nirs4all.data package
Subpackages
- nirs4all.data.detection package
- nirs4all.data.loaders package
- Submodules
- nirs4all.data.loaders.archive_loader module
- nirs4all.data.loaders.base module
- nirs4all.data.loaders.csv_loader_new module
- nirs4all.data.loaders.excel_loader module
- nirs4all.data.loaders.loader module
- nirs4all.data.loaders.matlab_loader module
- nirs4all.data.loaders.numpy_loader module
- nirs4all.data.loaders.parquet_loader module
- Submodules
- nirs4all.data.parsers package
- nirs4all.data.performance package
- nirs4all.data.schema package
- nirs4all.data.selection package
- nirs4all.data.serialization package
Submodules
- nirs4all.data.binning module
- nirs4all.data.config module
- nirs4all.data.config_parser module
- nirs4all.data.dataset module
- nirs4all.data.ensemble_utils module
- nirs4all.data.features module
- nirs4all.data.fit_influence module
- nirs4all.data.indexer module
- nirs4all.data.meta_features module
- nirs4all.data.metadata module
- nirs4all.data.multimodal module
MultimodalSpectroDatasetMultimodalSpectroDataset.content_hash()MultimodalSpectroDataset.data_plan()MultimodalSpectroDataset.data_schema()MultimodalSpectroDataset.features_sources()MultimodalSpectroDataset.groups_for_rows()MultimodalSpectroDataset.headers()MultimodalSpectroDataset.independent_unit_idsMultimodalSpectroDataset.is_multi_source()MultimodalSpectroDataset.n_sourcesMultimodalSpectroDataset.num_featuresMultimodalSpectroDataset.num_samplesMultimodalSpectroDataset.repetition_idsMultimodalSpectroDataset.source_layout()MultimodalSpectroDataset.source_name()MultimodalSpectroDataset.split_features()MultimodalSpectroDataset.x()MultimodalSpectroDataset.x_rows()
- nirs4all.data.predictions module
MergeReportPredictionResultPredictionResult.__repr__()PredictionResult.__str__()PredictionResult.config_namePredictionResult.dataset_namePredictionResult.eval_score()PredictionResult.fold_idPredictionResult.idPredictionResult.model_namePredictionResult.op_counterPredictionResult.save_to_csv()PredictionResult.step_idxPredictionResult.summary()
PredictionResultsList
- nirs4all.data.raw_multisource module
AlignedMaterializationAlignedMaterialization.XAlignedMaterialization.feature_maskAlignedMaterialization.fingerprintAlignedMaterialization.headersAlignedMaterialization.lineageAlignedMaterialization.partitionsAlignedMaterialization.representationAlignedMaterialization.representation_planAlignedMaterialization.sample_idsAlignedMaterialization.source_idsAlignedMaterialization.targetsAlignedMaterialization.to_feature_matrix()AlignedMaterialization.to_manifest()AlignedMaterialization.to_spectro_dataset()AlignedMaterialization.unit_ids
CARTESIAN_REPRESENTATIONSCombinationPlanCombinationPlan.combo_selectionCombinationPlan.fingerprint()CombinationPlan.from_dict()CombinationPlan.max_combos_per_sampleCombinationPlan.max_total_combosCombinationPlan.max_total_rowsCombinationPlan.memory_budgetCombinationPlan.random_stateCombinationPlan.to_dict()CombinationPlan.train_onlyCombinationPlan.version
ComboSelectionDECLARED_REPRESENTATIONSEXECUTABLE_REPRESENTATIONSRawMultiSourceDatasetRawMultiSourceDataset.X_by_sourceRawMultiSourceDataset.aggregateRawMultiSourceDataset.aligned_row_order()RawMultiSourceDataset.cardinalities()RawMultiSourceDataset.content_hash()RawMultiSourceDataset.feature_dims()RawMultiSourceDataset.features_sources()RawMultiSourceDataset.fingerprint()RawMultiSourceDataset.from_sources()RawMultiSourceDataset.headers_by_sourceRawMultiSourceDataset.materialize()RawMultiSourceDataset.metadata_by_levelRawMultiSourceDataset.n_observationsRawMultiSourceDataset.n_samplesRawMultiSourceDataset.nameRawMultiSourceDataset.num_featuresRawMultiSourceDataset.num_samplesRawMultiSourceDataset.physical_sample_idsRawMultiSourceDataset.short_preprocessings_str()RawMultiSourceDataset.source_idsRawMultiSourceDataset.targets_by_sample()RawMultiSourceDataset.to_manifest()
RepresentationPlanRepresentationPlan.combination_planRepresentationPlan.combo_selectionRepresentationPlan.fingerprint()RepresentationPlan.from_dict()RepresentationPlan.from_step_value()RepresentationPlan.is_cartesianRepresentationPlan.is_executableRepresentationPlan.lineageRepresentationPlan.max_combos_per_sampleRepresentationPlan.max_total_combosRepresentationPlan.max_total_rowsRepresentationPlan.memory_budgetRepresentationPlan.missing_repetition_policyRepresentationPlan.missing_source_policyRepresentationPlan.random_stateRepresentationPlan.representationRepresentationPlan.stageRepresentationPlan.to_dict()RepresentationPlan.unit_levelRepresentationPlan.version
RepresentationStageRepresentationUnitLevelreplay_materialization()
- nirs4all.data.reduction module
EvaluationScopeFitScopeLeakedReducerStateErrorPSEUDO_FOLD_IDSPredictionLevelPredictionScopePredictionUnitIdREFIT_FOLD_IDSReducerStateReductionAxisReductionErrorReductionMethodReductionPlanReductionPlan.as_repetition_aggregation()ReductionPlan.axisReductionPlan.custom_nameReductionPlan.exclude_outliersReductionPlan.fingerprint()ReductionPlan.fit_partitionReductionPlan.fit_scopeReductionPlan.fold_idReductionPlan.from_by_repetition()ReductionPlan.from_dict()ReductionPlan.from_legacy_aggregate()ReductionPlan.from_test_aggregation()ReductionPlan.input_levelReductionPlan.is_task_compatible()ReductionPlan.methodReductionPlan.outlier_thresholdReductionPlan.output_levelReductionPlan.prediction_metadata()ReductionPlan.reduce()ReductionPlan.reduction_idReductionPlan.roleReductionPlan.task_compatibilityReductionPlan.to_dict()ReductionPlan.validate_task()ReductionPlan.weight_source
ReductionRoleTaskCompatibilityis_real_cv_fold()normalize_evaluation_scope()prediction_scope_from_legacy()
- nirs4all.data.relation_replay_manifest module
RelationReplayManifestRelationReplayManifest.extra_fingerprintsRelationReplayManifest.fingerprint()RelationReplayManifest.fit_influence_policyRelationReplayManifest.from_dict()RelationReplayManifest.materialization_manifestRelationReplayManifest.meta_feature_planRelationReplayManifest.reduction_plansRelationReplayManifest.representation_planRelationReplayManifest.stacking_fit_contractRelationReplayManifest.staging_manifestRelationReplayManifest.to_dict()RelationReplayManifest.version
RelationReplayManifestErrorbuild_relation_replay_manifest()
- nirs4all.data.relations module
ComboRecordMissingRepetitionPolicyMissingSourcePolicyNormalizedObservationTableNormalizedObservationTable.cardinalities()NormalizedObservationTable.enumerate_combos()NormalizedObservationTable.fingerprint()NormalizedObservationTable.internal_id_map()NormalizedObservationTable.physical_sample_idsNormalizedObservationTable.recordsNormalizedObservationTable.records_for_sample()NormalizedObservationTable.source_idsNormalizedObservationTable.targets_by_sample()NormalizedObservationTable.to_columns()NormalizedObservationTable.validate()NormalizedObservationTable.with_equal_sample_influence()
ObservationRecordObservationRecord.component_observation_idsObservationRecord.derived_unit_idObservationRecord.internal_sample_idObservationRecord.metadataObservationRecord.observation_idObservationRecord.origin_sample_idObservationRecord.partitionObservationRecord.physical_sample_idObservationRecord.quality_flagObservationRecord.rep_idObservationRecord.row_idObservationRecord.sample_influence_weightObservationRecord.source_idObservationRecord.source_rowObservationRecord.target_idObservationRecord.to_dict()ObservationRecord.unit_idObservationRecord.unit_level
PartitionQualityFlagRELATION_TABLE_COLUMNSREPETITION_MECHANISMSRelationConfigRelationValidationErrorRepOrderRepetitionSpecRepetitionSpec.from_config()RepetitionSpec.join_keyRepetitionSpec.link_byRepetitionSpec.missing_repetition_policyRepetitionSpec.missing_source_policyRepetitionSpec.rep_orderRepetitionSpec.sample_idRepetitionSpec.source_spec()RepetitionSpec.sourcesRepetitionSpec.strict_cardinalityRepetitionSpec.target_levelRepetitionSpec.to_dict()
SampleRelationPlanSourceObservationsSourceRepetitionSpecUnitLevelaudit_link_by_alignment()audit_link_by_executable()audit_source_lengths()build_relation_table()check_repetition_exclusivity()detect_repetition_mechanisms()make_observation_id()parse_relation_config()
- nirs4all.data.repetition_detection module
- nirs4all.data.signal_type module
- nirs4all.data.targets module
- nirs4all.data.types module