nirs4all.api package

Submodules

• nirs4all.api.advanced_capabilities module
  • AdvancedApiCapabilityDecision
    • AdvancedApiCapabilityDecision.contract
    • AdvancedApiCapabilityDecision.executable
    • AdvancedApiCapabilityDecision.lane
    • AdvancedApiCapabilityDecision.mitigation
    • AdvancedApiCapabilityDecision.plugin
    • AdvancedApiCapabilityDecision.reason
    • AdvancedApiCapabilityDecision.requested_engine
    • AdvancedApiCapabilityDecision.require()
    • AdvancedApiCapabilityDecision.to_dict()
    • AdvancedApiCapabilityDecision.unsupported_capability
    • AdvancedApiCapabilityDecision.verb
  • advanced_api_capability_ledger()
  • preflight_advanced_api()
• nirs4all.api.calibrate module
  • ConformalCalibrationData
    • ConformalCalibrationData.dataset
    • ConformalCalibrationData.group_column
    • ConformalCalibrationData.groups
    • ConformalCalibrationData.include_augmented
    • ConformalCalibrationData.metadata
    • ConformalCalibrationData.metadata_columns
    • ConformalCalibrationData.model_bundle
    • ConformalCalibrationData.model_path
    • ConformalCalibrationData.predictor
    • ConformalCalibrationData.predictor_bundle
    • ConformalCalibrationData.predictor_chain_id
    • ConformalCalibrationData.predictor_fingerprint
    • ConformalCalibrationData.predictor_path
    • ConformalCalibrationData.predictor_result
    • ConformalCalibrationData.sample_id_column
    • ConformalCalibrationData.sample_ids
    • ConformalCalibrationData.selector
    • ConformalCalibrationData.to_dict()
    • ConformalCalibrationData.workspace_chain_id
    • ConformalCalibrationData.workspace_path
    • ConformalCalibrationData.y_pred
    • ConformalCalibrationData.y_true
  • Nirs4AllCalibrationNotImplementedError
  • attach_calibrated_result_to_bundle()
  • calibrate()
  • conformal_metrics()
  • export_calibrated_result()
  • load_calibrated_result()
  • load_workspace_calibrated_predict_result()
  • load_workspace_calibrated_result()
  • predict_calibrated()
  • save_workspace_calibrated_result()
• nirs4all.api.dagml_training module
  • execute_training()
  • run_host_hpo_search()
• nirs4all.api.dataset_documents module
  • DatasetDocumentLimits
    • DatasetDocumentLimits.max_aliases
    • DatasetDocumentLimits.max_bytes
    • DatasetDocumentLimits.max_depth
    • DatasetDocumentLimits.max_directory_entries
    • DatasetDocumentLimits.max_nodes
  • normalize_dataset_document()
• nirs4all.api.dataset_inspection module
  • dataset_statistics()
  • inspect_format_file()
  • load_dataset_for_analysis()
  • load_prediction_file()
  • preview_dataset()
• nirs4all.api.explain module
  • explain()
  • explain_preflight()
• nirs4all.api.general_explain module
  • explain_general()
• nirs4all.api.general_retrain module
  • captured_training_spec()
• nirs4all.api.general_synthesis module
  • studio_synthetic_dataset_job_v1()
• nirs4all.api.general_transfer module
  • BoundTransferOperator
    • BoundTransferOperator.instantiate()
  • FrozenTransferTransform
    • FrozenTransferTransform.fit()
    • FrozenTransferTransform.inverse_transform()
    • FrozenTransferTransform.transform()
  • bind_transfer_operators()
  • fresh_training_estimator()
  • transfer_training_steps()
• nirs4all.api.generate module
  • builder()
  • category()
  • classification()
  • from_template()
  • generate()
  • generate_preflight()
  • multi_source()
  • product()
  • regression()
  • to_csv()
  • to_folder()
• nirs4all.api.inspector_json module
  • sanitize_dict()
  • sanitize_float()
• nirs4all.api.inspector_normalization module
• nirs4all.api.inspector_views module
  • BiasVarianceEntry
    • BiasVarianceEntry.bias_squared
    • BiasVarianceEntry.chain_ids
    • BiasVarianceEntry.group_label
    • BiasVarianceEntry.model_config
    • BiasVarianceEntry.n_chains
    • BiasVarianceEntry.n_folds
    • BiasVarianceEntry.n_samples
    • BiasVarianceEntry.total_error
    • BiasVarianceEntry.variance
  • BiasVarianceRequest
    • BiasVarianceRequest.chain_ids
    • BiasVarianceRequest.group_by
    • BiasVarianceRequest.model_config
    • BiasVarianceRequest.score_column
    • BiasVarianceRequest.score_ref
  • BiasVarianceResponse
    • BiasVarianceResponse.entries
    • BiasVarianceResponse.group_by
    • BiasVarianceResponse.model_config
    • BiasVarianceResponse.reason
    • BiasVarianceResponse.score_column
  • BranchComparisonEntry
    • BranchComparisonEntry.branch_path
    • BranchComparisonEntry.chain_ids
    • BranchComparisonEntry.ci_lower
    • BranchComparisonEntry.ci_upper
    • BranchComparisonEntry.count
    • BranchComparisonEntry.label
    • BranchComparisonEntry.max
    • BranchComparisonEntry.mean
    • BranchComparisonEntry.min
    • BranchComparisonEntry.model_config
    • BranchComparisonEntry.std
  • BranchComparisonRequest
    • BranchComparisonRequest.dataset_name
    • BranchComparisonRequest.model_config
    • BranchComparisonRequest.run_id
    • BranchComparisonRequest.score_column
  • BranchComparisonResponse
    • BranchComparisonResponse.branches
    • BranchComparisonResponse.model_config
    • BranchComparisonResponse.score_column
    • BranchComparisonResponse.total_chains
  • BranchTopologyResponse
    • BranchTopologyResponse.has_branches
    • BranchTopologyResponse.has_stacking
    • BranchTopologyResponse.max_depth
    • BranchTopologyResponse.model_config
    • BranchTopologyResponse.nodes
    • BranchTopologyResponse.pipeline_id
    • BranchTopologyResponse.pipeline_name
  • CandlestickCategory
    • CandlestickCategory.chain_ids
    • CandlestickCategory.count
    • CandlestickCategory.label
    • CandlestickCategory.max
    • CandlestickCategory.mean
    • CandlestickCategory.median
    • CandlestickCategory.min
    • CandlestickCategory.model_config
    • CandlestickCategory.outlier_values
    • CandlestickCategory.q25
    • CandlestickCategory.q75
  • CandlestickRequest
    • CandlestickRequest.category_variable
    • CandlestickRequest.dataset_name
    • CandlestickRequest.model_config
    • CandlestickRequest.run_id
    • CandlestickRequest.score_column
  • CandlestickResponse
    • CandlestickResponse.categories
    • CandlestickResponse.category_variable
    • CandlestickResponse.model_config
    • CandlestickResponse.score_column
  • ConfusionMatrixCell
    • ConfusionMatrixCell.count
    • ConfusionMatrixCell.model_config
    • ConfusionMatrixCell.normalized
    • ConfusionMatrixCell.pred_label
    • ConfusionMatrixCell.true_label
  • ConfusionMatrixRequest
    • ConfusionMatrixRequest.chain_ids
    • ConfusionMatrixRequest.model_config
    • ConfusionMatrixRequest.normalize
    • ConfusionMatrixRequest.partition
    • ConfusionMatrixRequest.target_index
  • ConfusionMatrixResponse
    • ConfusionMatrixResponse.cells
    • ConfusionMatrixResponse.labels
    • ConfusionMatrixResponse.model_config
    • ConfusionMatrixResponse.normalize
    • ConfusionMatrixResponse.partition
    • ConfusionMatrixResponse.reason
    • ConfusionMatrixResponse.total_samples
  • FoldScoreEntry
    • FoldScoreEntry.chain_id
    • FoldScoreEntry.fold_id
    • FoldScoreEntry.fold_index
    • FoldScoreEntry.model_class
    • FoldScoreEntry.model_config
    • FoldScoreEntry.preprocessings
    • FoldScoreEntry.score
  • FoldStabilityRequest
    • FoldStabilityRequest.chain_ids
    • FoldStabilityRequest.model_config
    • FoldStabilityRequest.partition
    • FoldStabilityRequest.score_column
    • FoldStabilityRequest.score_ref
  • FoldStabilityResponse
    • FoldStabilityResponse.entries
    • FoldStabilityResponse.fold_ids
    • FoldStabilityResponse.model_config
    • FoldStabilityResponse.score_column
    • FoldStabilityResponse.total_chains
  • HeatmapCell
    • HeatmapCell.chain_ids
    • HeatmapCell.count
    • HeatmapCell.model_config
    • HeatmapCell.value
    • HeatmapCell.x_label
    • HeatmapCell.y_label
  • HeatmapRequest
    • HeatmapRequest.aggregate
    • HeatmapRequest.dataset_name
    • HeatmapRequest.model_config
    • HeatmapRequest.run_id
    • HeatmapRequest.score_column
    • HeatmapRequest.x_variable
    • HeatmapRequest.y_variable
  • HeatmapResponse
    • HeatmapResponse.cells
    • HeatmapResponse.max_value
    • HeatmapResponse.min_value
    • HeatmapResponse.model_config
    • HeatmapResponse.score_column
    • HeatmapResponse.x_labels
    • HeatmapResponse.x_variable
    • HeatmapResponse.y_labels
    • HeatmapResponse.y_variable
  • HistogramBin
    • HistogramBin.bin_end
    • HistogramBin.bin_start
    • HistogramBin.chain_ids
    • HistogramBin.count
    • HistogramBin.model_config
  • HistogramResponse
    • HistogramResponse.bins
    • HistogramResponse.max_score
    • HistogramResponse.mean_score
    • HistogramResponse.min_score
    • HistogramResponse.model_config
    • HistogramResponse.score_column
    • HistogramResponse.total_chains
  • HyperparameterPoint
    • HyperparameterPoint.chain_id
    • HyperparameterPoint.model_class
    • HyperparameterPoint.model_config
    • HyperparameterPoint.param_value
    • HyperparameterPoint.score
  • HyperparameterRequest
    • HyperparameterRequest.dataset_name
    • HyperparameterRequest.model_config
    • HyperparameterRequest.param_name
    • HyperparameterRequest.run_id
    • HyperparameterRequest.score_column
  • HyperparameterResponse
    • HyperparameterResponse.available_params
    • HyperparameterResponse.model_config
    • HyperparameterResponse.param_name
    • HyperparameterResponse.points
    • HyperparameterResponse.reason
    • HyperparameterResponse.score_column
  • InspectorDataResponse
    • InspectorDataResponse.available_datasets
    • InspectorDataResponse.available_metrics
    • InspectorDataResponse.available_models
    • InspectorDataResponse.available_preprocessings
    • InspectorDataResponse.available_runs
    • InspectorDataResponse.available_targets
    • InspectorDataResponse.chains
    • InspectorDataResponse.generated_at
    • InspectorDataResponse.model_config
    • InspectorDataResponse.total
  • InspectorViewError
  • PreprocessingImpactEntry
    • PreprocessingImpactEntry.count_with
    • PreprocessingImpactEntry.count_without
    • PreprocessingImpactEntry.impact
    • PreprocessingImpactEntry.mean_with
    • PreprocessingImpactEntry.mean_without
    • PreprocessingImpactEntry.model_config
    • PreprocessingImpactEntry.step_name
  • PreprocessingImpactRequest
    • PreprocessingImpactRequest.dataset_name
    • PreprocessingImpactRequest.model_config
    • PreprocessingImpactRequest.run_id
    • PreprocessingImpactRequest.score_column
  • PreprocessingImpactResponse
    • PreprocessingImpactResponse.entries
    • PreprocessingImpactResponse.model_config
    • PreprocessingImpactResponse.score_column
    • PreprocessingImpactResponse.total_chains
  • RankingsResponse
    • RankingsResponse.model_config
    • RankingsResponse.rankings
    • RankingsResponse.score_column
    • RankingsResponse.sort_ascending
    • RankingsResponse.total
  • ScatterPoint
    • ScatterPoint.chain_id
    • ScatterPoint.fold_id
    • ScatterPoint.model_class
    • ScatterPoint.model_config
    • ScatterPoint.model_name
    • ScatterPoint.preprocessings
    • ScatterPoint.sample_indices
    • ScatterPoint.score
    • ScatterPoint.y_pred
    • ScatterPoint.y_true
  • ScatterRequest
    • ScatterRequest.chain_ids
    • ScatterRequest.model_config
    • ScatterRequest.partition
    • ScatterRequest.target_index
  • ScatterResponse
    • ScatterResponse.model_config
    • ScatterResponse.partition
    • ScatterResponse.points
    • ScatterResponse.total_samples
  • ScoreRef
    • ScoreRef.aggregation
    • ScoreRef.key
    • ScoreRef.legacyScoreColumn
    • ScoreRef.legacy_score_column
    • ScoreRef.metric
    • ScoreRef.model_config
    • ScoreRef.partition
    • ScoreRef.protocol
  • TopologyNode
    • TopologyNode.branch_path
    • TopologyNode.chain_ids
    • TopologyNode.children
    • TopologyNode.depth
    • TopologyNode.id
    • TopologyNode.label
    • TopologyNode.metrics
    • TopologyNode.model_config
    • TopologyNode.type
  • get_bias_variance()
  • get_branch_comparison()
  • get_branch_topology()
  • get_candlestick_data()
  • get_confusion_matrix()
  • get_fold_stability()
  • get_heatmap_data()
  • get_histogram_data()
  • get_hyperparameter_data()
  • get_inspector_data()
  • get_preprocessing_impact()
  • get_rankings_data()
  • get_scatter_data()
  • read_inspector_view()
• nirs4all.api.library_playground module
  • studio_playground_job_v1()
• nirs4all.api.native_archive_training module
  • NativeArchiveTrainingError
  • NativeMethodsArchiveRunResult
    • NativeMethodsArchiveRunResult.close()
    • NativeMethodsArchiveRunResult.export()
    • NativeMethodsArchiveRunResult.native_archive_reference
    • NativeMethodsArchiveRunResult.native_execution_is_live
    • NativeMethodsArchiveRunResult.tuning_best_params
    • NativeMethodsArchiveRunResult.tuning_best_value
    • NativeMethodsArchiveRunResult.tuning_resume_package
    • NativeMethodsArchiveRunResult.tuning_scope_results
  • NativeMethodsHpoCapabilityError
  • run_native_methods_archive()
• nirs4all.api.native_capabilities module
  • get_native_capability_matrix()
  • native_capability_matrix_schema()
  • validate_native_capability_matrix()
• nirs4all.api.native_refit_result module
  • NativeMethodsRefitResult
    • NativeMethodsRefitResult.export()
    • NativeMethodsRefitResult.from_package_json()
    • NativeMethodsRefitResult.load_archive()
    • NativeMethodsRefitResult.load_package()
    • NativeMethodsRefitResult.package
    • NativeMethodsRefitResult.package_json()
    • NativeMethodsRefitResult.predict()
    • NativeMethodsRefitResult.save_package()
• nirs4all.api.native_result module
  • NativeMethodsRunResult
    • NativeMethodsRunResult.close()
    • NativeMethodsRunResult.detach()
    • NativeMethodsRunResult.export()
    • NativeMethodsRunResult.export_model()
    • NativeMethodsRunResult.from_estimator()
    • NativeMethodsRunResult.hpo_resume_package_json()
    • NativeMethodsRunResult.native_archive_reference
    • NativeMethodsRunResult.native_conformal_calibration
    • NativeMethodsRunResult.native_estimator
    • NativeMethodsRunResult.native_execution_claim
    • NativeMethodsRunResult.native_execution_is_live
    • NativeMethodsRunResult.native_methods_hpo_resume_state
    • NativeMethodsRunResult.native_retrain_lineage
    • NativeMethodsRunResult.native_selected_variant_id
    • NativeMethodsRunResult.terminal_prediction
    • NativeMethodsRunResult.terminal_receipt
• nirs4all.api.native_retrain_lineage module
  • NativeRetrainLineage
    • NativeRetrainLineage.from_mapping()
    • NativeRetrainLineage.from_source_outcome()
    • NativeRetrainLineage.source_effective_plan_fingerprint
    • NativeRetrainLineage.source_outcome_fingerprint
    • NativeRetrainLineage.source_seed
    • NativeRetrainLineage.source_selected_variant_fingerprint
    • NativeRetrainLineage.source_selected_variant_id
    • NativeRetrainLineage.source_training_request_fingerprint
    • NativeRetrainLineage.to_dict()
• nirs4all.api.native_session module
  • NativeMethodsSession
    • NativeMethodsSession.calibration
    • NativeMethodsSession.close()
    • NativeMethodsSession.closed
    • NativeMethodsSession.is_trained
    • NativeMethodsSession.pipeline
    • NativeMethodsSession.predict()
    • NativeMethodsSession.random_state
    • NativeMethodsSession.result
    • NativeMethodsSession.retrain()
    • NativeMethodsSession.run()
    • NativeMethodsSession.save()
    • NativeMethodsSession.tuning
• nirs4all.api.native_training module
  • fit_native_pipeline()
  • run_native_methods()
• nirs4all.api.native_witness module
  • NativeMethodsExecutionClaim
    • NativeMethodsExecutionClaim.execution_entrypoint
    • NativeMethodsExecutionClaim.execution_mode
    • NativeMethodsExecutionClaim.methods_library_mode
    • NativeMethodsExecutionClaim.outcome_fingerprint
    • NativeMethodsExecutionClaim.portable_artifacts_required
    • NativeMethodsExecutionClaim.schema_version
    • NativeMethodsExecutionClaim.to_dict()
  • NativeMethodsTerminalExecutionClaim
    • NativeMethodsTerminalExecutionClaim.execution_entrypoint
    • NativeMethodsTerminalExecutionClaim.execution_mode
    • NativeMethodsTerminalExecutionClaim.methods_library_mode
    • NativeMethodsTerminalExecutionClaim.outcome_fingerprint
    • NativeMethodsTerminalExecutionClaim.portable_artifacts_required
    • NativeMethodsTerminalExecutionClaim.receipt_fingerprint
    • NativeMethodsTerminalExecutionClaim.schema_version
    • NativeMethodsTerminalExecutionClaim.terminal_run_id
    • NativeMethodsTerminalExecutionClaim.to_dict()
• nirs4all.api.portable_archive module
  • inspect_portable_predictor_archive_v2()
  • read_portable_predictor_archive_v2()
  • replay_portable_predictor_archive_v2()
  • write_portable_predictor_archive_v2()
• nirs4all.api.predict module
  • predict()
• nirs4all.api.public_results module
  • open_experiment()
  • save_experiment()
• nirs4all.api.public_tuning module
  • generate_variants()
  • load_native_tuning()
  • resume_native_tuning()
  • tune_native()
• nirs4all.api.result module
  • LazyModelRefitResult
    • LazyModelRefitResult.cv_entry
    • LazyModelRefitResult.cv_score
    • LazyModelRefitResult.final_entry
    • LazyModelRefitResult.final_score
    • LazyModelRefitResult.is_resolved
    • LazyModelRefitResult.metric
    • LazyModelRefitResult.score
  • ModelRefitResult
    • ModelRefitResult.cv_entry
    • ModelRefitResult.cv_score
    • ModelRefitResult.final_entry
    • ModelRefitResult.final_score
    • ModelRefitResult.metric
    • ModelRefitResult.model_name
  • load_workspace_predict_result()
  • load_workspace_predict_results()
  • save_workspace_predict_result()
• nirs4all.api.retrain module
  • retrain()
  • retrain_preflight()
• nirs4all.api.retrain_capabilities module
  • retrain_capability_ledger()
• nirs4all.api.robustness module
  • RobustnessMetricSet
    • RobustnessMetricSet.bias
    • RobustnessMetricSet.fingerprint
    • RobustnessMetricSet.from_dict()
    • RobustnessMetricSet.mae
    • RobustnessMetricSet.max_abs_error
    • RobustnessMetricSet.n_samples
    • RobustnessMetricSet.rmse
    • RobustnessMetricSet.to_dict()
    • RobustnessMetricSet.version
  • RobustnessReport
    • RobustnessReport.degradation_rows()
    • RobustnessReport.fingerprint
    • RobustnessReport.from_dict()
    • RobustnessReport.from_json()
    • RobustnessReport.load_artifacts()
    • RobustnessReport.load_json()
    • RobustnessReport.load_parquet()
    • RobustnessReport.metadata
    • RobustnessReport.mode
    • RobustnessReport.save_artifacts()
    • RobustnessReport.save_html()
    • RobustnessReport.save_json()
    • RobustnessReport.save_markdown()
    • RobustnessReport.save_parquet()
    • RobustnessReport.save_summary()
    • RobustnessReport.scenarios
    • RobustnessReport.slice_by
    • RobustnessReport.summary_artifact()
    • RobustnessReport.summary_rows()
    • RobustnessReport.tabular_records()
    • RobustnessReport.to_dict()
    • RobustnessReport.to_html()
    • RobustnessReport.to_json()
    • RobustnessReport.to_markdown()
    • RobustnessReport.to_summary_json()
    • RobustnessReport.version
    • RobustnessReport.worst_slices()
  • RobustnessScenarioResult
    • RobustnessScenarioResult.conformal_metrics
    • RobustnessScenarioResult.fingerprint
    • RobustnessScenarioResult.from_dict()
    • RobustnessScenarioResult.metrics
    • RobustnessScenarioResult.scenario
    • RobustnessScenarioResult.severity
    • RobustnessScenarioResult.slices
    • RobustnessScenarioResult.to_dict()
    • RobustnessScenarioResult.version
  • RobustnessScenarioSpec
    • RobustnessScenarioSpec.distribution
    • RobustnessScenarioSpec.extra
    • RobustnessScenarioSpec.kind
    • RobustnessScenarioSpec.severity
    • RobustnessScenarioSpec.to_dict()
  • RobustnessSliceResult
    • RobustnessSliceResult.conformal_metrics
    • RobustnessSliceResult.fingerprint
    • RobustnessSliceResult.from_dict()
    • RobustnessSliceResult.metrics
    • RobustnessSliceResult.slice_key
    • RobustnessSliceResult.to_dict()
    • RobustnessSliceResult.version
  • get_robustness_summary_schema()
  • load_workspace_robustness_report()
  • robustness()
  • robustness_summary_schema_json()
  • save_workspace_robustness_report()
• nirs4all.api.run module
  • run()
• nirs4all.api.run_selection module
  • select_run_engine()
• nirs4all.api.session module
  • SessionClosedError
  • load_native_archive_session()
  • load_session()
  • session()
• nirs4all.api.studio_lineage module
  • reconcile_studio_job_lineage()
  • record_studio_run_provenance()
  • recover_studio_job_lineage()
  • validate_studio_provenance()
• nirs4all.api.studio_scientific module
  • studio_scientific_job_v1()
• nirs4all.api.studio_scientific_general module
  • studio_scientific_job_v2()
  • validate_studio_pipeline_config()
• nirs4all.api.tuning module
  • NativeTuning
    • NativeTuning.calibration
    • NativeTuning.direction
    • NativeTuning.engine
    • NativeTuning.force_params
    • NativeTuning.inspect_space()
    • NativeTuning.metric
    • NativeTuning.n_trials
    • NativeTuning.pruner
    • NativeTuning.resume
    • NativeTuning.sampler
    • NativeTuning.score_data
    • NativeTuning.seed
    • NativeTuning.space
    • NativeTuning.storage
    • NativeTuning.study_name
    • NativeTuning.to_dict()
    • NativeTuning.to_tuning_spec()
    • NativeTuning.winner
    • NativeTuning.workspace_metadata
    • NativeTuning.workspace_tuning_id
  • OrderedSearchSpaceSpec
    • OrderedSearchSpaceSpec.fingerprint
    • OrderedSearchSpaceSpec.from_mapping()
    • OrderedSearchSpaceSpec.from_tuning_spec()
    • OrderedSearchSpaceSpec.parameters
    • OrderedSearchSpaceSpec.patch()
    • OrderedSearchSpaceSpec.patches_from_mapping()
    • OrderedSearchSpaceSpec.paths
    • OrderedSearchSpaceSpec.to_dict()
    • OrderedSearchSpaceSpec.to_space_mapping()
  • ParameterPatch
    • ParameterPatch.path
    • ParameterPatch.segments
    • ParameterPatch.to_dict()
    • ParameterPatch.value
  • SearchSpaceParameter
    • SearchSpaceParameter.index
    • SearchSpaceParameter.path
    • SearchSpaceParameter.segments
    • SearchSpaceParameter.spec
    • SearchSpaceParameter.to_dict()
  • TunedSingleEstimatorConformalResult
    • TunedSingleEstimatorConformalResult.calibrated
    • TunedSingleEstimatorConformalResult.conformal_guarantee_status
    • TunedSingleEstimatorConformalResult.interval()
    • TunedSingleEstimatorConformalResult.interval_coverages
    • TunedSingleEstimatorConformalResult.metrics()
    • TunedSingleEstimatorConformalResult.robustness()
    • TunedSingleEstimatorConformalResult.run
    • TunedSingleEstimatorConformalResult.tuning_best_params
    • TunedSingleEstimatorConformalResult.tuning_best_value
    • TunedSingleEstimatorConformalResult.tuning_id
    • TunedSingleEstimatorConformalResult.tuning_result
  • TuningCalibration
    • TuningCalibration.as_predict_result
    • TuningCalibration.coverage
    • TuningCalibration.extra
    • TuningCalibration.method
    • TuningCalibration.prediction_sample_ids
    • TuningCalibration.to_dict()
    • TuningCalibration.unit
    • TuningCalibration.workspace_conformal_id
    • TuningCalibration.workspace_metadata
    • TuningCalibration.y_pred
  • TuningConformalScoreCalibration
    • TuningConformalScoreCalibration.X
    • TuningConformalScoreCalibration.X_calibration
    • TuningConformalScoreCalibration.calibration_groups
    • TuningConformalScoreCalibration.calibration_metadata
    • TuningConformalScoreCalibration.calibration_sample_ids
    • TuningConformalScoreCalibration.features
    • TuningConformalScoreCalibration.groups
    • TuningConformalScoreCalibration.metadata
    • TuningConformalScoreCalibration.physical_sample_ids
    • TuningConformalScoreCalibration.sample_ids
    • TuningConformalScoreCalibration.target
    • TuningConformalScoreCalibration.targets
    • TuningConformalScoreCalibration.to_dict()
    • TuningConformalScoreCalibration.y
    • TuningConformalScoreCalibration.y_calibration
    • TuningConformalScoreCalibration.y_true
  • TuningPassthrough
    • TuningPassthrough.to_dict()
  • TuningScoreData
    • TuningScoreData.X
    • TuningScoreData.X_score
    • TuningScoreData.conformal_calibration
    • TuningScoreData.conformal_coverage
    • TuningScoreData.dataset
    • TuningScoreData.group_column
    • TuningScoreData.groups
    • TuningScoreData.include_augmented
    • TuningScoreData.metadata
    • TuningScoreData.metadata_columns
    • TuningScoreData.metric
    • TuningScoreData.physical_sample_ids
    • TuningScoreData.prediction_sample_ids
    • TuningScoreData.sample_id_column
    • TuningScoreData.sample_ids
    • TuningScoreData.score_groups
    • TuningScoreData.score_metadata
    • TuningScoreData.score_metric
    • TuningScoreData.score_sample_ids
    • TuningScoreData.selector
    • TuningScoreData.to_dict()
    • TuningScoreData.y
    • TuningScoreData.y_score
  • TuningWinner
    • TuningWinner.X
    • TuningWinner.dataset
    • TuningWinner.dataset_name
    • TuningWinner.group_column
    • TuningWinner.include_augmented
    • TuningWinner.metadata
    • TuningWinner.metadata_columns
    • TuningWinner.metric
    • TuningWinner.model_name
    • TuningWinner.physical_sample_ids
    • TuningWinner.prediction_sample_ids
    • TuningWinner.sample_id_column
    • TuningWinner.sample_ids
    • TuningWinner.score
    • TuningWinner.selector
    • TuningWinner.task_type
    • TuningWinner.to_dict()
    • TuningWinner.winner_sample_ids
    • TuningWinner.y_true
  • get_tuning_space_schema()
  • inspect_tuning_space()
  • load_workspace_tuning_result()
  • save_workspace_tuning_result()
  • tune_single_estimator()
  • tuning_space_schema_json()
• nirs4all.api.workspace_chain_snapshot module
  • workspace_chain_snapshot()