All modules for which code is available

• nirs4all.analysis.presets
• nirs4all.analysis.results
• nirs4all.analysis.selector
• nirs4all.analysis.transfer_metrics
• nirs4all.analysis.transfer_utils
• nirs4all.api.explain
• nirs4all.api.generate
• nirs4all.api.predict
• nirs4all.api.result
• nirs4all.api.retrain
• nirs4all.api.run
• nirs4all.api.session
• nirs4all.cli.commands.artifacts
• nirs4all.cli.commands.config
• nirs4all.cli.commands.dataset
• nirs4all.cli.commands.workspace
• nirs4all.cli.installation_test
• nirs4all.cli.main
• nirs4all.config.validator
• nirs4all.controllers.base
• nirs4all.controllers.charts.augmentation
• nirs4all.controllers.charts.exclusion
• nirs4all.controllers.charts.folds
• nirs4all.controllers.charts.spectra
• nirs4all.controllers.charts.spectral_distribution
• nirs4all.controllers.charts.targets
• nirs4all.controllers.controller
• nirs4all.controllers.data.auto_transfer_preproc
• nirs4all.controllers.data.balancing
• nirs4all.controllers.data.branch
• nirs4all.controllers.data.branch_utils
• nirs4all.controllers.data.concat_transform
• nirs4all.controllers.data.exclude
• nirs4all.controllers.data.feature_augmentation
• nirs4all.controllers.data.feature_selection
• nirs4all.controllers.data.merge
• nirs4all.controllers.data.repetition
• nirs4all.controllers.data.resampler
• nirs4all.controllers.data.sample_augmentation
• nirs4all.controllers.data.tag
• nirs4all.controllers.flow.dummy
• nirs4all.controllers.models.autogluon_model
• nirs4all.controllers.models.base_model
• nirs4all.controllers.models.components.identifier_generator
• nirs4all.controllers.models.components.index_normalizer
• nirs4all.controllers.models.components.prediction_assembler
• nirs4all.controllers.models.components.prediction_transformer
• nirs4all.controllers.models.components.score_calculator
• nirs4all.controllers.models.factory
• nirs4all.controllers.models.jax_model
• nirs4all.controllers.models.jax_wrapper
• nirs4all.controllers.models.meta_model
• nirs4all.controllers.models.sklearn_model
• nirs4all.controllers.models.stacking.branch_validator
• nirs4all.controllers.models.stacking.classification
• nirs4all.controllers.models.stacking.config
• nirs4all.controllers.models.stacking.crossbranch
• nirs4all.controllers.models.stacking.exceptions
• nirs4all.controllers.models.stacking.multilevel
• nirs4all.controllers.models.stacking.reconstructor
• nirs4all.controllers.models.stacking.serialization
• nirs4all.controllers.models.tensorflow.config
• nirs4all.controllers.models.tensorflow.data_prep
• nirs4all.controllers.models.tensorflow_model
• nirs4all.controllers.models.torch_model
• nirs4all.controllers.models.utilities
• nirs4all.controllers.registry
• nirs4all.controllers.shared.model_selector
• nirs4all.controllers.shared.prediction_aggregator
• nirs4all.controllers.splitters.fold_file_loader
• nirs4all.controllers.splitters.split
• nirs4all.controllers.transforms.transformer
• nirs4all.controllers.transforms.y_transformer
• nirs4all.core.exceptions
• nirs4all.core.logging.config
• nirs4all.core.logging.context
• nirs4all.core.logging.events
• nirs4all.core.logging.formatters
• nirs4all.core.logging.handlers
• nirs4all.core.logging.progress
• nirs4all.core.metrics
• nirs4all.core.task_detection
• nirs4all.core.task_type
• nirs4all.data._features.feature_constants
• nirs4all.data._features.feature_source
• nirs4all.data._predictions.result
• nirs4all.data.aggregation.aggregator
• nirs4all.data.binning
• nirs4all.data.config
• nirs4all.data.config_parser
• nirs4all.data.dataset
• nirs4all.data.detection.detector
• nirs4all.data.ensemble_utils
• nirs4all.data.features
• nirs4all.data.indexer
• nirs4all.data.loaders
• nirs4all.data.loaders.archive_loader
• nirs4all.data.loaders.base
• nirs4all.data.loaders.csv_loader
• nirs4all.data.loaders.csv_loader_new
• nirs4all.data.loaders.excel_loader
• nirs4all.data.loaders.loader
• nirs4all.data.loaders.matlab_loader
• nirs4all.data.loaders.numpy_loader
• nirs4all.data.loaders.parquet_loader
• nirs4all.data.metadata
• nirs4all.data.parsers.base
• nirs4all.data.parsers.files_parser
• nirs4all.data.parsers.folder_parser
• nirs4all.data.parsers.legacy_parser
• nirs4all.data.parsers.normalizer
• nirs4all.data.partition.partition_assigner
• nirs4all.data.performance.cache
• nirs4all.data.performance.lazy_loader
• nirs4all.data.predictions
• nirs4all.data.schema.config
• nirs4all.data.schema.validation.error_codes
• nirs4all.data.schema.validation.validators
• nirs4all.data.selection.column_selector
• nirs4all.data.selection.role_assigner
• nirs4all.data.selection.row_selector
• nirs4all.data.selection.sample_linker
• nirs4all.data.serialization.serializer
• nirs4all.data.signal_type
• nirs4all.data.targets
• nirs4all.data.types
• nirs4all.operators.augmentation.edge_artifacts
• nirs4all.operators.augmentation.environmental
• nirs4all.operators.augmentation.random
• nirs4all.operators.augmentation.scattering
• nirs4all.operators.augmentation.spectral
• nirs4all.operators.augmentation.splines
• nirs4all.operators.augmentation.synthesis
• nirs4all.operators.base.spectra_mixin
• nirs4all.operators.data.merge
• nirs4all.operators.data.repetition
• nirs4all.operators.filters.base
• nirs4all.operators.filters.high_leverage
• nirs4all.operators.filters.metadata
• nirs4all.operators.filters.report
• nirs4all.operators.filters.spectral_quality
• nirs4all.operators.filters.x_outlier
• nirs4all.operators.filters.y_outlier
• nirs4all.operators.models.base
• nirs4all.operators.models.meta
• nirs4all.operators.models.selection
• nirs4all.operators.models.sklearn.dipls
• nirs4all.operators.models.sklearn.fckpls
• nirs4all.operators.models.sklearn.ikpls
• nirs4all.operators.models.sklearn.ipls
• nirs4all.operators.models.sklearn.kopls
• nirs4all.operators.models.sklearn.lwpls
• nirs4all.operators.models.sklearn.mbpls
• nirs4all.operators.models.sklearn.nlpls
• nirs4all.operators.models.sklearn.oklmpls
• nirs4all.operators.models.sklearn.opls
• nirs4all.operators.models.sklearn.oplsda
• nirs4all.operators.models.sklearn.plsda
• nirs4all.operators.models.sklearn.recursive_pls
• nirs4all.operators.models.sklearn.robust_pls
• nirs4all.operators.models.sklearn.simpls
• nirs4all.operators.models.sklearn.sparsepls
• nirs4all.operators.splitters.grouped_wrapper
• nirs4all.operators.splitters.splitters
• nirs4all.operators.transforms.feature_selection
• nirs4all.operators.transforms.features
• nirs4all.operators.transforms.nirs
• nirs4all.operators.transforms.presets
• nirs4all.operators.transforms.resampler
• nirs4all.operators.transforms.scalers
• nirs4all.operators.transforms.signal
• nirs4all.operators.transforms.signal_conversion
• nirs4all.operators.transforms.targets
• nirs4all.pipeline.bundle.generator
• nirs4all.pipeline.bundle.loader
• nirs4all.pipeline.config._generator.constraints
• nirs4all.pipeline.config._generator.core
• nirs4all.pipeline.config._generator.iterator
• nirs4all.pipeline.config._generator.keywords
• nirs4all.pipeline.config._generator.presets
• nirs4all.pipeline.config._generator.strategies.base
• nirs4all.pipeline.config._generator.strategies.cartesian_strategy
• nirs4all.pipeline.config._generator.strategies.chain_strategy
• nirs4all.pipeline.config._generator.strategies.grid_strategy
• nirs4all.pipeline.config._generator.strategies.log_range_strategy
• nirs4all.pipeline.config._generator.strategies.or_strategy
• nirs4all.pipeline.config._generator.strategies.range_strategy
• nirs4all.pipeline.config._generator.strategies.registry
• nirs4all.pipeline.config._generator.strategies.sample_strategy
• nirs4all.pipeline.config._generator.strategies.zip_strategy
• nirs4all.pipeline.config._generator.utils.export
• nirs4all.pipeline.config._generator.utils.sampling
• nirs4all.pipeline.config._generator.validators.schema
• nirs4all.pipeline.config.component_serialization
• nirs4all.pipeline.config.context
• nirs4all.pipeline.config.pipeline_config
• nirs4all.pipeline.execution.builder
• nirs4all.pipeline.execution.executor
• nirs4all.pipeline.execution.orchestrator
• nirs4all.pipeline.execution.result
• nirs4all.pipeline.explainer
• nirs4all.pipeline.minimal_predictor
• nirs4all.pipeline.predictor
• nirs4all.pipeline.resolver
• nirs4all.pipeline.retrainer
• nirs4all.pipeline.run
• nirs4all.pipeline.runner
• nirs4all.pipeline.steps.parser
• nirs4all.pipeline.steps.router
• nirs4all.pipeline.steps.step_runner
• nirs4all.pipeline.storage.artifacts.artifact_loader
• nirs4all.pipeline.storage.artifacts.artifact_persistence
• nirs4all.pipeline.storage.artifacts.artifact_registry
• nirs4all.pipeline.storage.artifacts.operator_chain
• nirs4all.pipeline.storage.artifacts.types
• nirs4all.pipeline.storage.artifacts.utils
• nirs4all.pipeline.storage.chain_builder
• nirs4all.pipeline.storage.chain_replay
• nirs4all.pipeline.storage.library
• nirs4all.pipeline.storage.store_protocol
• nirs4all.pipeline.storage.store_queries
• nirs4all.pipeline.storage.store_schema
• nirs4all.pipeline.storage.workspace_store
• nirs4all.pipeline.trace.execution_trace
• nirs4all.pipeline.trace.extractor
• nirs4all.pipeline.trace.recorder
• nirs4all.sklearn.classifier
• nirs4all.sklearn.pipeline
• nirs4all.synthesis._aggregates
• nirs4all.synthesis._bands
• nirs4all.synthesis._constants
• nirs4all.synthesis.accelerated
• nirs4all.synthesis.benchmarks
• nirs4all.synthesis.builder
• nirs4all.synthesis.components
• nirs4all.synthesis.config
• nirs4all.synthesis.detectors
• nirs4all.synthesis.domains
• nirs4all.synthesis.environmental
• nirs4all.synthesis.exporter
• nirs4all.synthesis.fitter
• nirs4all.synthesis.generator
• nirs4all.synthesis.instruments
• nirs4all.synthesis.measurement_modes
• nirs4all.synthesis.metadata
• nirs4all.synthesis.prior
• nirs4all.synthesis.procedural
• nirs4all.synthesis.products
• nirs4all.synthesis.reconstruction.calibration
• nirs4all.synthesis.reconstruction.distributions
• nirs4all.synthesis.reconstruction.environmental
• nirs4all.synthesis.reconstruction.forward
• nirs4all.synthesis.reconstruction.generator
• nirs4all.synthesis.reconstruction.inversion
• nirs4all.synthesis.reconstruction.pipeline
• nirs4all.synthesis.reconstruction.validation
• nirs4all.synthesis.scattering
• nirs4all.synthesis.sources
• nirs4all.synthesis.targets
• nirs4all.synthesis.validation
• nirs4all.synthesis.wavenumber
• nirs4all.utils.backend
• nirs4all.utils.header_units
• nirs4all.utils.reproducibility
• nirs4all.utils.spinner
• nirs4all.visualization.analysis.branch
• nirs4all.visualization.analysis.shap
• nirs4all.visualization.analysis.transfer
• nirs4all.visualization.branch_diagram
• nirs4all.visualization.chart_utils.aggregator
• nirs4all.visualization.chart_utils.annotator
• nirs4all.visualization.chart_utils.matrix_builder
• nirs4all.visualization.chart_utils.normalizer
• nirs4all.visualization.chart_utils.predictions_adapter
• nirs4all.visualization.charts.base
• nirs4all.visualization.charts.candlestick
• nirs4all.visualization.charts.config
• nirs4all.visualization.charts.confusion_matrix
• nirs4all.visualization.charts.heatmap
• nirs4all.visualization.charts.histogram
• nirs4all.visualization.charts.top_k_comparison
• nirs4all.visualization.pipeline_diagram
• nirs4all.visualization.prediction_cache
• nirs4all.visualization.predictions
• nirs4all.visualization.reports
• nirs4all.workspace