nirs4all.controllers.models.stacking package

Submodules

• nirs4all.controllers.models.stacking.branch_validator module
  • BranchInfo
    • BranchInfo.branch_id
    • BranchInfo.branch_name
    • BranchInfo.branch_path
    • BranchInfo.branch_type
    • BranchInfo.exclusion_info
    • BranchInfo.is_nested
    • BranchInfo.n_samples
    • BranchInfo.nesting_depth
    • BranchInfo.partition_info
    • BranchInfo.sample_indices
  • get_disjoint_branch_info()
  • is_disjoint_branch()
• nirs4all.controllers.models.stacking.classification module
  • ClassificationFeatureExtractor
    • ClassificationFeatureExtractor.extract_features()
    • ClassificationFeatureExtractor.get_n_features()
  • ClassificationInfo
    • ClassificationInfo.class_labels
    • ClassificationInfo.get_n_features_per_model()
    • ClassificationInfo.has_probabilities
    • ClassificationInfo.is_binary
    • ClassificationInfo.is_classification
    • ClassificationInfo.is_multiclass
    • ClassificationInfo.n_classes
    • ClassificationInfo.proba_shape
    • ClassificationInfo.task_type
  • FeatureNameGenerator
    • FeatureNameGenerator.generate_names()
    • FeatureNameGenerator.get_feature_importance_mapping()
  • MetaFeatureInfo
    • MetaFeatureInfo.aggregate_importance_by_model()
    • MetaFeatureInfo.classification_info
    • MetaFeatureInfo.feature_names
    • MetaFeatureInfo.feature_to_model
    • MetaFeatureInfo.get_model_for_feature()
    • MetaFeatureInfo.n_features_per_model
    • MetaFeatureInfo.source_models
  • StackingTaskType
    • StackingTaskType.BINARY_CLASSIFICATION
    • StackingTaskType.MULTICLASS_CLASSIFICATION
    • StackingTaskType.REGRESSION
    • StackingTaskType.UNKNOWN
    • StackingTaskType.is_classification
    • StackingTaskType.n_classes
  • TaskTypeDetector
    • TaskTypeDetector.detect()
  • build_meta_feature_info()
• nirs4all.controllers.models.stacking.config module
• nirs4all.controllers.models.stacking.crossbranch module
  • validate_all_branches_scope()
• nirs4all.controllers.models.stacking.exceptions module
  • BranchingError
  • CrossBranchStackingError
  • InvalidMetaModelArtifactError
  • MetaModelError
  • MetaModelSerializationError
  • MissingDependencyError
  • MultiLevelStackingError
• nirs4all.controllers.models.stacking.multilevel module
  • detect_stacking_level()
  • validate_multi_level_stacking()
• nirs4all.controllers.models.stacking.reconstructor module
  • FoldAlignmentValidator
    • FoldAlignmentValidator.validate()
  • ValidationError
    • ValidationError.code
    • ValidationError.details
    • ValidationError.message
  • ValidationResult
    • ValidationResult.add_error()
    • ValidationResult.add_warning()
    • ValidationResult.errors
    • ValidationResult.format_errors()
    • ValidationResult.format_warnings()
    • ValidationResult.is_valid
    • ValidationResult.merge()
    • ValidationResult.warnings
  • ValidationWarning
    • ValidationWarning.code
    • ValidationWarning.details
    • ValidationWarning.message
• nirs4all.controllers.models.stacking.serialization module