Module enhanced_analysis

Module enhanced_analysis 

Source
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Enhanced Layer Analysis and Network-Level Insights

This module provides comprehensive enhanced analysis capabilities including detailed layer-wise analysis, network-level gradient insights, and optimization priority ranking for gradient debugging.

Structs§

ConvergenceIndicators
Indicators of training convergence
CrossLevelInteraction
Interaction between hierarchy levels
EnhancedGradientAnalyzer
Enhanced gradient analyzer
EnhancedLayerGradientAnalysis
Enhanced layer-wise gradient analysis
GradientDistribution
Distribution of gradients across the network
GradientHierarchy
Hierarchical organization of gradient information
GroupCharacteristics
Characteristics of a layer group
HierarchyLevel
Level in the gradient hierarchy
InstabilitySource
Source of instability in the network
LayerGradientDetails
Detailed gradient analysis for a specific layer
LayerGroup
Group of related layers
LayerInteraction
Interaction between layers in gradient flow
LayerOptimizationSuggestion
Layer-specific optimization suggestion
NetworkLevelAnalysis
Network-level gradient analysis
OptimizationPriority
Optimization priority for layers or groups
PlateauDetection
Plateau detection in training
PrioritizedAction
Prioritized optimization action
StabilityAssessment
Network stability assessment
StabilityForecast
Forecast of stability trends
TrainingDynamics
Training dynamics analysis

Enums§

ActionType
AnalysisDepth
ConvergenceTrend
DistributionType
ImplementationComplexity
ImplementationEffort
InstabilityType
InteractionDirection
InteractionType
LearningPhase
OptimizationDifficulty
OptimizationTarget
PlateauSeverity
StabilityOutlook
StabilityTrend
SuggestionType
UrgencyLevel