nirs4all.controllers.data package

Submodules

• nirs4all.controllers.data.auto_transfer_preproc module
  • AutoTransferPreprocessingController
    • AutoTransferPreprocessingController.execute()
    • AutoTransferPreprocessingController.matches()
    • AutoTransferPreprocessingController.priority
    • AutoTransferPreprocessingController.supports_prediction_mode()
    • AutoTransferPreprocessingController.use_multi_source()
• nirs4all.controllers.data.balancing module
  • BalancingCalculator
    • BalancingCalculator.apply_random_transformer_selection()
    • BalancingCalculator.calculate_balanced_counts()
    • BalancingCalculator.calculate_balanced_counts_value_aware()
• nirs4all.controllers.data.branch module
  • BranchController
    • BranchController.execute()
    • BranchController.matches()
    • BranchController.priority
    • BranchController.supports_prediction_mode()
    • BranchController.use_multi_source()
• nirs4all.controllers.data.branch_utils module
  • group_samples_by_value_mapping()
  • parse_value_condition()
  • validate_disjoint_conditions()
• nirs4all.controllers.data.concat_transform module
  • ConcatAugmentationController
    • ConcatAugmentationController.execute()
    • ConcatAugmentationController.matches()
    • ConcatAugmentationController.normalize_generator_spec()
    • ConcatAugmentationController.priority
    • ConcatAugmentationController.supports_prediction_mode()
    • ConcatAugmentationController.use_multi_source()
• nirs4all.controllers.data.exclude module
  • ExcludeController
    • ExcludeController.execute()
    • ExcludeController.matches()
    • ExcludeController.priority
    • ExcludeController.supports_prediction_mode()
    • ExcludeController.use_multi_source()
• nirs4all.controllers.data.feature_augmentation module
  • FeatureAugmentationController
    • FeatureAugmentationController.execute()
    • FeatureAugmentationController.matches()
    • FeatureAugmentationController.normalize_generator_spec()
    • FeatureAugmentationController.priority
    • FeatureAugmentationController.supports_prediction_mode()
    • FeatureAugmentationController.use_multi_source()
• nirs4all.controllers.data.feature_selection module
  • FeatureSelectionController
    • FeatureSelectionController.execute()
    • FeatureSelectionController.matches()
    • FeatureSelectionController.priority
    • FeatureSelectionController.supports_prediction_mode()
    • FeatureSelectionController.use_multi_source()
• nirs4all.controllers.data.merge module
  • AsymmetricBranchAnalyzer
    • AsymmetricBranchAnalyzer.analyze_all()
    • AsymmetricBranchAnalyzer.analyze_branch()
    • AsymmetricBranchAnalyzer.suggest_mixed_merge()
  • AsymmetryReport
    • AsymmetryReport.branches_with_models
    • AsymmetryReport.branches_without_models
    • AsymmetryReport.feature_dims
    • AsymmetryReport.has_feature_dim_asymmetry
    • AsymmetryReport.has_model_asymmetry
    • AsymmetryReport.has_model_count_asymmetry
    • AsymmetryReport.is_asymmetric
    • AsymmetryReport.model_counts
    • AsymmetryReport.summary
  • BranchAnalysisResult
    • BranchAnalysisResult.branch_id
    • BranchAnalysisResult.branch_name
    • BranchAnalysisResult.feature_dim
    • BranchAnalysisResult.has_features
    • BranchAnalysisResult.has_models
    • BranchAnalysisResult.model_count
    • BranchAnalysisResult.model_names
  • DisjointBranchAnalysis
    • DisjointBranchAnalysis.branch_sample_counts
    • DisjointBranchAnalysis.branch_sample_indices
    • DisjointBranchAnalysis.branch_type
    • DisjointBranchAnalysis.is_disjoint
    • DisjointBranchAnalysis.partition_column
    • DisjointBranchAnalysis.total_samples
  • DisjointBranchInfo
    • DisjointBranchInfo.dropped_models
    • DisjointBranchInfo.n_models_original
    • DisjointBranchInfo.n_models_selected
    • DisjointBranchInfo.n_samples
    • DisjointBranchInfo.sample_ids
    • DisjointBranchInfo.selected_models
    • DisjointBranchInfo.to_dict()
  • DisjointMergeMetadata
    • DisjointMergeMetadata.branches
    • DisjointMergeMetadata.column_mapping
    • DisjointMergeMetadata.feature_dim
    • DisjointMergeMetadata.from_dict()
    • DisjointMergeMetadata.get_branch_summary()
    • DisjointMergeMetadata.get_column_mapping_summary()
    • DisjointMergeMetadata.is_heterogeneous
    • DisjointMergeMetadata.log_summary()
    • DisjointMergeMetadata.log_warnings()
    • DisjointMergeMetadata.merge_type
    • DisjointMergeMetadata.n_columns
    • DisjointMergeMetadata.select_by
    • DisjointMergeMetadata.to_dict()
  • DisjointMergeResult
    • DisjointMergeResult.branch_info
    • DisjointMergeResult.column_mapping
    • DisjointMergeResult.merged_array
    • DisjointMergeResult.n_columns
    • DisjointMergeResult.select_by
  • MergeConfigParser
    • MergeConfigParser.parse()
  • MergeController
    • MergeController.SUPPORTED_KEYWORDS
    • MergeController.build_config_from_meta_model()
    • MergeController.execute()
    • MergeController.matches()
    • MergeController.merge_branches()
    • MergeController.priority
    • MergeController.supports_prediction_mode()
    • MergeController.use_multi_source()
  • ModelSelector
    • ModelSelector.get_model_scores()
    • ModelSelector.select_models()
    • ModelSelector.select_models_global()
  • PredictionAggregator
    • PredictionAggregator.aggregate()
    • PredictionAggregator.aggregate_folds()
  • SourceMergeConfig
    • SourceMergeConfig.__post_init__()
    • SourceMergeConfig.from_dict()
    • SourceMergeConfig.get_incompatible_strategy()
    • SourceMergeConfig.get_source_indices()
    • SourceMergeConfig.get_strategy()
    • SourceMergeConfig.on_incompatible
    • SourceMergeConfig.output_name
    • SourceMergeConfig.preserve_source_info
    • SourceMergeConfig.sources
    • SourceMergeConfig.strategy
    • SourceMergeConfig.to_dict()
  • detect_disjoint_branches()
  • is_disjoint_branch()
• nirs4all.controllers.data.rep_fusion module
  • RepFusionController
    • RepFusionController.execute()
    • RepFusionController.matches()
    • RepFusionController.priority
    • RepFusionController.supports_prediction_mode()
    • RepFusionController.use_multi_source()
• nirs4all.controllers.data.repetition module
  • RepToPPController
    • RepToPPController.execute()
    • RepToPPController.matches()
    • RepToPPController.priority
    • RepToPPController.supports_prediction_mode()
    • RepToPPController.use_multi_source()
  • RepToSourcesController
    • RepToSourcesController.execute()
    • RepToSourcesController.matches()
    • RepToSourcesController.priority
    • RepToSourcesController.supports_prediction_mode()
    • RepToSourcesController.use_multi_source()
• nirs4all.controllers.data.resampler module
  • ResamplerController
    • ResamplerController.execute()
    • ResamplerController.matches()
    • ResamplerController.priority
    • ResamplerController.supports_prediction_mode()
    • ResamplerController.use_multi_source()
• nirs4all.controllers.data.sample_augmentation module
  • SampleAugmentationController
    • SampleAugmentationController.execute()
    • SampleAugmentationController.matches()
    • SampleAugmentationController.normalize_generator_spec()
    • SampleAugmentationController.priority
    • SampleAugmentationController.supports_prediction_mode()
    • SampleAugmentationController.use_multi_source()
• nirs4all.controllers.data.tag module
  • TagController
    • TagController.execute()
    • TagController.matches()
    • TagController.priority
    • TagController.supports_prediction_mode()
    • TagController.use_multi_source()