Index

A

add_data() (rail.core.data.DataStore method) (rail.core.stage.RailStage method) add_handle() (rail.core.stage.RailStage method)

allow_overwrite (rail.core.data.DataStore attribute) ANN() (rail.estimation.algos.GPz.GP method) assign_pixels() (rail.creation.degradation.observing_condition_degrader.ObsCondition method) attach_stages() (rail.core.introspection.RailEnv class method)

B

bands (rail.estimation.algos.NZDir.Inform_NZDir attribute) (rail.estimation.algos.NZDir.NZDir attribute) BASE_STAGES (rail.core.introspection.RailEnv attribute) BPZ_lite (class in rail.estimation.algos.bpz_lite)

Brier (class in rail.evaluation.metrics.brier) build() (rail.core.stage.RailStage class method) (rail.core.stage.RailStageBuild method) build_rail_namespace_tree() (rail.core.introspection.RailEnv class method)

C

callbackF() (rail.estimation.algos.GPz.GP method) catalog (rail.pipelines.utils.name_factory.DataType attribute) CatalogType (class in rail.pipelines.utils.name_factory) CatEstimator (class in rail.estimation.estimator) CatInformer (class in rail.estimation.estimator) CatSummarizer (class in rail.estimation.summarizer) CDELoss (class in rail.evaluation.metrics.cdeloss) close() (rail.core.data.DataHandle method) ColumnMapper (class in rail.core.utilStages) compute() (rail.core.utilPhotometry.HyperbolicMagnitudes method) (rail.core.utilPhotometry.HyperbolicSmoothing method) (rail.core.utilPhotometry.PhotormetryManipulator method) computemeanstd() (in module rail.estimation.algos.pzflow) config (rail.pipelines.utils.name_factory.DataType attribute) config_options (rail.core.stage.RailStage attribute) (rail.core.utilPhotometry.HyperbolicMagnitudes attribute) (rail.core.utilPhotometry.HyperbolicSmoothing attribute) (rail.core.utilPhotometry.PhotormetryManipulator attribute) (rail.core.utilStages.ColumnMapper attribute) (rail.core.utilStages.Dereddener attribute) (rail.core.utilStages.LSSTFluxToMagConverter attribute) (rail.core.utilStages.RowSelector attribute) (rail.core.utilStages.TableConverter attribute) (rail.creation.degradation.grid_selection.GridSelection attribute) (rail.creation.degradation.lsst_error_model.LSSTErrorModel attribute) (rail.creation.degradation.observing_condition_degrader.ObsCondition attribute) (rail.creation.degradation.quantityCut.QuantityCut attribute) (rail.creation.degradation.spectroscopic_degraders.InvRedshiftIncompleteness attribute) (rail.creation.degradation.spectroscopic_degraders.LineConfusion attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.galaxy_population_components.GalaxyGenerator attribute) (rail.creation.engines.galaxy_population_components.GalaxyPopulationGenerator attribute) (rail.estimation.algos.bpz_lite.BPZ_lite attribute) (rail.estimation.algos.bpz_lite.Inform_BPZ_lite attribute) (rail.estimation.algos.gpz_v1.GPz_v1 attribute) (rail.estimation.algos.gpz_v1.Inform_GPz_v1 attribute) (rail.estimation.algos.knnpz.Inform_KNearNeighPDF attribute) (rail.estimation.algos.knnpz.KNearNeighPDF attribute) (rail.estimation.algos.naiveStack.NaiveStack attribute) (rail.estimation.algos.NZDir.Inform_NZDir attribute) (rail.estimation.algos.NZDir.NZDir attribute) (rail.estimation.algos.pointEstimateHist.PointEstimateHist attribute) (rail.estimation.algos.pzflow.Inform_PZFlowPDF attribute) (rail.estimation.algos.pzflow.PZFlowPDF attribute) (rail.estimation.algos.randomPZ.RandomPZ attribute) (rail.estimation.algos.simpleSOM.Inform_SimpleSOMSummarizer attribute) (rail.estimation.algos.simpleSOM.SimpleSOMSummarizer attribute) (rail.estimation.algos.sklearn_nn.Inform_SimpleNN attribute) (rail.estimation.algos.sklearn_nn.SimpleNN attribute) (rail.estimation.algos.somocluSOM.Inform_somocluSOMSummarizer attribute) (rail.estimation.algos.somocluSOM.somocluSOMSummarizer attribute) (rail.estimation.algos.trainZ.Inform_trainZ attribute) (rail.estimation.algos.trainZ.TrainZ attribute) (rail.estimation.algos.varInference.VarInferenceStack attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.CatInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PzInformer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.evaluator.Evaluator attribute)

connect_input() (rail.core.stage.RailStage method) copy_param() (in module rail.core.common_params) created (rail.pipelines.utils.name_factory.CatalogType attribute) Creator (class in rail.creation.engine) creator (rail.pipelines.utils.name_factory.ModelType attribute) critical_values (rail.evaluation.utils.stat_crit_sig attribute)

D

data_directory_template (rail.pipelines.utils.name_factory.NameFactory attribute) DATA_STORE() (in module rail.core.data) DataHandle (class in rail.core.data) DataStore (class in rail.core.data) DataType (class in rail.pipelines.utils.name_factory) def_ratio_file (rail.creation.degradation.grid_selection.GridSelection attribute) def_set_file (rail.creation.degradation.grid_selection.GridSelection attribute) default_model_read() (in module rail.core.data) default_model_write() (in module rail.core.data) default_usecols (rail.estimation.algos.NZDir.Inform_NZDir attribute) (rail.estimation.algos.NZDir.NZDir attribute)

degraded (rail.pipelines.utils.name_factory.CatalogType attribute) Degrader (class in rail.creation.degrader) degrarder (rail.pipelines.utils.name_factory.ModelType attribute) Dereddener (class in rail.core.utilStages) do_api_rst() (rail.core.introspection.RailEnv class method) do_namespace_api_rst() (rail.core.introspection.RailEnv class method) do_pkg_api_rst() (rail.core.introspection.RailEnv class method) downsampling_N_tot() (rail.creation.degradation.spectroscopic_selections.SpecSelection method) Dxy() (in module rail.estimation.algos.GPz)

E

estimate() (rail.estimation.estimator.CatEstimator method) estimator (rail.pipelines.utils.name_factory.ModelType attribute) evaluate() (rail.evaluation.evaluator.Evaluator method) (rail.evaluation.metrics.base.MetricEvaluator method) (rail.evaluation.metrics.brier.Brier method) (rail.evaluation.metrics.cdeloss.CDELoss method) (rail.evaluation.metrics.pit.PIT method) (rail.evaluation.metrics.pit.PITAD method) (rail.evaluation.metrics.pit.PITCvM method) (rail.evaluation.metrics.pit.PITKS method) (rail.evaluation.metrics.pit.PITMeta method) (rail.evaluation.metrics.pit.PITOutRate method) (rail.evaluation.metrics.pointestimates.PointBias method) (rail.evaluation.metrics.pointestimates.PointOutlierRate method) (rail.evaluation.metrics.pointestimates.PointSigmaIQR method) (rail.evaluation.metrics.pointestimates.PointSigmaMAD method) (rail.evaluation.metrics.pointestimates.PointStatsEz method)

Evaluator (class in rail.evaluation.evaluator) evaluator (rail.pipelines.utils.name_factory.ModelType attribute)

F

fetch_map() (rail.core.utilStages.Dereddener method) finalize_write() (rail.core.data.DataHandle method) find_version() (in module rail.core) fit_model() (rail.creation.engine.Modeler method) FitsHandle (class in rail.core.data) flow_factory (rail.core.data.FlowHandle attribute)

FlowCreator (class in rail.creation.engines.flowEngine) FlowDict (class in rail.core.data) FlowHandle (class in rail.core.data) FlowModeler (class in rail.creation.engines.flowEngine) FlowPosterior (class in rail.creation.engines.flowEngine) full_directory_template (rail.pipelines.utils.name_factory.NameFactory attribute)

G

GalaxyGenerator (class in rail.creation.engines.galaxy_population_components) GalaxyPopulationGenerator (class in rail.creation.engines.galaxy_population_components) get_as_fluxes() (rail.core.utilPhotometry.PhotormetryManipulator method) get_bmus() (in module rail.estimation.algos.somocluSOM) get_data() (rail.core.stage.RailStage method) get_data_dir() (rail.pipelines.utils.name_factory.NameFactory method) get_handle() (rail.core.stage.RailStage method) get_limiting_mags() (rail.creation.degradation.lsst_error_model.LSSTErrorModel method) get_pixel_conditions() (rail.creation.degradation.observing_condition_degrader.ObsCondition method)

get_posterior() (rail.creation.engine.PosteriorCalculator method) get_project_dir() (rail.pipelines.utils.name_factory.NameFactory method) get_som_coordinates() (rail.estimation.algos.somocluSOM.somocluSOMSummarizer method) getOmega() (in module rail.estimation.algos.GPz) getPHI() (rail.estimation.algos.GPz.GP method) GP (class in rail.estimation.algos.GPz) GPz() (rail.estimation.algos.GPz.GP method) GPz_v1 (class in rail.estimation.algos.gpz_v1) GridSelection (class in rail.creation.degradation.grid_selection)

H

has_data (rail.core.data.DataHandle property) has_path (rail.core.data.DataHandle property)

Hdf5Handle (class in rail.core.data) HyperbolicMagnitudes (class in rail.core.utilPhotometry) HyperbolicSmoothing (class in rail.core.utilPhotometry)

I

import_all_packages() (rail.core.introspection.RailEnv class method) import_and_attach_all() (in module rail.stages) inform() (rail.estimation.estimator.CatInformer method) (rail.estimation.summarizer.PzInformer method) Inform_BPZ_lite (class in rail.estimation.algos.bpz_lite) Inform_GPz_v1 (class in rail.estimation.algos.gpz_v1) Inform_KNearNeighPDF (class in rail.estimation.algos.knnpz) Inform_NZDir (class in rail.estimation.algos.NZDir) Inform_PZFlowPDF (class in rail.estimation.algos.pzflow) Inform_SimpleNN (class in rail.estimation.algos.sklearn_nn) Inform_SimpleSOMSummarizer (class in rail.estimation.algos.simpleSOM) Inform_somocluSOMSummarizer (class in rail.estimation.algos.somocluSOM) Inform_trainZ (class in rail.estimation.algos.trainZ) init() (rail.estimation.algos.GPz.GP method) initialize_handle() (rail.estimation.algos.NZDir.NZDir method) initialize_write() (rail.core.data.DataHandle method) input_iterator() (rail.core.stage.RailStage method) inputs (rail.core.utilPhotometry.HyperbolicMagnitudes attribute) (rail.core.utilPhotometry.HyperbolicSmoothing attribute) (rail.core.utilPhotometry.PhotormetryManipulator attribute) (rail.core.utilStages.ColumnMapper attribute) (rail.core.utilStages.Dereddener attribute) (rail.core.utilStages.LSSTFluxToMagConverter attribute) (rail.core.utilStages.RowSelector attribute) (rail.core.utilStages.TableConverter attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.galaxy_population_components.GalaxyGenerator attribute) (rail.estimation.algos.pzflow.PZFlowPDF attribute) (rail.estimation.algos.randomPZ.RandomPZ attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.CatInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PzInformer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.evaluator.Evaluator attribute)

invalid_cut() (rail.creation.degradation.spectroscopic_selections.SpecSelection method) InvRedshiftIncompleteness (class in rail.creation.degradation.spectroscopic_degraders) is_written (rail.core.data.DataHandle property) iterator() (rail.core.data.DataHandle method)

J

join_histograms() (rail.estimation.algos.NZDir.NZDir method)

K

KNearNeighPDF (class in rail.estimation.algos.knnpz)

L

LineConfusion (class in rail.creation.degradation.spectroscopic_degraders) list_rail_modules() (rail.core.introspection.RailEnv class method) list_rail_namespaces() (rail.core.introspection.RailEnv class method)

list_rail_packages() (rail.core.introspection.RailEnv class method) LSSTErrorModel (class in rail.creation.degradation.lsst_error_model) LSSTFluxToMagConverter (class in rail.core.utilStages)

M

mag_conv (rail.core.utilStages.LSSTFluxToMagConverter attribute) make_and_connect() (rail.core.stage.RailStage class method) make_color_data() (in module rail.estimation.algos.sklearn_nn) make_name() (rail.core.data.DataHandle class method) metric (rail.pipelines.utils.name_factory.DataType attribute) MetricEvaluator (class in rail.evaluation.metrics.base) model (rail.pipelines.utils.name_factory.DataType attribute) model_factory (rail.core.data.ModelHandle attribute) ModelDict (class in rail.core.data) Modeler (class in rail.creation.engine) ModelHandle (class in rail.core.data) ModelType (class in rail.pipelines.utils.name_factory) module rail.bpz rail.bpz.utils rail.core rail.core.algo_utils rail.core.common_params rail.core.data rail.core.introspection rail.core.stage rail.core.utilPhotometry rail.core.utils rail.core.utilStages rail.creation.degradation.grid_selection rail.creation.degradation.lsst_error_model rail.creation.degradation.observing_condition_degrader rail.creation.degradation.quantityCut rail.creation.degradation.spectroscopic_degraders rail.creation.degradation.spectroscopic_selections rail.creation.degrader rail.creation.engine rail.creation.engines.flowEngine rail.creation.engines.galaxy_population_components rail.estimation, [1], [2], [3], [4], [5], [6] rail.estimation.algos.bpz_lite rail.estimation.algos.GPz rail.estimation.algos.gpz_v1 rail.estimation.algos.knnpz rail.estimation.algos.naiveStack rail.estimation.algos.NZDir rail.estimation.algos.pointEstimateHist rail.estimation.algos.pzflow rail.estimation.algos.randomPZ rail.estimation.algos.simpleSOM rail.estimation.algos.sklearn_nn rail.estimation.algos.somocluSOM rail.estimation.algos.trainZ rail.estimation.algos.varInference rail.estimation.estimator rail.estimation.summarizer rail.evaluation.evaluator rail.evaluation.metrics.base rail.evaluation.metrics.brier rail.evaluation.metrics.cdeloss rail.evaluation.metrics.pit rail.evaluation.metrics.pointestimates rail.evaluation.utils rail.gpz rail.pipelines rail.pipelines.estimation rail.pipelines.examples rail.pipelines.examples.goldenspike rail.pipelines.utils rail.pipelines.utils.name_factory rail.stages

MODULE_DICT (rail.core.introspection.RailEnv attribute) MODULE_PATH_DICT (rail.core.introspection.RailEnv attribute)

N

NaiveStack (class in rail.estimation.algos.naiveStack) name (rail.core.stage.RailStage attribute) (rail.core.utilPhotometry.HyperbolicMagnitudes attribute) (rail.core.utilPhotometry.HyperbolicSmoothing attribute) (rail.core.utilPhotometry.PhotormetryManipulator attribute) (rail.core.utilStages.ColumnMapper attribute) (rail.core.utilStages.Dereddener attribute) (rail.core.utilStages.LSSTFluxToMagConverter attribute) (rail.core.utilStages.RowSelector attribute) (rail.core.utilStages.TableConverter attribute) (rail.creation.degradation.grid_selection.GridSelection attribute) (rail.creation.degradation.lsst_error_model.LSSTErrorModel attribute) (rail.creation.degradation.observing_condition_degrader.ObsCondition attribute) (rail.creation.degradation.quantityCut.QuantityCut attribute) (rail.creation.degradation.spectroscopic_degraders.InvRedshiftIncompleteness attribute) (rail.creation.degradation.spectroscopic_degraders.LineConfusion attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection_BOSS attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection_DEEP2 attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection_GAMA attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection_HSC attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection_VVDSf02 attribute) (rail.creation.degradation.spectroscopic_selections.SpecSelection_zCOSMOS attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.galaxy_population_components.GalaxyGenerator attribute) (rail.creation.engines.galaxy_population_components.GalaxyPopulationGenerator attribute) (rail.estimation.algos.bpz_lite.BPZ_lite attribute) (rail.estimation.algos.bpz_lite.Inform_BPZ_lite attribute) (rail.estimation.algos.gpz_v1.GPz_v1 attribute) (rail.estimation.algos.gpz_v1.Inform_GPz_v1 attribute) (rail.estimation.algos.knnpz.Inform_KNearNeighPDF attribute) (rail.estimation.algos.knnpz.KNearNeighPDF attribute) (rail.estimation.algos.naiveStack.NaiveStack attribute) (rail.estimation.algos.NZDir.Inform_NZDir attribute) (rail.estimation.algos.NZDir.NZDir attribute) (rail.estimation.algos.pointEstimateHist.PointEstimateHist attribute) (rail.estimation.algos.pzflow.Inform_PZFlowPDF attribute) (rail.estimation.algos.pzflow.PZFlowPDF attribute) (rail.estimation.algos.randomPZ.RandomPZ attribute) (rail.estimation.algos.simpleSOM.Inform_SimpleSOMSummarizer attribute) (rail.estimation.algos.simpleSOM.SimpleSOMSummarizer attribute) (rail.estimation.algos.sklearn_nn.Inform_SimpleNN attribute) (rail.estimation.algos.sklearn_nn.SimpleNN attribute) (rail.estimation.algos.somocluSOM.Inform_somocluSOMSummarizer attribute) (rail.estimation.algos.somocluSOM.somocluSOMSummarizer attribute) (rail.estimation.algos.trainZ.Inform_trainZ attribute) (rail.estimation.algos.trainZ.TrainZ attribute) (rail.estimation.algos.varInference.VarInferenceStack attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.CatInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PzInformer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.evaluator.Evaluator attribute)

NameFactory (class in rail.pipelines.utils.name_factory) NAMESPACE_MODULE_DICT (rail.core.introspection.RailEnv attribute) NAMESPACE_PATH_DICT (rail.core.introspection.RailEnv attribute) nz (rail.pipelines.utils.name_factory.PdfType attribute) NZDir (class in rail.estimation.algos.NZDir) nzfunc() (in module rail.estimation.algos.bpz_lite)

O

ObsCondition (class in rail.creation.degradation.observing_condition_degrader) one_algo() (in module rail.core.algo_utils) open() (rail.core.data.DataHandle method) (rail.core.data.DataStore method) (rail.core.data.ModelDict method) open_model() (rail.creation.engine.Creator method) (rail.creation.engine.PosteriorCalculator method) (rail.estimation.algos.bpz_lite.BPZ_lite method) (rail.estimation.algos.knnpz.KNearNeighPDF method) (rail.estimation.algos.NZDir.NZDir method) (rail.estimation.algos.trainZ.TrainZ method) (rail.estimation.estimator.CatEstimator method) (rail.estimation.summarizer.SZPZSummarizer method) outputs (rail.core.utilPhotometry.HyperbolicMagnitudes attribute) (rail.core.utilPhotometry.HyperbolicSmoothing attribute) (rail.core.utilPhotometry.PhotormetryManipulator attribute) (rail.core.utilStages.ColumnMapper attribute) (rail.core.utilStages.Dereddener attribute) (rail.core.utilStages.LSSTFluxToMagConverter attribute) (rail.core.utilStages.RowSelector attribute) (rail.core.utilStages.TableConverter attribute) (rail.creation.degrader.Degrader attribute) (rail.creation.engine.Creator attribute) (rail.creation.engine.Modeler attribute) (rail.creation.engine.PosteriorCalculator attribute) (rail.creation.engines.flowEngine.FlowCreator attribute) (rail.creation.engines.flowEngine.FlowModeler attribute) (rail.creation.engines.flowEngine.FlowPosterior attribute) (rail.creation.engines.galaxy_population_components.GalaxyGenerator attribute) (rail.estimation.algos.naiveStack.NaiveStack attribute) (rail.estimation.algos.NZDir.NZDir attribute) (rail.estimation.algos.pointEstimateHist.PointEstimateHist attribute) (rail.estimation.algos.pzflow.Inform_PZFlowPDF attribute) (rail.estimation.algos.simpleSOM.SimpleSOMSummarizer attribute) (rail.estimation.algos.somocluSOM.somocluSOMSummarizer attribute) (rail.estimation.algos.varInference.VarInferenceStack attribute) (rail.estimation.estimator.CatEstimator attribute) (rail.estimation.estimator.CatInformer attribute) (rail.estimation.summarizer.CatSummarizer attribute) (rail.estimation.summarizer.PzInformer attribute) (rail.estimation.summarizer.PZSummarizer attribute) (rail.estimation.summarizer.SZPZSummarizer attribute) (rail.evaluation.evaluator.Evaluator attribute)

P

p_value (rail.evaluation.utils.stat_and_pval attribute) PACKAGES (rail.core.introspection.RailEnv attribute) pdf (rail.pipelines.utils.name_factory.DataType attribute) PdfType (class in rail.pipelines.utils.name_factory) photometryCut() (rail.creation.degradation.spectroscopic_selections.SpecSelection_DEEP2 method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_HSC method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_VVDSf02 method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_zCOSMOS method) PhotormetryManipulator (class in rail.core.utilPhotometry) PIT (class in rail.evaluation.metrics.pit) pit_samps (rail.evaluation.metrics.pit.PIT property) PITAD (class in rail.evaluation.metrics.pit) PITCvM (class in rail.evaluation.metrics.pit) PITKS (class in rail.evaluation.metrics.pit) PITMeta (class in rail.evaluation.metrics.pit) PITMetaMetric() (in module rail.evaluation.metrics.pit) PITOutRate (class in rail.evaluation.metrics.pit) plot_som() (in module rail.estimation.algos.somocluSOM) PointBias (class in rail.evaluation.metrics.pointestimates)

PointEstimateHist (class in rail.estimation.algos.pointEstimateHist) PointOutlierRate (class in rail.evaluation.metrics.pointestimates) PointSigmaIQR (class in rail.evaluation.metrics.pointestimates) PointSigmaMAD (class in rail.evaluation.metrics.pointestimates) PointStatsEz (class in rail.evaluation.metrics.pointestimates) PosteriorCalculator (class in rail.creation.engine) PqHandle (class in rail.core.data) predict() (rail.estimation.algos.GPz.GP method) pretty_print_tree() (rail.core.introspection.RailEnv class method) print_rail_modules() (rail.core.introspection.RailEnv class method) print_rail_namespace_tree() (rail.core.introspection.RailEnv class method) print_rail_namespaces() (rail.core.introspection.RailEnv class method) print_rail_packages() (rail.core.introspection.RailEnv class method) print_rail_stage_dict() (rail.core.introspection.RailEnv class method) project_directory_template (rail.pipelines.utils.name_factory.NameFactory attribute) pz (rail.pipelines.utils.name_factory.PdfType attribute) PZFlowPDF (class in rail.estimation.algos.pzflow) PzInformer (class in rail.estimation.summarizer) PZSummarizer (class in rail.estimation.summarizer)

Q

QPHandle (class in rail.core.data)

QuantityCut (class in rail.creation.degradation.quantityCut)

R

rail.bpz module rail.bpz.utils module rail.core module rail.core.algo_utils module rail.core.common_params module rail.core.data module rail.core.introspection module rail.core.stage module rail.core.utilPhotometry module rail.core.utils module rail.core.utilStages module rail.creation.degradation.grid_selection module rail.creation.degradation.lsst_error_model module rail.creation.degradation.observing_condition_degrader module rail.creation.degradation.quantityCut module rail.creation.degradation.spectroscopic_degraders module rail.creation.degradation.spectroscopic_selections module rail.creation.degrader module rail.creation.engine module rail.creation.engines.flowEngine module rail.creation.engines.galaxy_population_components module rail.estimation module, [1], [2], [3], [4], [5], [6] rail.estimation.algos.bpz_lite module rail.estimation.algos.GPz module rail.estimation.algos.gpz_v1 module rail.estimation.algos.knnpz module rail.estimation.algos.naiveStack module rail.estimation.algos.NZDir module rail.estimation.algos.pointEstimateHist module rail.estimation.algos.pzflow module rail.estimation.algos.randomPZ module rail.estimation.algos.simpleSOM module rail.estimation.algos.sklearn_nn module rail.estimation.algos.somocluSOM module rail.estimation.algos.trainZ module rail.estimation.algos.varInference module rail.estimation.estimator module rail.estimation.summarizer module rail.evaluation.evaluator module

rail.evaluation.metrics.base module rail.evaluation.metrics.brier module rail.evaluation.metrics.cdeloss module rail.evaluation.metrics.pit module rail.evaluation.metrics.pointestimates module rail.evaluation.utils module rail.gpz module rail.pipelines module rail.pipelines.estimation module rail.pipelines.examples module rail.pipelines.examples.goldenspike module rail.pipelines.utils module rail.pipelines.utils.name_factory module rail.stages module RailEnv (class in rail.core.introspection) RailPipeline (class in rail.core.stage) RailStage (class in rail.core.stage) RailStageBuild (class in rail.core.stage) RandomPZ (class in rail.estimation.algos.randomPZ) read() (rail.core.data.DataHandle method) (rail.core.data.DataStore method) (rail.core.data.FlowDict method) (rail.core.data.ModelDict method) read_file() (rail.core.data.DataStore method) reference (rail.pipelines.utils.name_factory.CatalogType attribute) regularize_data() (in module rail.estimation.algos.sklearn_nn) replace_non_detections() (rail.estimation.algos.somocluSOM.somocluSOMSummarizer method) RowSelector (class in rail.core.utilStages) run() (rail.core.utilPhotometry.HyperbolicMagnitudes method) (rail.core.utilPhotometry.HyperbolicSmoothing method) (rail.core.utilPhotometry.PhotormetryManipulator method) (rail.core.utilStages.ColumnMapper method) (rail.core.utilStages.Dereddener method) (rail.core.utilStages.LSSTFluxToMagConverter method) (rail.core.utilStages.RowSelector method) (rail.core.utilStages.TableConverter method) (rail.creation.degradation.grid_selection.GridSelection method) (rail.creation.degradation.lsst_error_model.LSSTErrorModel method) (rail.creation.degradation.observing_condition_degrader.ObsCondition method) (rail.creation.degradation.quantityCut.QuantityCut method) (rail.creation.degradation.spectroscopic_degraders.InvRedshiftIncompleteness method) (rail.creation.degradation.spectroscopic_degraders.LineConfusion method) (rail.creation.degradation.spectroscopic_selections.SpecSelection method) (rail.creation.engines.flowEngine.FlowCreator method) (rail.creation.engines.flowEngine.FlowModeler method) (rail.creation.engines.flowEngine.FlowPosterior method) (rail.creation.engines.galaxy_population_components.GalaxyPopulationGenerator method) (rail.estimation.algos.bpz_lite.Inform_BPZ_lite method) (rail.estimation.algos.gpz_v1.Inform_GPz_v1 method) (rail.estimation.algos.knnpz.Inform_KNearNeighPDF method) (rail.estimation.algos.naiveStack.NaiveStack method) (rail.estimation.algos.NZDir.Inform_NZDir method) (rail.estimation.algos.NZDir.NZDir method) (rail.estimation.algos.pointEstimateHist.PointEstimateHist method) (rail.estimation.algos.pzflow.Inform_PZFlowPDF method) (rail.estimation.algos.simpleSOM.Inform_SimpleSOMSummarizer method) (rail.estimation.algos.simpleSOM.SimpleSOMSummarizer method) (rail.estimation.algos.sklearn_nn.Inform_SimpleNN method) (rail.estimation.algos.somocluSOM.Inform_somocluSOMSummarizer method) (rail.estimation.algos.somocluSOM.somocluSOMSummarizer method) (rail.estimation.algos.trainZ.Inform_trainZ method) (rail.estimation.algos.varInference.VarInferenceStack method) (rail.estimation.estimator.CatEstimator method) (rail.evaluation.evaluator.Evaluator method)

S

sample() (rail.creation.engine.Creator method) selection() (rail.creation.degradation.spectroscopic_selections.SpecSelection method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_BOSS method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_DEEP2 method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_GAMA method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_HSC method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_VVDSf02 method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_zCOSMOS method) set_cuts() (rail.creation.degradation.quantityCut.QuantityCut method) set_data() (rail.core.data.DataHandle method) (rail.core.stage.RailStage method) set_param_default() (in module rail.core.common_params) set_param_defaults() (in module rail.core.common_params) set_weight_column() (rail.estimation.algos.somocluSOM.somocluSOMSummarizer method) significance_level (rail.evaluation.utils.stat_crit_sig attribute) SimpleNN (class in rail.estimation.algos.sklearn_nn) SimpleSOMSummarizer (class in rail.estimation.algos.simpleSOM) size() (rail.core.data.DataHandle method) somocluSOMSummarizer (class in rail.estimation.algos.somocluSOM) SpecSelection (class in rail.creation.degradation.spectroscopic_selections) SpecSelection_BOSS (class in rail.creation.degradation.spectroscopic_selections) SpecSelection_DEEP2 (class in rail.creation.degradation.spectroscopic_selections) SpecSelection_GAMA (class in rail.creation.degradation.spectroscopic_selections) SpecSelection_HSC (class in rail.creation.degradation.spectroscopic_selections)

SpecSelection_VVDSf02 (class in rail.creation.degradation.spectroscopic_selections) SpecSelection_zCOSMOS (class in rail.creation.degradation.spectroscopic_selections) speczSuccess() (rail.creation.degradation.spectroscopic_selections.SpecSelection_DEEP2 method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_HSC method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_VVDSf02 method) (rail.creation.degradation.spectroscopic_selections.SpecSelection_zCOSMOS method) STAGE_DICT (rail.core.introspection.RailEnv attribute) StageIO (class in rail.core.stage) stat_and_pval (class in rail.evaluation.utils) stat_crit_sig (class in rail.evaluation.utils) statistic (rail.evaluation.utils.stat_and_pval attribute) (rail.evaluation.utils.stat_crit_sig attribute) suffix (rail.core.data.DataHandle attribute) (rail.core.data.FitsHandle attribute) (rail.core.data.FlowHandle attribute) (rail.core.data.Hdf5Handle attribute) (rail.core.data.ModelHandle attribute) (rail.core.data.PqHandle attribute) (rail.core.data.QPHandle attribute) (rail.core.data.TableHandle attribute) summarize() (rail.estimation.summarizer.CatSummarizer method) (rail.estimation.summarizer.PZSummarizer method) (rail.estimation.summarizer.SZPZSummarizer method) summarizer (rail.pipelines.utils.name_factory.ModelType attribute) SZPZSummarizer (class in rail.estimation.summarizer)

T

TableConverter (class in rail.core.utilStages) TableHandle (class in rail.core.data) train() (rail.estimation.algos.GPz.GP method)

TrainZ (class in rail.estimation.algos.trainZ) trainZmodel (class in rail.estimation.algos.trainZ) TREE (rail.core.introspection.RailEnv attribute)

V

validate_colnames() (rail.creation.degradation.spectroscopic_selections.SpecSelection method)

VarInferenceStack (class in rail.estimation.algos.varInference)

W

write() (rail.core.data.DataHandle method) (rail.core.data.DataStore method) (rail.core.data.ModelDict method)

write_all() (rail.core.data.DataStore method) write_chunk() (rail.core.data.DataHandle method)