LICENSE
LICENSE_FR
README.md
pyproject.toml
nirs4all/__init__.py
nirs4all/py.typed
nirs4all.egg-info/PKG-INFO
nirs4all.egg-info/SOURCES.txt
nirs4all.egg-info/dependency_links.txt
nirs4all.egg-info/entry_points.txt
nirs4all.egg-info/requires.txt
nirs4all.egg-info/top_level.txt
nirs4all/analysis/__init__.py
nirs4all/analysis/presets.py
nirs4all/analysis/projections.py
nirs4all/analysis/results.py
nirs4all/analysis/selector.py
nirs4all/analysis/transfer_metrics.py
nirs4all/analysis/transfer_utils.py
nirs4all/api/__init__.py
nirs4all/api/explain.py
nirs4all/api/generate.py
nirs4all/api/predict.py
nirs4all/api/result.py
nirs4all/api/retrain.py
nirs4all/api/run.py
nirs4all/api/session.py
nirs4all/cli/__init__.py
nirs4all/cli/installation_test.py
nirs4all/cli/main.py
nirs4all/cli/commands/__init__.py
nirs4all/cli/commands/artifacts.py
nirs4all/cli/commands/config.py
nirs4all/cli/commands/dataset.py
nirs4all/cli/commands/workspace.py
nirs4all/config/__init__.py
nirs4all/config/cache_config.py
nirs4all/config/validator.py
nirs4all/controllers/__init__.py
nirs4all/controllers/base.py
nirs4all/controllers/controller.py
nirs4all/controllers/presets.py
nirs4all/controllers/registry.py
nirs4all/controllers/charts/__init__.py
nirs4all/controllers/charts/augmentation.py
nirs4all/controllers/charts/exclusion.py
nirs4all/controllers/charts/folds.py
nirs4all/controllers/charts/spectra.py
nirs4all/controllers/charts/spectral_distribution.py
nirs4all/controllers/charts/targets.py
nirs4all/controllers/data/__init__.py
nirs4all/controllers/data/auto_transfer_preproc.py
nirs4all/controllers/data/balancing.py
nirs4all/controllers/data/branch.py
nirs4all/controllers/data/branch_utils.py
nirs4all/controllers/data/concat_transform.py
nirs4all/controllers/data/exclude.py
nirs4all/controllers/data/feature_augmentation.py
nirs4all/controllers/data/feature_selection.py
nirs4all/controllers/data/merge.py
nirs4all/controllers/data/repetition.py
nirs4all/controllers/data/resampler.py
nirs4all/controllers/data/sample_augmentation.py
nirs4all/controllers/data/tag.py
nirs4all/controllers/flow/__init__.py
nirs4all/controllers/flow/condition.py
nirs4all/controllers/flow/dummy.py
nirs4all/controllers/flow/scope.py
nirs4all/controllers/flow/sequential.py
nirs4all/controllers/models/__init__.py
nirs4all/controllers/models/autogluon_model.py
nirs4all/controllers/models/base_model.py
nirs4all/controllers/models/factory.py
nirs4all/controllers/models/jax_model.py
nirs4all/controllers/models/jax_wrapper.py
nirs4all/controllers/models/meta_model.py
nirs4all/controllers/models/sklearn_model.py
nirs4all/controllers/models/tensorflow_model.py
nirs4all/controllers/models/torch_model.py
nirs4all/controllers/models/utilities.py
nirs4all/controllers/models/components/__init__.py
nirs4all/controllers/models/components/identifier_generator.py
nirs4all/controllers/models/components/index_normalizer.py
nirs4all/controllers/models/components/prediction_assembler.py
nirs4all/controllers/models/components/prediction_transformer.py
nirs4all/controllers/models/components/score_calculator.py
nirs4all/controllers/models/jax/data_prep.py
nirs4all/controllers/models/stacking/__init__.py
nirs4all/controllers/models/stacking/branch_validator.py
nirs4all/controllers/models/stacking/classification.py
nirs4all/controllers/models/stacking/config.py
nirs4all/controllers/models/stacking/crossbranch.py
nirs4all/controllers/models/stacking/exceptions.py
nirs4all/controllers/models/stacking/multilevel.py
nirs4all/controllers/models/stacking/reconstructor.py
nirs4all/controllers/models/stacking/serialization.py
nirs4all/controllers/models/tensorflow/__init__.py
nirs4all/controllers/models/tensorflow/config.py
nirs4all/controllers/models/tensorflow/data_prep.py
nirs4all/controllers/models/torch/data_prep.py
nirs4all/controllers/shared/__init__.py
nirs4all/controllers/shared/model_selector.py
nirs4all/controllers/shared/prediction_aggregator.py
nirs4all/controllers/splitters/__init__.py
nirs4all/controllers/splitters/fold_file_loader.py
nirs4all/controllers/splitters/split.py
nirs4all/controllers/transforms/__init__.py
nirs4all/controllers/transforms/cluster.py
nirs4all/controllers/transforms/transformer.py
nirs4all/controllers/transforms/y_transformer.py
nirs4all/core/__init__.py
nirs4all/core/config.py
nirs4all/core/exceptions.py
nirs4all/core/metrics.py
nirs4all/core/task_detection.py
nirs4all/core/task_type.py
nirs4all/core/validation.py
nirs4all/core/logging/__init__.py
nirs4all/core/logging/config.py
nirs4all/core/logging/context.py
nirs4all/core/logging/events.py
nirs4all/core/logging/formatters.py
nirs4all/core/logging/handlers.py
nirs4all/core/logging/progress.py
nirs4all/data/__init__.py
nirs4all/data/binning.py
nirs4all/data/config.py
nirs4all/data/config_parser.py
nirs4all/data/dataset.py
nirs4all/data/ensemble_utils.py
nirs4all/data/features.py
nirs4all/data/indexer.py
nirs4all/data/metadata.py
nirs4all/data/predictions.py
nirs4all/data/signal_type.py
nirs4all/data/targets.py
nirs4all/data/types.py
nirs4all/data/_dataset/__init__.py
nirs4all/data/_dataset/feature_accessor.py
nirs4all/data/_dataset/metadata_accessor.py
nirs4all/data/_dataset/target_accessor.py
nirs4all/data/_features/__init__.py
nirs4all/data/_features/array_storage.py
nirs4all/data/_features/augmentation_handler.py
nirs4all/data/_features/feature_constants.py
nirs4all/data/_features/feature_source.py
nirs4all/data/_features/header_manager.py
nirs4all/data/_features/layout_transformer.py
nirs4all/data/_features/processing_manager.py
nirs4all/data/_features/update_strategy.py
nirs4all/data/_indexer/__init__.py
nirs4all/data/_indexer/augmentation_tracker.py
nirs4all/data/_indexer/index_store.py
nirs4all/data/_indexer/parameter_normalizer.py
nirs4all/data/_indexer/processing_manager.py
nirs4all/data/_indexer/query_builder.py
nirs4all/data/_indexer/sample_manager.py
nirs4all/data/_predictions/__init__.py
nirs4all/data/_predictions/result.py
nirs4all/data/_targets/__init__.py
nirs4all/data/_targets/converters.py
nirs4all/data/_targets/encoders.py
nirs4all/data/_targets/processing_chain.py
nirs4all/data/_targets/transformers.py
nirs4all/data/aggregation/__init__.py
nirs4all/data/aggregation/aggregator.py
nirs4all/data/detection/__init__.py
nirs4all/data/detection/detector.py
nirs4all/data/loaders/__init__.py
nirs4all/data/loaders/archive_loader.py
nirs4all/data/loaders/base.py
nirs4all/data/loaders/csv_loader_new.py
nirs4all/data/loaders/excel_loader.py
nirs4all/data/loaders/loader.py
nirs4all/data/loaders/matlab_loader.py
nirs4all/data/loaders/numpy_loader.py
nirs4all/data/loaders/parquet_loader.py
nirs4all/data/parsers/__init__.py
nirs4all/data/parsers/base.py
nirs4all/data/parsers/files_parser.py
nirs4all/data/parsers/folder_parser.py
nirs4all/data/parsers/normalizer.py
nirs4all/data/partition/__init__.py
nirs4all/data/partition/partition_assigner.py
nirs4all/data/performance/__init__.py
nirs4all/data/performance/cache.py
nirs4all/data/schema/__init__.py
nirs4all/data/schema/config.py
nirs4all/data/schema/validation/__init__.py
nirs4all/data/schema/validation/error_codes.py
nirs4all/data/schema/validation/validators.py
nirs4all/data/selection/__init__.py
nirs4all/data/selection/column_selector.py
nirs4all/data/selection/role_assigner.py
nirs4all/data/selection/row_selector.py
nirs4all/data/selection/sample_linker.py
nirs4all/data/selection/sampling.py
nirs4all/data/serialization/__init__.py
nirs4all/data/serialization/serializer.py
nirs4all/operators/__init__.py
nirs4all/operators/augmentation/__init__.py
nirs4all/operators/augmentation/edge_artifacts.py
nirs4all/operators/augmentation/environmental.py
nirs4all/operators/augmentation/random.py
nirs4all/operators/augmentation/scattering.py
nirs4all/operators/augmentation/spectral.py
nirs4all/operators/augmentation/splines.py
nirs4all/operators/augmentation/synthesis.py
nirs4all/operators/base/__init__.py
nirs4all/operators/base/spectra_mixin.py
nirs4all/operators/data/__init__.py
nirs4all/operators/data/merge.py
nirs4all/operators/data/repetition.py
nirs4all/operators/filters/__init__.py
nirs4all/operators/filters/base.py
nirs4all/operators/filters/high_leverage.py
nirs4all/operators/filters/metadata.py
nirs4all/operators/filters/report.py
nirs4all/operators/filters/spectral_quality.py
nirs4all/operators/filters/x_outlier.py
nirs4all/operators/filters/y_outlier.py
nirs4all/operators/models/__init__.py
nirs4all/operators/models/base.py
nirs4all/operators/models/meta.py
nirs4all/operators/models/selection.py
nirs4all/operators/models/jax/__init__.py
nirs4all/operators/models/jax/generic.py
nirs4all/operators/models/jax/nicon.py
nirs4all/operators/models/pytorch/__init__.py
nirs4all/operators/models/pytorch/aom_pls.py
nirs4all/operators/models/pytorch/generic.py
nirs4all/operators/models/pytorch/nicon.py
nirs4all/operators/models/pytorch/spectral_transformer.py
nirs4all/operators/models/sklearn/__init__.py
nirs4all/operators/models/sklearn/aom_pls.py
nirs4all/operators/models/sklearn/aom_pls_classifier.py
nirs4all/operators/models/sklearn/dipls.py
nirs4all/operators/models/sklearn/fckpls.py
nirs4all/operators/models/sklearn/ikpls.py
nirs4all/operators/models/sklearn/ipls.py
nirs4all/operators/models/sklearn/kopls.py
nirs4all/operators/models/sklearn/lwpls.py
nirs4all/operators/models/sklearn/mbpls.py
nirs4all/operators/models/sklearn/nlpls.py
nirs4all/operators/models/sklearn/oklmpls.py
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nirs4all/operators/models/sklearn/oplsda.py
nirs4all/operators/models/sklearn/plsda.py
nirs4all/operators/models/sklearn/pop_pls.py
nirs4all/operators/models/sklearn/pop_pls_classifier.py
nirs4all/operators/models/sklearn/recursive_pls.py
nirs4all/operators/models/sklearn/robust_pls.py
nirs4all/operators/models/sklearn/simpls.py
nirs4all/operators/models/sklearn/sparsepls.py
nirs4all/operators/models/tensorflow/__init__.py
nirs4all/operators/models/tensorflow/generic.py
nirs4all/operators/models/tensorflow/nicon.py
nirs4all/operators/models/tensorflow/legacy/__init__.py
nirs4all/operators/models/tensorflow/legacy/albunet.py
nirs4all/operators/models/tensorflow/legacy/bcdunet.py
nirs4all/operators/models/tensorflow/legacy/dense_inception_unet.py
nirs4all/operators/models/tensorflow/legacy/ensembled_unet.py
nirs4all/operators/models/tensorflow/legacy/fpn.py
nirs4all/operators/models/tensorflow/legacy/ibaunet.py
nirs4all/operators/models/tensorflow/legacy/inception_1d_cnn.py
nirs4all/operators/models/tensorflow/legacy/multires_unet.py
nirs4all/operators/models/tensorflow/legacy/pspnet.py
nirs4all/operators/models/tensorflow/legacy/resnet_1d_cnn.py
nirs4all/operators/models/tensorflow/legacy/resnet_v2_1d_cnn.py
nirs4all/operators/models/tensorflow/legacy/resnext_1d_cnn.py
nirs4all/operators/models/tensorflow/legacy/se_resnet_1d_cnn.py
nirs4all/operators/models/tensorflow/legacy/sedunet.py
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nirs4all/operators/models/tensorflow/legacy/ternausnet.py
nirs4all/operators/models/tensorflow/legacy/unet.py
nirs4all/operators/models/tensorflow/legacy/unet3_plus.py
nirs4all/operators/models/tensorflow/legacy/unet_plus.py
nirs4all/operators/models/tensorflow/legacy/unet_plus_plus.py
nirs4all/operators/models/tensorflow/legacy/vgg_1d_cnn.py
nirs4all/operators/models/tensorflow/legacy/vgg_2d_cnn.py
nirs4all/operators/splitters/__init__.py
nirs4all/operators/splitters/grouped_wrapper.py
nirs4all/operators/splitters/splitters.py
nirs4all/operators/transforms/__init__.py
nirs4all/operators/transforms/feature_selection.py
nirs4all/operators/transforms/features.py
nirs4all/operators/transforms/nirs.py
nirs4all/operators/transforms/norris_williams.py
nirs4all/operators/transforms/orthogonalization.py
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nirs4all/operators/transforms/resampler.py
nirs4all/operators/transforms/scalers.py
nirs4all/operators/transforms/signal.py
nirs4all/operators/transforms/signal_conversion.py
nirs4all/operators/transforms/targets.py
nirs4all/operators/transforms/wavelet_denoise.py
nirs4all/optimization/__init__.py
nirs4all/optimization/optuna.py
nirs4all/pipeline/__init__.py
nirs4all/pipeline/explainer.py
nirs4all/pipeline/minimal_predictor.py
nirs4all/pipeline/predictor.py
nirs4all/pipeline/resolver.py
nirs4all/pipeline/retrainer.py
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nirs4all/pipeline/analysis/__init__.py
nirs4all/pipeline/analysis/topology.py
nirs4all/pipeline/bundle/__init__.py
nirs4all/pipeline/bundle/generator.py
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nirs4all/pipeline/config/__init__.py
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nirs4all/pipeline/config/context.py
nirs4all/pipeline/config/generator.py
nirs4all/pipeline/config/pipeline_config.py
nirs4all/pipeline/config/refit_params.py
nirs4all/pipeline/config/_generator/__init__.py
nirs4all/pipeline/config/_generator/constraints.py
nirs4all/pipeline/config/_generator/core.py
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nirs4all/pipeline/config/_generator/validators/__init__.py
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nirs4all/pipeline/execution/refit/__init__.py
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nirs4all/pipeline/storage/chain_builder.py
nirs4all/pipeline/storage/chain_replay.py
nirs4all/pipeline/storage/library.py
nirs4all/pipeline/storage/migration.py
nirs4all/pipeline/storage/store_protocol.py
nirs4all/pipeline/storage/store_queries.py
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nirs4all/pipeline/storage/workspace_store.py
nirs4all/pipeline/storage/artifacts/__init__.py
nirs4all/pipeline/storage/artifacts/artifact_loader.py
nirs4all/pipeline/storage/artifacts/artifact_persistence.py
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nirs4all/pipeline/trace/__init__.py
nirs4all/pipeline/trace/execution_trace.py
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nirs4all/pipeline/trace/recorder.py
nirs4all/sklearn/__init__.py
nirs4all/sklearn/classifier.py
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nirs4all/synthesis/__init__.py
nirs4all/synthesis/_aggregates.py
nirs4all/synthesis/_bands.py
nirs4all/synthesis/_constants.py
nirs4all/synthesis/accelerated.py
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nirs4all/synthesis/components.py
nirs4all/synthesis/config.py
nirs4all/synthesis/detectors.py
nirs4all/synthesis/domains.py
nirs4all/synthesis/environmental.py
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nirs4all/synthesis/fitter.py
nirs4all/synthesis/generator.py
nirs4all/synthesis/instruments.py
nirs4all/synthesis/measurement_modes.py
nirs4all/synthesis/metadata.py
nirs4all/synthesis/prior.py
nirs4all/synthesis/procedural.py
nirs4all/synthesis/products.py
nirs4all/synthesis/scattering.py
nirs4all/synthesis/sources.py
nirs4all/synthesis/targets.py
nirs4all/synthesis/validation.py
nirs4all/synthesis/wavenumber.py
nirs4all/synthesis/reconstruction/__init__.py
nirs4all/synthesis/reconstruction/calibration.py
nirs4all/synthesis/reconstruction/distributions.py
nirs4all/synthesis/reconstruction/environmental.py
nirs4all/synthesis/reconstruction/forward.py
nirs4all/synthesis/reconstruction/generator.py
nirs4all/synthesis/reconstruction/inversion.py
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nirs4all/utils/__init__.py
nirs4all/utils/backend.py
nirs4all/utils/hashing.py
nirs4all/utils/header_units.py
nirs4all/utils/memory.py
nirs4all/utils/operator_formatting.py
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nirs4all/visualization/__init__.py
nirs4all/visualization/naming.py
nirs4all/visualization/pipeline_diagram.py
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nirs4all/visualization/predictions.py
nirs4all/visualization/reports.py
nirs4all/visualization/analysis/__init__.py
nirs4all/visualization/analysis/branch.py
nirs4all/visualization/analysis/shap.py
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nirs4all/visualization/chart_utils/__init__.py
nirs4all/visualization/chart_utils/aggregator.py
nirs4all/visualization/chart_utils/annotator.py
nirs4all/visualization/chart_utils/matrix_builder.py
nirs4all/visualization/chart_utils/normalizer.py
nirs4all/visualization/chart_utils/predictions_adapter.py
nirs4all/visualization/charts/__init__.py
nirs4all/visualization/charts/base.py
nirs4all/visualization/charts/candlestick.py
nirs4all/visualization/charts/config.py
nirs4all/visualization/charts/confusion_matrix.py
nirs4all/visualization/charts/heatmap.py
nirs4all/visualization/charts/histogram.py
nirs4all/visualization/charts/top_k_comparison.py
nirs4all/workspace/__init__.py