizationConfig
- meta_gradient::HyperparameterOptimizationResult
- meta_gradient::HyperparameterOptimizer
- meta_gradient::MetaGradientConfig
- meta_gradient::MetaGradientEngine
- metrics_collection::AggregatedGradientStats
- metrics_collection::Bottleneck
- metrics_collection::BottleneckAnalysis
- metrics_collection::GradientAnomaly
- metrics_collection::GradientSnapshot
- metrics_collection::GradientStatistics
- metrics_collection::GradientTrend
- metrics_collection::MemoryBreakdown
- metrics_collection::MemoryEfficiencyMetrics
- metrics_collection::MemorySnapshot
- metrics_collection::MetricsCollector
- metrics_collection::MetricsConfig
- metrics_collection::PerformanceRecommendation
- metrics_collection::PerformanceTrends
- metrics_collection::ThroughputSnapshot
- metrics_collection::TimingStatistics
- mlx_compat::CompiledFunction
- mlx_compat::GradFunction
- mlx_compat::MLXArrayData
- mlx_compat::ValueAndGradFunction
- mlx_compat::VectorizeFunction
- mlx_compat::nn::Linear
- neural_architecture_search::ConvOperation
- neural_architecture_search::DARTS
- neural_architecture_search::DARTSArchitecture
- neural_architecture_search::DARTSPruningResult
- neural_architecture_search::IdentityOperation
- neural_architecture_search::MixedOperation
- neural_architecture_search::MixedOperationGradients
- neural_architecture_search::MixedOperationOutput
- neural_architecture_search::OperationGradients
- neural_architecture_search::ProgressiveDARTS
- neural_architecture_search::ProgressiveStageInfo
- neural_architecture_search::SearchEdge
- neural_architecture_search::SearchNode
- neural_architecture_search::ZeroOperation
- neural_ode::AdjointMethod
- neural_ode::AdjointSolution
- neural_ode::NeuralODE
- neural_ode::NeuralODEGradients
- neural_ode::NeuralODELayer
- neural_ode::ODESolution
- neural_ode::ODESolver
- neural_ode::ODESolverConfig
- onnx_integration::AutogradGraphExporter
- onnx_integration::AutogradGraphImporter
- onnx_integration::AutogradGraphNode
- onnx_integration::OnnxExportConfig
- onnx_integration::OnnxGraph
- onnx_integration::OnnxImportConfig
- onnx_integration::OnnxNode
- onnx_integration::OnnxTensor
- onnx_integration::OnnxValueInfo
- operation_cost_analysis::AggregatedCosts
- operation_cost_analysis::CostAnalysisConfig
- operation_cost_analysis::CostBreakdown
- operation_cost_analysis::CostEntry
- operation_cost_analysis::CostOptimizationSuggestion
- operation_cost_analysis::OperationCostAnalyzer
- operation_cost_analysis::OperationCostStats
- operation_introspection::CallStackFrame
- operation_introspection::IntrospectionConfig
- operation_introspection::OperationIntrospector
- operation_introspection::OperationParameter
- operation_introspection::OperationQuery
- operation_introspection::OperationRecord
- operation_introspection::OperationScope
- operation_introspection::OperationStatistics
- operation_introspection::TensorInfo
- operation_replay::OperationComparison
- operation_replay::OperationRecorder
- operation_replay::OperationReplayer
- operation_replay::OperationStatistics
- operation_replay::PerformanceComparison
- operation_replay::RecordedOperation
- operation_replay::RecordedSession
- operation_replay::ReplayConfig
- operation_replay::ReplayResult
- operation_replay::ReplayStatistics
- optimization_diff::LinearProgrammingLayer
- optimization_diff::OptimizationConfig
- optimization_diff::OptimizationSolution
- optimization_diff::QuadraticProgrammingLayer
- parallel_gradient::ParallelConfig
- parallel_gradient::ParallelGradientComputer
- parallel_gradient::ParallelStats
- parameter_server::BackupManager
- parameter_server::FaultDetector
- parameter_server::ParameterServer
- parameter_server::ParameterServerClient
- parameter_server::ParameterServerConfig
- parameter_server::ParameterServerMetrics
- parameter_server::ParameterState
- parameter_server::ParameterUpdate
- parameter_server::UpdateScheduler
- performance_dashboard::DashboardConfig
- performance_dashboard::DashboardExport
- performance_dashboard::DashboardSnapshot
- performance_dashboard::ErrorMetric
- performance_dashboard::ErrorSummary
- performance_dashboard::MemoryMetric
- performance_dashboard::MemorySummary
- performance_dashboard::MetricsStore
- performance_dashboard::OperationMetric
- performance_dashboard::OperationSummary
- performance_dashboard::PerformanceDashboard
- performance_dashboard::PerformanceMetric
- performance_dashboard::PerformanceSummary
- performance_regression::BaselineMetrics
- performance_regression::PerformanceMetrics
- performance_regression::RegressedMetric
- performance_regression::RegressionConfig
- performance_regression::RegressionDetector
- performance_regression::RegressionResult
- profiler::analysis::AnalysisConfig
- profiler::analysis::AnalysisResult
- profiler::analysis::AnalysisSummary
- profiler::analysis::BottleneckThresholds
- profiler::analysis::CustomAnalysisRule
- profiler::analysis::EfficiencyMetrics
- profiler::analysis::PerformanceAnalyzer
- profiler::complexity::ComplexityAnalysis
- profiler::complexity::ComplexityAnalyzer
- profiler::complexity::PerformancePrediction
- profiler::hardware::HardwareMonitor
- profiler::hardware::HardwareRecommendations
- profiler::hardware::HardwareStatistics
- profiler::hardware::TimestampedUtilization
- profiler::memory::MemoryEstimationCache
- profiler::memory::MemoryStatistics
- profiler::memory::MemoryTracker
- profiler::memory::MemoryTrend
- profiler::profiler_core::AutogradProfiler
- profiler::profiler_core::ProfilerConfig
- profiler::types::AutogradProfile
- profiler::types::HardwareUtilization
- profiler::types::MemorySnapshot
- profiler::types::OperationProfile
- profiler::types::PerformanceBottleneck
- profiler::types::ProfileSummary
- profiler::types::ProfilerConfig
- profiling_debugging_integration::AllocationPattern
- profiling_debugging_integration::BreakpointHit
- profiling_debugging_integration::CPUProfile
- profiling_debugging_integration::CallGraph
- profiling_debugging_integration::CallGraphEdge
- profiling_debugging_integration::CallGraphNode
- profiling_debugging_integration::DebuggingConfig
- profiling_debugging_integration::DebuggingReport
- profiling_debugging_integration::DebuggingSession
- profiling_debugging_integration::FunctionProfile
- profiling_debugging_integration::GPUProfile
- profiling_debugging_integration::GdbDebugger
- profiling_debugging_integration::Hotspot
- profiling_debugging_integration::IntegrationConfig
- profiling_debugging_integration::IntegrationReport
- profiling_debugging_integration::KernelExecution
- profiling_debugging_integration::MemoryError
- profiling_debugging_integration::MemoryLeak
- profiling_debugging_integration::MemoryProfile
- profiling_debugging_integration::MemoryTransfer
- profiling_debugging_integration::OperationAnnotation
- profiling_debugging_integration::PerfProfiler
- profiling_debugging_integration::ProfilingConfig
- profiling_debugging_integration::ProfilingDebuggingManager
- profiling_debugging_integration::ProfilingReport
- profiling_debugging_integration::ProfilingSession
- profiling_debugging_integration::StackFrame
- profiling_debugging_integration::StackTrace
- profiling_debugging_integration::ThreadError
- progress_reporting::ProgressConfig
- progress_reporting::ProgressReporter
- progress_reporting::ProgressScope
- progress_reporting::ProgressStatistics
- progress_reporting::ProgressUpdate
- property_testing::PropertyTestConfig
- pytorch_compat::AutogradContext
- pytorch_compat::profiler::AutogradProfiler
- quantum_autograd::CNOT
- quantum_autograd::Complex
- quantum_autograd::Observable
- quantum_autograd::PauliX
- quantum_autograd::QuantumCircuit
- quantum_autograd::QuantumExpectationValue
- quantum_autograd::QuantumState
- quantum_autograd::QuantumStateGradient
- quantum_autograd::Qubit
- quantum_autograd::RotationY
- quantum_autograd::VQE
- quantum_autograd::VQEResult
- raii_resources::types::AutogradContextGuard
- raii_resources::types::AutogradResourceFactory
- raii_resources::types::AutogradResourceManager
- raii_resources::types::AutogradScope
- raii_resources::types::CheckpointGuard
- raii_resources::types::CleanupStats
- raii_resources::types::ComprehensiveResourceStats
- raii_resources::types::ComputationGraphGuard
- raii_resources::types::ComputationGraphManager
- raii_resources::types::DistributedContextGuard
- raii_resources::types::EnhancedResourceManager
- raii_resources::types::GradientStorageGuard
- raii_resources::types::GradientStorageManager
- raii_resources::types::MaintenanceResult
- raii_resources::types::MemoryBufferGuard
- raii_resources::types::MemoryBufferManager
- raii_resources::types::MemoryPressureMonitor
- raii_resources::types::MemoryPressureReading
- raii_resources::types::MemoryPressureStats
- raii_resources::types::PerformanceStats
- raii_resources::types::ProfileSessionGuard
- raii_resources::types::ResourceLeak
- raii_resources::types::ResourceLeakDetector
- raii_resources::types::ResourceManagerStats
- raii_resources::types::ResourceStats
- raii_resources::types::ResourceTrackingStats
- raii_resources::types::TensorGradGuard
- raii_resources::types::VariableEnvironmentGuard
- regression_testing::ElementWiseError
- regression_testing::GradientRegressionTester
- regression_testing::GradientTestCase
- regression_testing::RegressionTestConfig
- regression_testing::RegressionTestResult
- regression_testing::RegressionTestStatistics
- scirs2_integration::AutogradPerformanceInfo
- scirs2_integration::SciRS2AutogradAdapter
- scirs2_integration::SciRS2CompatibilityShim
- scirs2_integration::SciRS2MigrationHelper
- scirs2_integration_testing::CompatibilitySummary
- scirs2_integration_testing::PerformanceSummary
- scirs2_integration_testing::SciRS2IntegrationTestCase
- scirs2_integration_testing::SciRS2IntegrationTestSuite
- scirs2_integration_testing::SciRS2IntegrationTester
- scirs2_integration_testing::SciRS2TestResult
- scirs2_integration_testing::SciRS2Version
- scirs2_integration_testing::TestCategoryResults
- simd_gradient::SimdConfig
- simd_gradient::SimdGradientComputer
- simd_gradient::SimdStats
- simd_ops::F32SimdAccumulator
- simd_ops::bench::BenchResult
- specialized_gradient_libs::BenchmarkReport
- specialized_gradient_libs::CasADiLibrary
- specialized_gradient_libs::LibraryUsageReport
- specialized_gradient_libs::LibraryUsageStats
- specialized_gradient_libs::QuadraticFunction
- specialized_gradient_libs::SparseGradient
- specialized_gradient_libs::SpecializedLibConfig
- specialized_gradient_libs::SpecializedLibraryManager
- stable_api::ApiCompatibilityChecker
- stable_api::ApiFeature
- staleness_handling::AdaptiveCompensationParameters
- staleness_handling::AdaptiveStalenessController
- staleness_handling::AppliedGradient
- staleness_handling::BatchManager
- staleness_handling::CausalDependency
- staleness_handling::CausalEvent
- staleness_handling::ConcurrentUpdate
- staleness_handling::ConflictDetector
- staleness_handling::ConflictEvent
- staleness_handling::ConsistencyManager
- staleness_handling::ConsistencyState
- staleness_handling::ConvergenceMonitor
- staleness_handling::DeadlineManager
- staleness_handling::PendingWrite
- staleness_handling::PerformanceFeedback
- staleness_handling::PerformanceSnapshot
- staleness_handling::PriorityManager
- staleness_handling::SchedulingKey
- staleness_handling::StalenessAwareGradient
- staleness_handling::StalenessCompensator
- staleness_handling::StalenessConfig
- staleness_handling::StalenessManager
- staleness_handling::StalenessMetrics
- staleness_handling::StalenessScheduler
- staleness_handling::VersionManager
- staleness_handling::VersionSnapshot
- staleness_handling::VersionVector
- staleness_handling::WorkerStalenessProfile
- staleness_handling::WorkerState
- stochastic_graphs::BernoulliDistribution
- stochastic_graphs::CategoricalDistribution
- stochastic_graphs::NormalDistribution
- stochastic_graphs::StochasticConfig
- stochastic_graphs::StochasticGraph
- stress_testing::ComputationGraphStressTest
- stress_testing::ExtremeLimitStressTest
- stress_testing::ExtremeTestResults
- stress_testing::PerformanceMetrics
- stress_testing::StressTestConfig
- stress_testing::StressTestResults
- structured_logging::AutogradLogEntry
- structured_logging::AutogradLogger
- structured_logging::ErrorInfo
- structured_logging::GradientStats
- structured_logging::LoggingConfig
- structured_logging::LoggingStatistics
- structured_logging::MemoryInfo
- structured_logging::TensorInfo
- symbolic::SymbolicDifferentiator
- tensorflow_compat::CompiledFunction
- tensorflow_compat::GradientTape
- tensorflow_compat::GradientTapeContext
- tensorflow_compat::Operation
- tensorflow_compat::TensorFlowEagerContext
- tensorflow_compat::TensorFlowFunction
- tensorflow_compat::TensorId
- variable_env::InplaceConfig
- visualization::core::BottleneckMetrics
- visualization::core::GradientBottleneck
- visualization::core::GradientFlowAnalysis
- visualization::core::GradientFlowSummary
- visualization::core::GradientStatistics
- visualization::core::MemoryBreakdown
- visualization::core::MemoryDistribution
- visualization::core::MemoryFragmentation
- visualization::core::OperationInfo
- visualization::magnitude_analysis::AnalyzerConfig
- visualization::magnitude_analysis::DetailedGradientStats
- visualization::magnitude_analysis::GlobalGradientStats
- visualization::magnitude_analysis::GradientHistogram
- visualization::magnitude_analysis::GradientMagnitudeAnalyzer
- visualization::magnitude_analysis::HistoricalComparison
- visualization::magnitude_analysis::LayerGradientStats
- visualization::magnitude_analysis::MagnitudeTimePoint
- visualization::magnitude_analysis::NormDistribution
- visualization::monitoring::Alert
- visualization::monitoring::AnalysisMetadata
- visualization::monitoring::AnomalyReport
- visualization::monitoring::GradientFlowMonitor
- visualization::monitoring::GradientTrendAnalysis
- visualization::monitoring::MonitoringConfig
- visualization::visualizer::GradientVisualizer
- visualization::visualizer::VisualizerConfig
- vjp_optimization::FusionPattern
- vjp_optimization::VjpCheckpoint
- vjp_optimization::VjpContext
- vjp_optimization::VjpNode
- vjp_optimization::VjpOptimizationConfig
- vjp_optimization::VjpOptimizer
- vjp_optimization::VjpStats
Enums
- ad_framework_compatibility::ADFramework
- ad_framework_compatibility::AutomationLevel
- ad_framework_compatibility::CompatibilityLevel
- ad_framework_compatibility::EffortLevel
- ad_framework_compatibility::MigrationCapability
- ad_framework_compatibility::MigrationOperation
- ad_framework_compatibility::UniversalDataType
- ad_framework_compatibility::UniversalOperation
- anomaly_alerts::AlertSeverity
- anomaly_alerts::AnomalyType
- anomaly_detection::recovery::RecoveryStrategy
- audit_logging::AccessLevel
- audit_logging::OperationStatus
- audit_logging::OperationType
- auto_tuning::OptimizationType
- auto_tuning::ParameterValue
- automatic_error_recovery::CorrectiveTransform
- automatic_error_recovery::RecoveryAction
- automatic_error_recovery::RecoveryStrategy
- automatic_error_recovery::TransientFailureType
- blas_integration::BlasImplementation
- blas_integration::BlasOperation
- buffer_optimization::AllocationStrategy
- buffer_optimization::BufferAlignment
- buffer_optimization::BufferSizeCategory
- capacity_planning::ScalingAction
- capacity_planning::TrendDirection
- capacity_planning::UrgencyLevel
- checkpoint_scheduler::CheckpointReason
- checkpoint_scheduler::CheckpointStrategy
- communication_efficient::CommunicationError
- communication_efficient::adaptation::AdaptationStrategy
- communication_efficient::adaptation::AdaptationTrigger
- communication_efficient::aggregation::AggregationError
- communication_efficient::compression::CompressionError
- communication_efficient::compression::DecompositionMethod
- communication_efficient::compression::QuantizationMethod
- communication_efficient::compression::RankAdaptationStrategy
- communication_efficient::compression::SparsificationMethod
- communication_efficient::config::AggregationMethod
- communication_efficient::config::CommunicationPriority
- communication_efficient::config::CommunicationTopology
- communication_efficient::config::CompressionStrategy
- communication_efficient::config::LatencySensitivity
- communication_efficient::config::PrivacyLevel
- communication_efficient::config::ProtocolOptimization
- communication_efficient::config::ReconstructionMethod
- communication_efficient::config::ReliabilityLevel
- communication_efficient::config::SketchType
- communication_efficient::config::SynchronizationPattern
- communication_efficient::fault_tolerance::ByzantineVerificationMethod
- communication_efficient::fault_tolerance::ConnectionStatus
- communication_efficient::fault_tolerance::FaultDetectionMethod
- communication_efficient::fault_tolerance::FaultSeverity
- communication_efficient::fault_tolerance::FaultType
- communication_efficient::fault_tolerance::RecoveryStrategy
- communication_efficient::management::CongestionControlAlgorithm
- communication_efficient::management::CongestionLevel
- communication_efficient::management::CongestionState
- communication_efficient::management::OptimizationObjective
- communication_efficient::transmission::SchedulingStrategy
- compression::CompressionAlgorithm
- cross_framework_verification::FailureSeverity
- cross_framework_verification::SupportedFramework
- custom_backends::BackendCapability
- custom_backends::DataType
- custom_backends::DeviceType
- custom_backends::OptimizationLevel
- discrete_ops::VarianceReduction
- distributed::common::types::AllReduceAlgorithm
- distributed::common::types::CommunicationPattern
- distributed::common::types::CompressionStrategy
- distributed::common::types::DistributedBackend
- distributed::common::types::OperationStatus
- distributed::common::types::ReductionOp
- distributed::common::types::SyncOperationType
- edge_case_handling::EdgeCaseStrategy
- edge_case_handling::EdgeCaseTransformation
- edge_case_handling::EdgeCaseType
- error_diagnostics::PatternType
- error_diagnostics::RecommendationCategory
- error_diagnostics::RecommendationPriority
- error_diagnostics::SeverityLevel
- error_handling::AutogradError
- error_handling::ResourceType
- error_handling::recovery::RecoveryStrategy
- error_rate_monitoring::AlertLevel
- error_rate_monitoring::ErrorCategory
- error_rate_monitoring::ErrorSeverity
- exception_safety::ExceptionSafetyLevel
- exception_safety::ViolationType
- external_ad_integration::AttributeValue
- external_ad_integration::Operation
- federated_learning::aggregation::FederatedError
- federated_learning::byzantine::ByzantineDetectionMethod
- federated_learning::personalization::PersonalizationStrategy
- federated_learning::privacy::CompositionMethod
- federated_learning::types::AggregationStrategy
- federated_learning::types::ByzantineDetectionMethod
- federated_learning::types::ClientSelectionStrategy
- federated_learning::types::CompositionMethod
- federated_learning::types::ConnectionType
- federated_learning::types::DeviceType
- federated_learning::types::DistributionType
- federated_learning::types::OverheadLevel
- federated_learning::types::PersonalizationStrategy
- federated_learning::types::PrivacyMechanism
- flamegraph::ColorScheme
- flamegraph_generation::ColorScheme
- flamegraph_generation::DisplayMode
- function::ComputationalComplexity
- function::MemoryComplexity
- function::SubgradientSelection
- function_optimization::OptimizationStrategy
- function_optimization::PatternProperty
- garbage_collection::GcStrategy
- garbage_collection::GcTrigger
- gpu_gradient::ActivationType
- gpu_gradient::GpuBackend
- graceful_degradation::DegradationStrategy
- graceful_degradation::OperationCategory
- graceful_degradation::UnsupportedReason
- gradient_checking::NumericalMethod
- gradient_clipping::ClippingStrategy
- gradient_filtering::AdvancedFilterType
- gradient_flow_analysis::GradientAnomalyType
- gradient_hooks::HookType
- gradient_scaling::OptimizerType
- gradient_scaling::ScalingReason
- gradient_scaling::ScalingStrategy
- gradient_scheduler::SchedulingStrategy
- gradient_scheduler::TaskPriority
- gradient_scheduler::TaskType
- gradient_tracer::EventType
- gradient_tracing::AttributeValue
- gradient_tracing::SpanStatus
- gradient_tracing::TraceExportFormat
- gradient_tracing::TraceStatus
- gradient_validation::ErrorSeverity
- gradient_validation::ValidationErrorType
- gradient_validation::ValidationWarningType
- graph_opt::graph_types::CheckpointLevel
- graph_opt::graph_types::CheckpointStrategy
- graph_opt::graph_types::CompressionAlgorithm
- graph_visualization::NodeType
- hardware_acceleration::AcceleratorType
- hardware_acceleration::HardwareCapability
- hardware_acceleration::OptimizationLevel
- hardware_acceleration::PrecisionPreference
- health_diagnostics::HealthStatus
- higher_order_gradients::ComputationMode
- higher_order_gradients::GradientOrder
- inplace_versioning::VersionConflictStrategy
- integration_patterns::PatternCategory
- intelligent_chunking::ChunkingStrategy
- interactive_debugger::BreakpointCondition
- interactive_debugger::DebugCommand
- interactive_debugger::DebuggerState
- matrix_calculus::NormType
- memory::anomaly::AllocationPatternType
- memory::anomaly::AnomalySeverity
- memory::anomaly::MemoryAnomalyType
- memory::error::TorshError
- memory::monitoring::SnapshotRetentionPolicy
- memory::prelude::TorshError
- memory::types::AllocationStrategy
- memory::types::MemoryPressure
- memory::types::OptimizationTechnique
- meta_gradient::HyperparameterType
- metrics_collection::AnomalySeverity
- metrics_collection::AnomalyType
- metrics_collection::BottleneckType
- metrics_collection::ExportFormat
- metrics_collection::ImplementationDifficulty
- metrics_collection::RecommendationPriority
- metrics_collection::RecommendationType
- metrics_collection::SessionEvent
- metrics_collection::TrendDirection
- mlx_compat::MLXDevice
- neural_architecture_search::SamplingStrategy
- neural_ode::IntegrationMethod
- onnx_integration::OnnxAttribute
- onnx_integration::OnnxDataType
- onnx_integration::OnnxError
- onnx_integration::OptimizationLevel
- operation_cost_analysis::OperationType
- operation_cost_analysis::OptimizationPriority
- operation_cost_analysis::OptimizationType
- optimization_diff::DifferentiationMethod
- optimization_diff::OptimizationProblem
- parameter_server::ParameterServerError
- parameter_server::RecoveryAction
- parameter_server::SchedulerStrategy
- parameter_server::UpdatePriority
- performance_dashboard::DashboardLayout
- performance_dashboard::DashboardTheme
- performance_dashboard::RenderFormat
- performance_dashboard::WidgetType
- profiler::complexity::ComplexityClass
- profiler::error::TorshError
- profiler::memory::TrendDirection
- profiler::prelude::TorshError
- profiler::types::BottleneckType
- profiling_debugging_integration::AnalysisCapability
- profiling_debugging_integration::DebuggingTool
- profiling_debugging_integration::LogLevel
- profiling_debugging_integration::MemoryErrorType
- profiling_debugging_integration::ProfilingTool
- profiling_debugging_integration::ThreadErrorType
- profiling_debugging_integration::TransferDirection
- raii_resources::types::CleanupAction
- raii_resources::types::MemoryPressureLevel
- scirs2_integration::GradientTensor
- scirs2_integration_testing::TestCategory
- simd_gradient::SimdCapability
- simd_ops::SimdLevel
- specialized_gradient_libs::ComputationResult
- specialized_gradient_libs::GradientComputationType
- specialized_gradient_libs::SpecializedLibrary
- stable_api::StabilityLevel
- staleness_handling::AdaptationStrategy
- staleness_handling::ConflictResolutionStrategy
- staleness_handling::ConsistencyModel
- staleness_handling::DependencyType
- staleness_handling::EventType
- staleness_handling::GradientPriority
- staleness_handling::ReadConsistencyLevel
- staleness_handling::StalenessCompensationMethod
- staleness_handling::StalenessError
- staleness_handling::StalenessStrategy
- staleness_handling::StalenessToleranceLevel
- staleness_handling::StalenessTrend
- staleness_handling::WriteConsistencyLevel
- stochastic_graphs::BaselineEstimator
- stochastic_graphs::GradientEstimator
- stochastic_graphs::VarianceReduction
- structured_logging::LogLevel
- structured_logging::OperationCategory
- symbolic::SymbolicExpr
- tensorflow_compat::DevicePolicy
- tensorflow_compat::ExecutionMode
- tensorflow_compat::TensorFlowError
- variable_env::InplaceStrategy
- visualization::core::BottleneckType
- visualization::core::GradientMagnitudeCategory
- visualization::monitoring::AlertSeverity
- visualization::monitoring::AlertType
- visualization::monitoring::AnomalyType
- visualization::monitoring::MetricType
- visualization::monitoring::TrendDirection
- visualization::visualizer::ColorScheme
- vjp_optimization::OptimizationLevel
- vjp_optimization::VjpOperation
- vjp_optimization::VjpStrategy
Traits
- ad_framework_compatibility::FrameworkAdapter
- ad_framework_compatibility::FrameworkTensor
- anomaly_alerts::AlertChannel
- audit_logging::AuditEventHandler
- autograd_traits::AutogradTensor
- autograd_traits::AutogradTensorFactory
- autograd_traits::BackwardTensor
- autograd_traits::GradientAccumulation
- blas_integration::BlasProvider
- checkpoint::CheckpointElement
- communication_efficient::transmission::CommunicationProtocol
- context::core::GradientFunction
- cross_framework_verification::FrameworkAdapter
- custom_backends::AutogradBackend
- custom_backends::CustomOperation
- custom_backends::GradFunction
- discrete_ops::DiscreteOperation
- error_rate_monitoring::AlertHandler
- exception_safety::ResourceGuard
- external_ad_integration::ExternalADLibrary
- function::DynFunction
- function::Function
- function::SubgradientFunction
- function::serialization::SerializableFunction
- graceful_degradation::FallbackFunction
- gradient_storage::GradientStorage
- hardware_acceleration::HardwareAccelerator
- health_diagnostics::HealthCheck
- iterative_solvers::IterativeFunction
- jax_transformations::TransformableFunction
- memory::error::MemoryErrorExt
- metrics_collection::MetricsEventHandler
- mlx_compat::MLXArray
- mlx_compat::mlx::MLXFunction
- neural_architecture_search::SearchableOperation
- neural_ode::ODESystem
- optimization_diff::DifferentiableOptimization
- performance_dashboard::DashboardWidget
- profiler::error::ProfilerErrorExt
- profiling_debugging_integration::ExternalDebugger
- profiling_debugging_integration::ExternalProfiler
- pytorch_compat::Function
- quantum_autograd::QuantumGate
- raii_resources::functions::AutogradResource
- scirs2_integration::GradientFunction
- simd_ops::SimdGradAccumulator
- specialized_gradient_libs::Function
- specialized_gradient_libs::SpecializedGradientLibrary
- stochastic_graphs::StochasticOperation
Macros
- autograd_error
- autograd_guard
- autograd_propagate
- autograd_scope
- define_custom_function
- gradient_test_case
- log_autograd
- prelude::with_error_recovery
- temp_buffer
- trace_gradient_path
- with_error_recovery
- with_graceful_degradation
- with_no_throw
- with_strong_safety
- zero_overhead_op
Functions
- accumulate::accumulate_gradient_safe
- accumulate::check_accumulation_overflow
- ad_framework_compatibility::check_framework_compatibility
- ad_framework_compatibility::convert_tensor
- ad_framework_compatibility::get_global_compatibility_manager
- ad_framework_compatibility::migrate_model
- anomaly_alerts::alert
- anomaly_alerts::global_alert_manager
- anomaly_detection::detect_complex_anomalies
- audit_logging::get_global_audit_logger
- audit_logging::init_global_audit_logger
- automatic_error_recovery::get_global_recovery
- automatic_error_recovery::recover_from_error
- blas_integration::blas_dot
- blas_integration::blas_gemm
- blas_integration::blas_gemv
- blas_integration::get_global_blas_manager
- buffer_optimization::allocate_temp_buffer
- buffer_optimization::deallocate_temp_buffer
- buffer_optimization::get_global_allocation_stats
- buffer_optimization::get_global_allocator
- buffer_optimization::perform_global_maintenance
- checkpoint::checkpoint
- checkpoint::checkpoint_sequential
- checkpoint::checkpoint_with_seed
- clip::clip_grad_norm
- clip::clip_grad_value
- clip::clip_grad_value_tensors
- clip::grad_norm
- common_utils::approx_eq
- common_utils::calculate_statistics
- common_utils::clamp
- common_utils::format_bytes
- common_utils::format_duration
- common_utils::format_number
- common_utils::format_percentage
- common_utils::generate_temp_id
- common_utils::lerp
- common_utils::map_range
- common_utils::mean
- common_utils::median
- common_utils::percentile
- common_utils::progress_bar
- common_utils::round_to
- common_utils::std_dev
- common_utils::truncate_string
- communication_efficient::utils::calculate_compression_ratio
- communication_efficient::utils::check_gradient_compatibility
- communication_efficient::utils::compute_gradient_norm
- communication_efficient::utils::estimate_bandwidth_requirement
- communication_efficient::utils::validate_gradient_finite
- complex_ops::backward_complex
- complex_ops::complex::complex_abs
- complex_ops::complex::complex_arg
- complex_ops::complex::complex_conj
- complex_ops::complex::complex_to_imag
- complex_ops::complex::complex_to_real
- complex_ops::complex::holomorphic_backward
- complex_ops::complex::non_holomorphic_backward
- complex_ops::complex::real_to_complex
- compression::utils::analyze_gradients
- compression::utils::benchmark_compression
- context::core::get_or_create_context
- context::core::with_context
- context::memory::utils::aggressive_memory_config
- context::memory::utils::conservative_memory_config
- context::memory::utils::default_memory_config
- context::memory::utils::estimate_gradient_entry_size
- context::memory::utils::format_memory_size
- cross_framework_verification::get_global_verifier
- cross_framework_verification::initialize_verification_frameworks
- custom_backends::get_active_backend
- custom_backends::get_global_backend_registry
- edge_case_handling::get_global_edge_case_handler
- edge_case_handling::handle_tensor_edge_cases
- edge_case_handling::validate_tensor_shapes
- error_handling::get_error_context_info
- error_handling::register_tensor_metadata
- error_handling::to_torsh_result
- error_handling::validation::validate_memory_requirements
- error_handling::validation::validate_numerical_stability
- error_handling::validation::validate_tensor_shapes
- error_handling::validation::validate_tensor_state
- error_handling::with_error_context
- error_rate_monitoring::get_global_error_monitor
- error_rate_monitoring::init_global_error_monitor
- examples::anomaly_detection_example
- examples::basic_gradient_example
- examples::checkpointing_example
- examples::custom_function_example
- examples::distributed_training_example
- examples::gradient_accumulation_example
- examples::gradient_clipping_example
- examples::gradient_filtering_example
- examples::hardware_acceleration_example
- examples::higher_order_gradient_example
- examples::inference_example
- examples::mixed_precision_example
- examples::run_all_examples
- exception_safety::get_global_executor
- external_ad_integration::execute_external_computation
- external_ad_integration::get_global_bridge
- external_ad_integration::register_external_library
- federated_learning::create_default_config
- federated_learning::create_personalized_config
- federated_learning::create_private_config
- federated_learning::create_robust_config
- federated_learning::estimate_costs
- federated_learning::validate_config
- forward_mode::forward_derivative
- function::composition::compose
- function::deployment::compute_signature
- function::deployment::create_function_package
- function::deployment::deploy_function
- function::deployment::get_deployed_function_metadata
- function::deployment::global_deployment_manager
- function::deployment::list_deployed_functions
- function::deployment::undeploy_function
- function::get_function_metadata
- function::global_registry
- function::register_function
- garbage_collection::utils::calculate_gc_efficiency
- garbage_collection::utils::format_gc_stats
- garbage_collection::utils::get_gc_recommendations
- global_adapter::backward_global
- global_adapter::create_gradient_tensor
- global_adapter::get_global_adapter
- global_adapter::get_gradient_global
- global_adapter::initialize_global_adapter
- global_adapter::is_global_adapter_initialized
- gpu_gradient::get_global_gpu_computer
- gpu_gradient::initialize_global_gpu
- gpu_gradient::is_global_gpu_available
- graceful_degradation::get_global_degradation_manager
- grad_mode::detect_anomaly
- grad_mode::enable_grad
- grad_mode::get_graph_mode
- grad_mode::inference_mode
- grad_mode::is_anomaly_enabled
- grad_mode::is_grad_enabled
- grad_mode::is_inference_mode
- grad_mode::lazy::is_lazy_grad_enabled
- grad_mode::lazy::lazy_grad
- grad_mode::lazy::set_lazy_grad_enabled
- grad_mode::lazy::with_lazy_grad
- grad_mode::no_grad
- grad_mode::pop_grad_enabled
- grad_mode::profile
- grad_mode::push_grad_enabled
- grad_mode::set_anomaly_enabled
- grad_mode::set_grad_enabled
- grad_mode::set_graph_mode
- grad_mode::set_inference_mode
- grad_mode::with_grad_mode
- grad_mode::with_inference_mode
- grad_mode::with_no_grad
- grad_mode::zero_overhead::get_memory_allocation_count
- grad_mode::zero_overhead::get_operation_count
- grad_mode::zero_overhead::hints::likely_zero_overhead
- grad_mode::zero_overhead::hints::unlikely_in_inference
- grad_mode::zero_overhead::increment_memory_allocation_count
- grad_mode::zero_overhead::increment_operation_count
- grad_mode::zero_overhead::is_zero_overhead_enabled
- grad_mode::zero_overhead::set_zero_overhead_mode
- grad_mode::zero_overhead::with_zero_overhead
- grad_mode::zero_overhead::zero_overhead
- gradient_checking::test_functions::linear
- gradient_checking::test_functions::quadratic
- gradient_checking::test_functions::sum_reduction
- gradient_clipping::clip_gradients_global
- gradient_clipping::configure_global_clipper
- gradient_clipping::get_global_clipper
- gradient_clipping::get_global_clipper_mut
- gradient_hooks::get_global_hook_manager
- gradient_hooks::get_global_hook_manager_mut
- gradient_hooks::register_global_hook
- gradient_scheduler::complete_gradient_task
- gradient_scheduler::fail_gradient_task
- gradient_scheduler::get_global_scheduler
- gradient_scheduler::get_next_gradient_task
- gradient_scheduler::get_scheduler_stats
- gradient_scheduler::schedule_gradient_task
- gradient_storage::get_gradient_storage
- gradient_tracer::global_tracer
- gradient_tracing::get_global_tracer
- gradient_tracing::init_global_tracer
- graph_opt::balanced_config
- graph_opt::memory_optimized_config
- graph_opt::new_graph
- graph_opt::new_graph_with_config
- graph_opt::speed_optimized_config
- guards::enable_grad
- guards::no_grad
- hardware_acceleration::get_global_acceleration_manager
- higher_order_gradients::configure_global_higher_order
- higher_order_gradients::get_global_higher_order
- higher_order_gradients::get_global_higher_order_mut
- inplace_versioning::check_version_compatibility
- inplace_versioning::update_version_after_inplace
- intelligent_chunking::configure_global_chunker
- intelligent_chunking::get_global_chunker
- intelligent_chunking::get_global_chunker_mut
- interactive_debugger::evaluate_custom_expression
- interactive_debugger::global_debugger
- jax_transformations::chain_transformations
- jax_transformations::grad
- jax_transformations::jit
- jax_transformations::pmap
- jax_transformations::vmap
- matrix_calculus::utils::det_with_grad
- matrix_calculus::utils::logm_with_grad
- matrix_calculus::utils::norm_with_grad
- matrix_calculus::utils::trace_with_grad
- memory::utils::calculate_memory_efficiency_percentage
- memory::utils::comprehensive_debug_config
- memory::utils::format_memory_size
- memory::utils::get_system_memory_pressure
- memory::utils::is_system_memory_critical
- memory::utils::minimal_overhead_config
- memory::utils::validate_memory_config
- mlx_compat::mlx::compile
- mlx_compat::mlx::default_device
- mlx_compat::mlx::grad
- mlx_compat::mlx::is_grad_enabled
- mlx_compat::mlx::set_default_device
- mlx_compat::mlx::set_grad_enabled
- mlx_compat::mlx::value_and_grad
- mlx_compat::mlx::vectorize
- mlx_compat::random::normal
- mlx_compat::random::seed
- mlx_compat::random::uniform
- new_tensor_id
- onnx_integration::export_autograd_graph_to_onnx
- onnx_integration::import_onnx_graph_to_autograd
- operation_cost_analysis::get_global_cost_analyzer
- operation_cost_analysis::init_global_cost_analyzer
- operation_introspection::global_introspector
- operation_replay::global_recorder
- parallel_gradient::configure_global_parallel
- parallel_gradient::get_global_parallel_computer
- parallel_gradient::get_global_parallel_computer_mut
- performance_dashboard::get_global_dashboard
- performance_dashboard::init_global_dashboard
- performance_regression::global_detector
- profiler::utils::comprehensive_config
- profiler::utils::memory_focused_config
- profiler::utils::minimal_config
- profiler::utils::timing_focused_config
- profiler::utils::validate_config
- profiling_debugging_integration::get_global_profiling_debugging_manager
- progress_reporting::global_reporter
- pytorch_compat::anomaly_detection::detect_anomaly
- pytorch_compat::gradcheck::gradcheck
- pytorch_compat::profiler::record_function
- pytorch_compat::torch::backward
- pytorch_compat::torch::enable_grad
- pytorch_compat::torch::grad
- pytorch_compat::torch::is_grad_enabled
- pytorch_compat::torch::no_grad
- pytorch_compat::torch::set_grad_enabled
- raii_resources::functions::get_global_factory
- raii_resources::functions::get_global_resource_manager
- regression_testing::create_basic_test_suite
- regression_testing::get_global_regression_tester
- regression_testing::run_gradient_regression_tests
- scirs2_integration_testing::get_global_integration_tester
- scirs2_integration_testing::run_scirs2_integration_tests
- simd_gradient::configure_global_simd
- simd_gradient::get_global_simd_computer
- simd_gradient::get_global_simd_computer_mut
- simd_ops::bench::benchmark_grad_accumulation
- simd_ops::bench::print_benchmark_results
- simd_ops::detect_simd_level
- simd_ops::ops::grad_mul_f32_simd
- simd_ops::ops::grad_mul_f64_simd
- simd_ops::ops::grad_mul_simd
- specialized_gradient_libs::get_global_specialized_manager
- stable_api::check_experimental_api
- stable_api::get_api_features
- stable_api::get_stability_level
- stable_api::is_stable_api
- structured_logging::compute_gradient_stats
- structured_logging::get_logger
- structured_logging::init_logger
- tensorflow_compat::convert_to_tensor
- tensorflow_compat::convert_to_value
- tensorflow_compat::disable_eager_execution
- tensorflow_compat::enable_eager_execution
- tensorflow_compat::execute_eagerly
- tensorflow_compat::function
- tensorflow_compat::is_eager_execution_enabled
- tensorflow_compat::record_operation
- tensorflow_compat::set_device_policy
- tensorflow_compat::with_tape
- variable_env::clear_variable_env
- variable_env::get_or_create_variable_env
- variable_env::handle_inplace_operation
- variable_env::is_variable_env_initialized
- variable_env::validate_inplace_operation
- variable_env::with_variable_env
- visualization::create_default_analyzer
- visualization::create_default_monitor
- visualization::create_default_visualizer
- visualization::quick_gradient_analysis
- vjp_optimization::utils::analyze_vjp_efficiency
- vjp_optimization::utils::format_vjp_stats
- vjp_optimization::utils::get_vjp_recommendations
- vjp_optimization::vjp_ops::create_add_node
- vjp_optimization::vjp_ops::create_mul_node
- vjp_optimization::vjp_ops::create_relu_node
Type Aliases
- checkpoint::CheckpointRng
- communication_efficient::Aggregator
- communication_efficient::BandwidthMgr
- communication_efficient::Compressor
- communication_efficient::Config
- communication_efficient::Controller
- communication_efficient::EfficientGradient
- communication_efficient::FaultDetector
- communication_efficient::Method
- communication_efficient::Scheduler
- communication_efficient::Strategy
- communication_efficient::TopologyMgr
- communication_efficient::management::SharedBandwidthManager
- communication_efficient::management::SharedTopologyManager
- distributed::Config
- distributed::OpType
- distributed::Status
- error_handling::AutogradResult
- federated_learning::FederatedCoordinator
- federated_learning::FederatedResult
- garbage_collection::GradientId
- grad_mode::lazy::LazyGradComputation
- gradient_hooks::HookFn
- gradient_storage::GlobalGradientStorage
- gradient_storage::HashMapGradientStorage
- gradient_tracer::PathId
- gradient_tracer::TraceEventId
- graph_opt::GraphResult
- graph_opt::NodeIndex
- graph_opt::graph_types::NodeId
- graph_opt::graph_types::OptResult
- memory::error::Result
- memory::prelude::Result
- profiler::error::Result
- profiler::prelude::Result
- progress_reporting::ProgressCallback
- vjp_optimization::VjpFunction