nirs4all.controllers.models package

Subpackages

• nirs4all.controllers.models.components package
  • Submodules
    • nirs4all.controllers.models.components.identifier_generator module
      • ModelIdentifiers
    • nirs4all.controllers.models.components.index_normalizer module
    • nirs4all.controllers.models.components.prediction_assembler module
      • PartitionPrediction
      • PredictionRecord
    • nirs4all.controllers.models.components.prediction_transformer module
    • nirs4all.controllers.models.components.score_calculator module
• nirs4all.controllers.models.stacking package
  • Submodules
    • nirs4all.controllers.models.stacking.branch_validator module
      • BranchInfo
      • get_disjoint_branch_info()
      • is_disjoint_branch()
    • nirs4all.controllers.models.stacking.classification module
      • ClassificationFeatureExtractor
      • ClassificationInfo
      • FeatureNameGenerator
      • MetaFeatureInfo
      • StackingTaskType
      • TaskTypeDetector
      • 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
      • ValidationError
      • ValidationResult
      • ValidationWarning
    • nirs4all.controllers.models.stacking.serialization module
• nirs4all.controllers.models.tensorflow package
  • Submodules
    • nirs4all.controllers.models.tensorflow.config module
      • TensorFlowCallbackFactory
      • TensorFlowCompilationConfig
      • TensorFlowFitConfig
    • nirs4all.controllers.models.tensorflow.data_prep module
      • TensorFlowDataPreparation

Submodules

• nirs4all.controllers.models.autogluon_model module
  • AutoGluonModelController
    • AutoGluonModelController.execute()
    • AutoGluonModelController.get_preferred_layout()
    • AutoGluonModelController.load_model()
    • AutoGluonModelController.matches()
    • AutoGluonModelController.priority
    • AutoGluonModelController.save_model()
• nirs4all.controllers.models.base_model module
• nirs4all.controllers.models.factory module
  • ModelFactory
    • ModelFactory.build_single_model()
    • ModelFactory.compute_input_shape()
    • ModelFactory.detect_framework()
    • ModelFactory.filter_params()
    • ModelFactory.get_num_classes()
    • ModelFactory.import_class()
    • ModelFactory.import_object()
    • ModelFactory.is_meta_estimator()
    • ModelFactory.prepare_and_call()
    • ModelFactory.reconstruct_object()
• nirs4all.controllers.models.jax_model module
  • JaxModelController
    • JaxModelController.execute()
    • JaxModelController.get_preferred_layout()
    • JaxModelController.matches()
    • JaxModelController.priority
    • JaxModelController.process_hyperparameters()
• nirs4all.controllers.models.jax_wrapper module
  • JaxModelWrapper
    • JaxModelWrapper.predict()
• nirs4all.controllers.models.meta_model module
  • MetaModelController
    • MetaModelController.execute()
    • MetaModelController.get_xy()
    • MetaModelController.matches()
    • MetaModelController.priority
    • MetaModelController.use_reconstructor
  • build_unique_source_names()
• nirs4all.controllers.models.pipeline_cv module
  • PrecomputedFoldSplitter
    • PrecomputedFoldSplitter.fold_ids
    • PrecomputedFoldSplitter.folds
    • PrecomputedFoldSplitter.for_training_subset()
    • PrecomputedFoldSplitter.from_folds()
    • PrecomputedFoldSplitter.get_n_splits()
    • PrecomputedFoldSplitter.label
    • PrecomputedFoldSplitter.n_samples
    • PrecomputedFoldSplitter.split()
    • PrecomputedFoldSplitter.validation_folds
  • apply_pipeline_folds_to_aom_estimator()
  • pipeline_cv_policy_enabled()
  • pipeline_cv_policy_required()
• nirs4all.controllers.models.residual_model module
  • ResidualModelController
    • ResidualModelController.execute()
    • ResidualModelController.matches()
    • ResidualModelController.priority
    • ResidualModelController.supports_prediction_mode()
    • ResidualModelController.use_multi_source()
• nirs4all.controllers.models.sklearn_model module
• nirs4all.controllers.models.tensorflow_model module
  • TensorFlowModelController
    • TensorFlowModelController.execute()
    • TensorFlowModelController.get_preferred_layout()
    • TensorFlowModelController.matches()
    • TensorFlowModelController.priority
    • TensorFlowModelController.process_hyperparameters()
• nirs4all.controllers.models.torch_model module
  • PyTorchModelController
    • PyTorchModelController.execute()
    • PyTorchModelController.get_preferred_layout()
    • PyTorchModelController.matches()
    • PyTorchModelController.priority
    • PyTorchModelController.process_hyperparameters()
• nirs4all.controllers.models.utilities module