All modules for which code is available

• nirs4all.analysis.playground_dataset
• nirs4all.analysis.playground_distances
• nirs4all.analysis.playground_execution
• nirs4all.analysis.playground_facade
• nirs4all.analysis.playground_metrics
• nirs4all.analysis.presets
• nirs4all.analysis.results
• nirs4all.analysis.selector
• nirs4all.analysis.transfer_utils
• nirs4all.api.advanced_capabilities
• nirs4all.api.calibrate
• nirs4all.api.dagml_training
• nirs4all.api.dataset_documents
• nirs4all.api.dataset_inspection
• nirs4all.api.explain
• nirs4all.api.general_explain
• nirs4all.api.general_retrain
• nirs4all.api.general_synthesis
• nirs4all.api.general_transfer
• nirs4all.api.generate
• nirs4all.api.inspector_json
• nirs4all.api.inspector_views
• nirs4all.api.library_playground
• nirs4all.api.native_archive_training
• nirs4all.api.native_capabilities
• nirs4all.api.native_refit_result
• nirs4all.api.native_result
• nirs4all.api.native_retrain_lineage
• nirs4all.api.native_session
• nirs4all.api.native_training
• nirs4all.api.native_witness
• nirs4all.api.portable_archive
• nirs4all.api.predict
• nirs4all.api.public_results
• nirs4all.api.public_tuning
• nirs4all.api.result
• nirs4all.api.retrain
• nirs4all.api.retrain_capabilities
• nirs4all.api.robustness
• nirs4all.api.run
• nirs4all.api.run_selection
• nirs4all.api.session
• nirs4all.api.studio_lineage
• nirs4all.api.studio_scientific
• nirs4all.api.studio_scientific_general
• nirs4all.api.tuning
• nirs4all.api.workspace_chain_snapshot
• nirs4all.cli.commands.artifacts
• nirs4all.cli.commands.config
• nirs4all.cli.commands.dataset
• nirs4all.cli.commands.keyword_registry
• nirs4all.cli.commands.results
• nirs4all.cli.commands.robustness_report
• nirs4all.cli.commands.robustness_summary_schema
• nirs4all.cli.commands.tuning
• nirs4all.cli.commands.tuning_space
• nirs4all.cli.commands.tuning_summary_schema
• nirs4all.cli.commands.workflow
• nirs4all.cli.commands.workspace
• nirs4all.cli.installation_test
• nirs4all.cli.main
• nirs4all.config.cache_config
• 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.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.rep_fusion
• 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.components.identifier_generator
• nirs4all.controllers.models.components.prediction_assembler
• nirs4all.controllers.models.factory
• nirs4all.controllers.models.jax_model
• nirs4all.controllers.models.jax_wrapper
• nirs4all.controllers.models.meta_model
• nirs4all.controllers.models.pipeline_cv
• nirs4all.controllers.models.residual_model
• nirs4all.controllers.models.stacking.branch_validator
• nirs4all.controllers.models.stacking.classification
• nirs4all.controllers.models.stacking.crossbranch
• nirs4all.controllers.models.stacking.exceptions
• nirs4all.controllers.models.stacking.multilevel
• nirs4all.controllers.models.stacking.reconstructor
• nirs4all.controllers.models.tensorflow.config
• nirs4all.controllers.models.tensorflow.data_prep
• nirs4all.controllers.models.tensorflow_model
• nirs4all.controllers.models.torch_model
• 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.y_transformer
• 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._predictions.result
• nirs4all.data.config_parser
• nirs4all.data.detection.detector
• nirs4all.data.fit_influence
• nirs4all.data.loaders.archive_loader
• nirs4all.data.loaders.base
• 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.meta_features
• nirs4all.data.multimodal
• nirs4all.data.parsers.base
• nirs4all.data.parsers.files_parser
• nirs4all.data.parsers.folder_parser
• nirs4all.data.parsers.normalizer
• nirs4all.data.performance.cache
• nirs4all.data.predictions
• nirs4all.data.raw_multisource
• nirs4all.data.reduction
• nirs4all.data.relation_replay_manifest
• nirs4all.data.relations
• nirs4all.data.repetition_detection
• nirs4all.data.schema.config
• nirs4all.data.schema.validation.error_codes
• nirs4all.data.schema.validation.validators
• nirs4all.data.serialization.serializer
• nirs4all.data.signal_type
• 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.data.merge
• nirs4all.operators.data.rep_fusion
• nirs4all.operators.data.repetition
• nirs4all.operators.filters.base
• nirs4all.operators.filters.native
• nirs4all.operators.filters.report
• nirs4all.operators.filters.spectral_quality
• nirs4all.operators.filters.y_outlier
• nirs4all.operators.methods.n4m_ops
• nirs4all.operators.models._aom_nirs.fast.bases
• nirs4all.operators.models._aom_nirs.fast.chain_generator
• nirs4all.operators.models._aom_nirs.fast.grammar
• nirs4all.operators.models._aom_nirs.fast.lowrank
• nirs4all.operators.models._aom_nirs.fast.models.fast_aom_pls_ridge
• nirs4all.operators.models._aom_nirs.fast.models.hard_aom_chain_pls_ridge
• nirs4all.operators.models._aom_nirs.fast.models.single_chain_pls_ridge
• nirs4all.operators.models._aom_nirs.fast.models.soft_aom_chain_pls_ridge
• nirs4all.operators.models._aom_nirs.fast.models.sparse_multi_kernel_ridge
• nirs4all.operators.models._aom_nirs.fast.operator_chain
• nirs4all.operators.models._aom_nirs.fast.screening
• nirs4all.operators.models._aom_nirs.pls.banks
• nirs4all.operators.models._aom_nirs.pls.operators
• nirs4all.operators.models._aom_nirs.ridge.aom_ridge_pls
• nirs4all.operators.models._aom_nirs.ridge.auto_selector
• nirs4all.operators.models._aom_nirs.ridge.blender
• nirs4all.operators.models._aom_nirs.ridge.classification
• nirs4all.operators.models._aom_nirs.ridge.estimators
• nirs4all.operators.models._aom_nirs.ridge.kernelizer
• nirs4all.operators.models._aom_nirs.ridge.local_ridge
• nirs4all.operators.models._aom_nirs.ridge.mkr_estimator
• nirs4all.operators.models._aom_nirs.ridge.multi_branch_mkl
• nirs4all.operators.models.base
• nirs4all.operators.models.jax.generic
• nirs4all.operators.models.jax.nicon
• nirs4all.operators.models.multimodal
• nirs4all.operators.models.pytorch.mlp
• nirs4all.operators.models.pytorch.nicon
• nirs4all.operators.models.pytorch.spectral_transformer
• nirs4all.operators.models.selection
• nirs4all.operators.models.sklearn.aom_pls
• nirs4all.operators.models.sklearn.aom_pls_aomlib
• 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.oklmpls
• nirs4all.operators.models.sklearn.opls
• nirs4all.operators.models.sklearn.oplsda
• nirs4all.operators.models.sklearn.pcr
• nirs4all.operators.models.sklearn.recursive_pls
• nirs4all.operators.models.sklearn.robust_pls
• nirs4all.operators.models.sklearn.simpls
• nirs4all.operators.models.sklearn.sparsepls
• nirs4all.operators.models.sklearn.tabpfn_nirs
• nirs4all.operators.models.tensorflow.generic
• nirs4all.operators.models.tensorflow.legacy.inception_1d_cnn
• nirs4all.operators.models.tensorflow.legacy.resnet_v2_1d_cnn
• nirs4all.operators.models.tensorflow.legacy.se_resnet_1d_cnn
• nirs4all.operators.models.tensorflow.legacy.vgg_1d_cnn
• nirs4all.operators.models.tensorflow.nicon
• nirs4all.operators.splitters.splitters
• nirs4all.operators.transforms.concat
• nirs4all.operators.transforms.fck_static
• nirs4all.operators.transforms.feature_selection
• nirs4all.operators.transforms.features
• nirs4all.operators.transforms.nirs
• nirs4all.operators.transforms.norris_williams
• nirs4all.operators.transforms.orthogonalization
• nirs4all.operators.transforms.presets
• nirs4all.operators.transforms.scalers
• nirs4all.operators.transforms.sequence
• nirs4all.operators.transforms.signal
• nirs4all.operators.transforms.signal_conversion
• nirs4all.operators.transforms.targets
• nirs4all.operators.transforms.wavelet_denoise
• nirs4all.optimization.n4m_engine
• nirs4all.optimization.optuna
• nirs4all.pipeline.analysis.model_diagnostics
• nirs4all.pipeline.analysis.shape_inference
• nirs4all.pipeline.analysis.splitter_config
• nirs4all.pipeline.analysis.topology
• 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.portable_method_specs
• nirs4all.pipeline.config.refit_params
• nirs4all.pipeline.dagml.attested_by_source
• nirs4all.pipeline.dagml.auto_transfer
• nirs4all.pipeline.dagml.autogluon_estimator
• nirs4all.pipeline.dagml.cancellation
• nirs4all.pipeline.dagml.chart_projection
• nirs4all.pipeline.dagml.cli_runner
• nirs4all.pipeline.dagml.conformal_contracts
• nirs4all.pipeline.dagml.conformal_store
• nirs4all.pipeline.dagml.core_archive_replay
• nirs4all.pipeline.dagml.cv_weight_transfer
• nirs4all.pipeline.dagml.data_provider
• nirs4all.pipeline.dagml.envelope
• nirs4all.pipeline.dagml.errors
• nirs4all.pipeline.dagml.estimator
• nirs4all.pipeline.dagml.exclude
• nirs4all.pipeline.dagml.experimental_units
• nirs4all.pipeline.dagml.finetune_lowering
• nirs4all.pipeline.dagml.fit_identity
• nirs4all.pipeline.dagml.fixed_cohort_views
• nirs4all.pipeline.dagml.folds
• nirs4all.pipeline.dagml.framework_estimator
• nirs4all.pipeline.dagml.full_train
• nirs4all.pipeline.dagml.full_train_variants
• nirs4all.pipeline.dagml.general_archive
• nirs4all.pipeline.dagml.general_replay
• nirs4all.pipeline.dagml.general_workspace
• nirs4all.pipeline.dagml.generated_hpo_subprocess
• nirs4all.pipeline.dagml.generated_hpo_worker
• nirs4all.pipeline.dagml.generated_subprocess
• nirs4all.pipeline.dagml.generated_views
• nirs4all.pipeline.dagml.generated_worker
• nirs4all.pipeline.dagml.host_artifacts
• nirs4all.pipeline.dagml.host_finetune
• nirs4all.pipeline.dagml.host_hpo_candidate
• nirs4all.pipeline.dagml.host_hpo_candidate_worker
• nirs4all.pipeline.dagml.host_search_checkpoint
• nirs4all.pipeline.dagml.identity
• nirs4all.pipeline.dagml.in_process_runner
• nirs4all.pipeline.dagml.initial_refit_replay
• nirs4all.pipeline.dagml.late_tuning
• nirs4all.pipeline.dagml.methods_classification
• nirs4all.pipeline.dagml.methods_lane
• nirs4all.pipeline.dagml.methods_multimodal
• nirs4all.pipeline.dagml.methods_replay
• nirs4all.pipeline.dagml.methods_runtime
• nirs4all.pipeline.dagml.multimodal_contracts
• nirs4all.pipeline.dagml.multimodal_tuning
• nirs4all.pipeline.dagml.na_policy
• nirs4all.pipeline.dagml.named_stacking
• nirs4all.pipeline.dagml.named_torch
• nirs4all.pipeline.dagml.native_archive_replay
• nirs4all.pipeline.dagml.native_client
• nirs4all.pipeline.dagml.native_conformal_calibration
• nirs4all.pipeline.dagml.native_pls_fold_hpo
• nirs4all.pipeline.dagml.native_pls_phase_controls
• nirs4all.pipeline.dagml.native_pls_phase_replay
• nirs4all.pipeline.dagml.native_results
• nirs4all.pipeline.dagml.native_vote
• nirs4all.pipeline.dagml.node_runner
• nirs4all.pipeline.dagml.operator_parameters
• nirs4all.pipeline.dagml.operator_routing
• nirs4all.pipeline.dagml.pipeline_objective
• nirs4all.pipeline.dagml.pipeline_objective_compiler
• nirs4all.pipeline.dagml.process_adapter
• nirs4all.pipeline.dagml.public_batch
• nirs4all.pipeline.dagml.raw_replay_lowerer
• nirs4all.pipeline.dagml.raw_training_lowerer
• nirs4all.pipeline.dagml.residual_run
• nirs4all.pipeline.dagml.resources
• nirs4all.pipeline.dagml.rt
• nirs4all.pipeline.dagml.run_backend
• nirs4all.pipeline.dagml.run_paths
• nirs4all.pipeline.dagml.sequential_models
• nirs4all.pipeline.dagml.source_missing
• nirs4all.pipeline.dagml.source_stacking
• nirs4all.pipeline.dagml.structural_classification
• nirs4all.pipeline.dagml.structural_multimodal
• nirs4all.pipeline.dagml.structural_sources
• nirs4all.pipeline.dagml.structural_topology
• nirs4all.pipeline.dagml.structural_torch
• nirs4all.pipeline.dagml.structural_tuning
• nirs4all.pipeline.dagml.target_capture
• nirs4all.pipeline.dagml.terminal_predict_lowerer
• nirs4all.pipeline.dagml.torch_estimator
• nirs4all.pipeline.dagml.torch_topology_replay
• nirs4all.pipeline.dagml.training_compiler
• nirs4all.pipeline.dagml.training_contracts
• nirs4all.pipeline.dagml.training_controls
• nirs4all.pipeline.dagml.tuning_adapters
• nirs4all.pipeline.dagml.tuning_contracts
• nirs4all.pipeline.dagml.tuning_projection
• nirs4all.pipeline.dagml.typed_parallel
• nirs4all.pipeline.dagml.workspace_projection
• nirs4all.pipeline.dagml_bridge
• nirs4all.pipeline.engine
• nirs4all.pipeline.execution.builder
• nirs4all.pipeline.execution.orchestrator
• nirs4all.pipeline.execution.preprocessing
• nirs4all.pipeline.execution.refit.config_extractor
• nirs4all.pipeline.execution.refit.model_selector
• nirs4all.pipeline.execution.result
• nirs4all.pipeline.execution.step_cache
• nirs4all.pipeline.explain_lineage
• nirs4all.pipeline.explainer
• nirs4all.pipeline.keyword_registry
• nirs4all.pipeline.minimal_predictor
• nirs4all.pipeline.portable_n4m_trained
• nirs4all.pipeline.predictor
• nirs4all.pipeline.resolver
• nirs4all.pipeline.retrainer
• nirs4all.pipeline.run
• nirs4all.pipeline.runner
• nirs4all.pipeline.steps.parser
• nirs4all.pipeline.storage.array_store
• 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.utils
• nirs4all.pipeline.storage.chain_replay
• nirs4all.pipeline.storage.library
• nirs4all.pipeline.storage.model_catalogue
• nirs4all.pipeline.storage.prediction_export
• nirs4all.pipeline.storage.store_protocol
• nirs4all.pipeline.storage.store_queries
• nirs4all.pipeline.storage.store_schema
• nirs4all.pipeline.storage.workspace_read_contract
• nirs4all.runtime
• nirs4all.sklearn.classifier
• nirs4all.synthesis.accelerated
• nirs4all.synthesis.benchmarks
• nirs4all.synthesis.builder
• nirs4all.synthesis.components
• nirs4all.synthesis.detectors
• nirs4all.synthesis.domains
• nirs4all.synthesis.environmental
• nirs4all.synthesis.exporter
• nirs4all.synthesis.fitter
• nirs4all.synthesis.instruments
• nirs4all.synthesis.measurement_modes
• nirs4all.synthesis.metadata
• nirs4all.synthesis.prior
• nirs4all.synthesis.procedural
• nirs4all.synthesis.products
• nirs4all.synthesis.scattering
• nirs4all.synthesis.sources
• nirs4all.synthesis.targets
• nirs4all.synthesis.validation
• nirs4all.synthesis.wavenumber
• nirs4all.utils.backend
• nirs4all.utils.hashing
• nirs4all.utils.header_units
• nirs4all.utils.lazy
• nirs4all.utils.memory
• nirs4all.utils.operator_formatting
• nirs4all.utils.spinner
• nirs4all.visualization.analysis.branch
• nirs4all.visualization.analysis.shap
• nirs4all.visualization.analysis.transfer
• 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.confusion_matrix
• nirs4all.visualization.charts.heatmap
• nirs4all.visualization.charts.histogram
• nirs4all.visualization.charts.top_k_comparison
• nirs4all.visualization.display
• nirs4all.visualization.pipeline_diagram
• nirs4all.visualization.prediction_cache
• nirs4all.visualization.predictions
• nirs4all.workspace.compat
• nirs4all.workspace.upgrade