Index

A

abs_chi2_data() (in module validphys.results) abs_chi2_data_thcovmat() (in module validphys.results) accepted_optimizers (n3fit.backends.keras_backend.MetaModel.MetaModel attribute) activations (n3fit.model_gen.ReplicaSettings attribute) ActivationStr (class in n3fit.hyper_optimization.hyper_scan) add_covmat() (n3fit.layers.losses.LossInvcovmat method) add_positional_arguments() (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_deltachi2.HyperoptPlotApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) add_subplot() (in module validphys.plotutils) AddedFilterRule (class in validphys.filters) additive_errors (nnpdf_data.coredata.CommonData property) AddPhoton (class in n3fit.layers.rotations) all_chi2() (in module validphys.calcutils) all_chi2_theory() (in module validphys.calcutils) all_commondata_grouping() (in module validphys.kinematics) all_kinlimits_table() (in module validphys.kinematics) all_labels (validphys.plotoptions.plottingoptions.PlottingOptions property) all_theory_info_table() (in module validphys.theoryinfo) all_tr_chi2 (n3fit.stopping.FitState property) all_tr_chi2_for_replica() (n3fit.stopping.FitState method) all_vl_chi2 (n3fit.stopping.FitState property) all_vl_chi2_for_replica() (n3fit.stopping.FitState method) AllFlavoursPlotter (class in validphys.pdfplots) allowed_datasets (nnpdf_data.commondataparser.SetMetaData property) allowed_observables (nnpdf_data.commondataparser.SetMetaData property) alltheory_vector() (in module validphys.theorycovariance.tests) Alpha (class in validphys.photon.alpha) alpha_asy() (in module validphys.asy_exponents) alpha_dict (validphys.closuretest.multiclosure_nsigma.NsigmaAlpha attribute) alpha_eff() (in module validphys.eff_exponents) alpha_em() (validphys.photon.alpha.Alpha method) alpha_s_bundle_pdf() (in module validphys.replica_selector) alphaem_fixed_flavor_exa() (validphys.photon.alpha.Alpha method) alphaem_fixed_flavor_trn() (validphys.photon.alpha.Alpha method) alphaqed (nnpdf_data.theory.TheoryCard attribute) alphas (nnpdf_data.theory.TheoryCard attribute) alphas_mz (validphys.core.PDF property) alphas_vals (validphys.core.PDF property) already_digested (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) App (class in validphys.app) applied_variant (nnpdf_data.commondataparser.ObservableMetaData attribute) apply_as_layer() (n3fit.backends.keras_backend.MetaModel.MetaModel method) apply_grid_values() (validphys.pdfbases.Basis method) (validphys.pdfbases.LinearBasis method) (validphys.pdfbases.ScalarFunctionTransformation method)

apply_label() (nnpdf_data.commondataparser.ValidKinematics method) (nnpdf_data.commondataparser.ValidVariable method) apply_loss() (n3fit.layers.losses.LossIntegrability method) (n3fit.layers.losses.LossLagrange method) (n3fit.layers.losses.LossPositivity method) apply_multiplier() (n3fit.layers.losses.LossLagrange method) apply_to_all_columns() (in module validphys.plotoptions.utils) apply_variant() (nnpdf_data.commondataparser.ObservableMetaData method) arc_length_table() (in module validphys.arclength) arc_lengths() (in module validphys.arclength) architecture (n3fit.model_gen.ReplicaSettings attribute) architecture() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) ArchiveUploader (class in validphys.uploadutils) ArcLengthGrid (class in validphys.arclength) arclengths (validphys.fitdata.FitInfo attribute) argnames() (validphys.core.TupleComp class method) argparser (n3fit.scripts.n3fit_exec.N3FitApp property) (n3fit.scripts.vp_setupfit.SetupFitApp property) (validphys.app.App property) array_expected_overfitting() (in module validphys.overfit_metric) art_data_comparison() (in module validphys.mc_gen) art_data_distribution() (in module validphys.mc_gen) art_data_mean_table() (in module validphys.mc_gen) art_data_moments() (in module validphys.mc_gen) art_data_residuals() (in module validphys.mc_gen) art_rep_generation() (in module validphys.mc_gen) arXiv (nnpdf_data.commondataparser.SetMetaData attribute) as_dict() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) (validphys.core.ExperimentInput method) as_from_name() (in module validphys.lhaindex) as_input() (validphys.core.FitSpec method) as_layer() (in module n3fit.backends.keras_backend.operations) as_markdown (validphys.core.DataGroupSpec property) as_pair() (validphys.core.Filter method) asdict() (nnpdf_data.theory.TheoryCard method) AsyExponentBandPlotter (class in validphys.asy_exponents) asymptotic_exponents_table() (in module validphys.asy_exponents) atoi() (in module validphys.scripts.vp_list) autofilter_dataframe() (in module validphys.hyper_algorithm) available_datasets (validphys.loader.Loader property) available_ekos (validphys.loader.Loader property) available_fits (validphys.loader.Loader property) available_hyperscans (validphys.loader.Loader property) available_pdfs (validphys.loader.Loader property) available_photons (validphys.loader.Loader property) available_theories (validphys.loader.Loader property) ax_or_gca() (in module validphys.plotutils) ax_or_newfig() (in module validphys.plotutils)

B

bad_replica_sumrules() (in module validphys.sumrules) BadCFactorError BadFKTableError BadPerturbativeOrder BadSSH BandPDFPlotter (class in validphys.pdfplots) BandPDFPlotterBC (class in validphys.pdfplots) barplot() (in module validphys.plotutils) base_layer_selector() (in module n3fit.backends.keras_backend.base_layers) Basis (class in validphys.pdfbases) basis (validphys.arclength.ArcLengthGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) batchit() (in module n3fit.backends.keras_backend.operations) best_setup() (in module validphys.hyperoptplot) beta_asy() (in module validphys.asy_exponents) beta_eff() (in module validphys.eff_exponents) bias_data() (in module validphys.closuretest.multiclosure) bias_dataset() (in module validphys.closuretest.multiclosure) bib_entry (nnpdf_data.cli.latex.LatexDatasetRow attribute) bib_key (nnpdf_data.cli.latex.LatexDatasetRow property) BibliographyEntry (class in nnpdf_data.cli.inspire) bibtex_text (nnpdf_data.cli.latex.LatexDatasetRow property) big_matrix() (in module validphys.lhio) bin_by_bin_covmat_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) bin_generator() (in module validphys.hyper_algorithm) bins (validphys.plotoptions.plottingoptions.ResultTransformations attribute)

bins() (in module validphys.plotoptions.utils) block_diagonal_corr_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) bootstrap_pdf_differences() (in module validphys.closuretest.multiclosure_pdf) bootstrap_values() (in module validphys.calcutils) bootstrapped_bias_data() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_bias_dataset() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_indicator_function_data() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_multiclosure_data_loader() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_multiclosure_dataset_loader() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_normalized_delta_bias_data() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_regularized_multiclosure_data_loader() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_regularized_multiclosure_dataset_loader() (in module validphys.closuretest.multiclosure_bootstrap) bootstrapped_table_bias_data() (in module validphys.closuretest.multiclosure_output) bootstrapped_table_bias_datasets() (in module validphys.closuretest.multiclosure_output) BootstrappedTheoryResult (class in validphys.closuretest.multiclosure_bootstrap) boundary_xplotting_grid() (in module validphys.pdfgrids) build() (n3fit.layers.DIS.DIS method) (n3fit.layers.DY.DY method) (n3fit.layers.losses.LossInvcovmat method) (n3fit.layers.losses.LossLagrange method) (n3fit.layers.mask.Mask method) (n3fit.layers.observable.Observable method) (n3fit.layers.preprocessing.Preprocessing method) build_index() (in module nnpdf_data.cli.index) build_latex_rows() (in module nnpdf_data.cli.latex) build_opcard() (in module evolven3fit.eko_utils) builder_helper() (n3fit.backends.keras_backend.MetaLayer.MetaLayer method)

C

c_to_py_fun() (in module n3fit.backends.keras_backend.operations) calc_chi2() (in module validphys.calcutils) calc_phi() (in module validphys.calcutils) calculate_chi2s_per_replica() (in module validphys.overfit_metric) call() (n3fit.layers.losses.LossInvcovmat method) (n3fit.layers.losses.LossLagrange method) (n3fit.layers.mask.Mask method) (n3fit.layers.msr_normalization.MSR_Normalization method) (n3fit.layers.observable.Observable method) (n3fit.layers.preprocessing.Preprocessing method) (n3fit.layers.rotations.AddPhoton method) (n3fit.layers.rotations.ObsRotation method) (n3fit.layers.rotations.Rotation method) (n3fit.layers.x_operations.xDivide method) (n3fit.layers.x_operations.xIntegrator method) CallbackStep (class in n3fit.backends.keras_backend.callbacks) centered_range() (in module validphys.plotutils) central_chi2() (in module validphys.calcutils) central_chi2_theory() (in module validphys.calcutils) central_dis_predictions() (in module validphys.convolution) central_fk_predictions() (in module validphys.convolution) central_grid_values() (in module validphys.gridvalues) (validphys.pdfbases.Basis method) central_hadron_predictions() (in module validphys.convolution) central_member (validphys.lhapdfset.LHAPDFSet property) central_member_chi2() (in module validphys.closuretest.multiclosure_nsigma_helpers) central_predictions() (in module validphys.convolution) central_result (validphys.results.Chi2Data attribute) central_sum_rules() (in module validphys.sumrules) central_sum_rules_table() (in module validphys.sumrules) central_value (validphys.coredata.CFactorData attribute) (validphys.results.DataResult property) (validphys.results.StatsResult property) (validphys.results.ThUncertaintiesResult property) central_value() (n3fit.vpinterface.N3Stats method) (validphys.core.Stats method) central_values (nnpdf_data.coredata.CommonData property) (nnpdf_data.filter_utils.hera_utils.commondata attribute) central_values_array() (in module validphys.pseudodata) CentralChi2Data (class in validphys.closuretest.multiclosure_nsigma_helpers) CFactorData (class in validphys.coredata) CfactorNotFound change_name() (in module validphys.renametools) check() (nnpdf_data.commondataparser.ObservableMetaData method) check_additional_errors() (in module validphys.filters) check_at_least_10_fits() (in module validphys.closuretest.closure_checks) check_at_least_two_replicas() (in module validphys.checks) check_auth() (validphys.uploadutils.Uploader method) check_basis() (in module validphys.pdfbases) check_basis_with_layers() (in module n3fit.checks) check_can_save_grid() (in module validphys.checks) check_cfactor() (validphys.loader.Loader method) check_commondata() (validphys.loader.Loader method) check_compound() (validphys.loader.Loader method) check_consistent_basis() (in module n3fit.checks) check_consistent_layers() (in module n3fit.checks) check_consistent_parallel() (in module n3fit.checks) check_correct_partitions() (in module n3fit.checks) check_correct_theory_combination() (in module validphys.theorycovariance.theorycovarianceutils) check_correct_theory_combination_internal() (in module validphys.theorycovariance.theorycovarianceutils) check_cuts_considered() (in module validphys.checks) check_cuts_fromfit() (in module validphys.checks) check_darwin_single_process() (in module validphys.checks) check_data_cuts_match_theorycovmat() (in module validphys.checks) check_dataset() (validphys.loader.Loader method) check_dataset_cuts_match_theorycovmat() (in module validphys.checks) check_dataspecs_fits_different() (in module validphys.checks) check_default_filter_rules() (validphys.loader.Loader method) check_deprecated_options() (in module n3fit.checks) check_dropout() (in module n3fit.checks) check_eko() (validphys.loader.Loader method) check_eko_exists() (in module n3fit.checks) check_existing_parameters() (in module n3fit.checks) check_experiment() (validphys.loader.Loader method) check_filter() (in module evolven3fit.utils) check_fit() (validphys.loader.Loader method) check_fit_cuts() (validphys.loader.Loader method) check_fit_isclosure() (in module validphys.closuretest.closure_checks) check_fit_md5() (validphys.uploadutils.FitUploader method) check_fits_areclosures() (in module validphys.closuretest.closure_checks) check_fits_different() (in module validphys.checks) check_fits_different_filterseed() (in module validphys.closuretest.closure_checks) check_fits_have_same_basis() (in module validphys.closuretest.closure_checks) check_fits_same_filterseed() (in module validphys.closuretest.closure_checks) check_fits_underlying_law_match() (in module validphys.closuretest.closure_checks) check_fk_from_theory_metadata() (validphys.loader.Loader method) check_fktable() (validphys.loader.Loader method) check_for_meta() (in module validphys.uploadutils) check_has_fitted_replicas() (in module validphys.checks) check_have_two_pdfs() (in module validphys.checks) check_hyperopt_architecture() (in module n3fit.checks) check_hyperopt_parameters() (in module n3fit.checks) check_hyperopt_positivity() (in module n3fit.checks) check_hyperopt_stopping() (in module n3fit.checks) check_hyperscan() (validphys.loader.Loader method) check_identical_theory_cuts_covmat() (validphys.scripts.vp_comparefits.CompareFitApp method) check_initializer() (in module n3fit.checks) check_input() (in module validphys.uploadutils) check_integrability() (in module validphys.filters) check_integset() (validphys.loader.Loader method) check_internal_cuts() (validphys.loader.Loader method) check_is_a_fit() (in module evolven3fit.utils) check_kfold_options() (in module n3fit.checks) check_know_errors() (in module validphys.checks) check_lagrange_multipliers() (in module n3fit.checks) check_layer_type_implemented() (in module n3fit.checks) check_lhapdf_info() (in module validphys.fitdata) check_load_fits_from_weight_file() (in module n3fit.checks) check_luxset() (in module validphys.filters) check_luxset_exists() (in module validphys.filters) check_mixband_as_replicas() (in module validphys.checks) check_model_file() (in module n3fit.checks) check_multifit_replicas() (in module validphys.closuretest.closure_checks) check_nnfit_folder() (in module evolven3fit.utils) check_nnfit_results_path() (in module validphys.fitdata) check_none_or_gt_one() (in module validphys.scripts.vp_pdffromreplicas) check_nonnegative() (in module validphys.filters) check_norm_threshold() (in module validphys.checks) check_normalize_to() (in module validphys.dataplots) check_not_using_pdferr() (in module validphys.checks) check_optimizer() (in module n3fit.checks) check_pc_parameters() (in module validphys.checks) check_pdf() (validphys.loader.Loader method) check_pdf_is_hessian() (in module validphys.checks) check_pdf_is_montecarlo() (in module validphys.checks) check_pdf_is_montecarlo_or_hessian() (in module validphys.checks) check_pdf_is_symmhessian() (in module validphys.deltachi2) check_pdf_normalize_to() (in module validphys.checks) check_pdfs_are_montecarlo() (in module validphys.deltachi2) check_pdfs_noband() (in module validphys.checks) check_photonQED() (validphys.loader.Loader method)

check_photonQED_exists() (in module n3fit.checks) check_polarized_configs() (in module n3fit.checks) check_positivity() (in module validphys.filters) (n3fit.stopping.Positivity method) check_posset() (validphys.loader.Loader method) check_replica_files() (in module validphys.fitdata) check_rsync() (validphys.uploadutils.Uploader method) check_scale() (in module validphys.checks) check_speclabels_different() (in module validphys.checks) check_stopping() (in module n3fit.checks) check_sumrules() (in module n3fit.checks) check_t0pdfset() (in module validphys.filters) check_t0pdfset_matches_law() (in module validphys.closuretest.closure_checks) check_t0pdfset_matches_multiclosure_law() (in module validphys.closuretest.closure_checks) check_tensorboard() (in module n3fit.checks) check_theoryID() (validphys.loader.Loader method) check_two_dataspecs() (in module validphys.checks) check_unpolarized_bc() (in module validphys.filters) check_upload() (validphys.uploadutils.Uploader method) check_use_fitcommondata() (in module validphys.closuretest.closure_checks) check_use_t0() (in module validphys.checks) check_vp_output_file() (validphys.loader.Loader method) check_xlimits() (in module validphys.checks) check_xq2_degenearcy() (in module nnpdf_data.filter_utils.utils) chi2 (n3fit.vpinterface.HyperoptMetrics attribute) (validphys.fitdata.FitInfo attribute) chi2_data_for_reweighting_experiments() (in module validphys.reweighting) chi2_nsigma_deviation() (in module validphys.closuretest.multiclosure_nsigma_helpers) chi2_stats() (in module validphys.results) Chi2Data (class in validphys.results) chi2exp (n3fit.vpinterface.HyperoptMetrics attribute) chi2exps_json() (n3fit.stopping.Stopping method) CKM (nnpdf_data.theory.TheoryCard attribute) clear_backend_state() (in module n3fit.backends.keras_backend.internal_state) cli_evolven3fit() (in module evolven3fit.cli) closure_theories (validphys.closuretest.multiclosure.MulticlosureLoader attribute) cm_energy (nnpdf_data.commondataparser.ObservableMetaData property) (nnpdf_data.commondataparser.SetMetaData property) color_iter() (in module validphys.plotutils) combine_by_type() (in module validphys.theorycovariance.construction) combine_pseudoreplica_tables() (in module validphys.tableloader) combine_pseudorreplica_tables() (in module validphys.tableloader) comment (nnpdf_data.commondataparser.TheoryMeta attribute) Comments (nnpdf_data.theory.TheoryCard attribute) common (validphys.fitdata.DatasetComp attribute) common_prefix() (in module validphys.utils) CommonData (class in nnpdf_data.coredata) commondata (class in nnpdf_data.filter_utils.hera_utils) (validphys.kinematics.XQ2Map attribute) commondata_table (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) commondataproc (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) CommonDataSpec (class in validphys.core) comp_nsigma_alpha() (in module validphys.closuretest.multiclosure_nsigma) comp_set_1() (in module validphys.closuretest.multiclosure_nsigma) CompareFitApp (class in validphys.scripts.vp_comparefits) compile() (n3fit.backends.keras_backend.MetaModel.MetaModel method) complete_mapping() (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_deltachi2.HyperoptPlotApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) ComposedHandler (class in validphys.plotutils) CompoundNotFound compress() (in module validphys.scripts.vp_pdfrename) compute_alphaem_at_thresholds() (validphys.photon.alpha.Alpha method) compute_arclength() (in module n3fit.vpinterface) compute_betas() (validphys.photon.alpha.Alpha method) compute_covmat() (in module nnpdf_data.filter_utils.correlations) compute_covs_pt_prescrip() (in module validphys.theorycovariance.construction) compute_deltas_pc() (in module validphys.theorycovariance.higher_twist_functions) compute_dis_observable_many_replica() (in module n3fit.layers.DIS) compute_dis_observable_one_replica() (in module n3fit.layers.DIS) compute_dy_observable_many_replica() (in module n3fit.layers.DY) compute_dy_observable_one_replica() (in module n3fit.layers.DY) compute_float_mask() (in module n3fit.layers.observable) compute_hyperopt_metrics() (in module n3fit.vpinterface) compute_loss() (n3fit.hyper_optimization.rewards.HyperLoss method) compute_losses() (n3fit.backends.keras_backend.MetaModel.MetaModel method) compute_normalized_bias() (in module validphys.closuretest.multiclosure) compute_pdf_boundary() (in module n3fit.layers.observable) compute_photon_to_disk() (in module validphys.photon.compute) compute_reward() (in module validphys.hyper_algorithm) concat_matrices() (in module nnpdf_data.filter_utils.utils) concatenate() (in module n3fit.backends.keras_backend.operations) concatenated_shx_vector() (in module validphys.theorycovariance.tests) Config (class in validphys.config) config_class (n3fit.scripts.n3fit_exec.N3FitApp attribute) (n3fit.scripts.vp_setupfit.SetupFitApp attribute) (validphys.app.App attribute) confirm() (in module validphys.promptutils) construct_covmat() (in module validphys.covmats_utils) construct_eko_cards() (in module evolven3fit.eko_utils) construct_eko_parser() (in module n3fit.scripts.evolven3fit) construct_eko_photon_cards() (in module evolven3fit.eko_utils) construct_eko_photon_parser() (in module n3fit.scripts.evolven3fit) construct_evolven3fit_parser() (in module n3fit.scripts.evolven3fit) construct_pars_combs() (in module validphys.theorycovariance.higher_twist_functions) conversion_factor (nnpdf_data.commondataparser.TheoryMeta attribute) convert_bson_to_dict() (in module n3fit.hyper_optimization.mongofiletrials) convolution_types (validphys.coredata.FKTableData attribute) copy_grid() (validphys.pdfgrids.XPlottingGrid method) CoreConfig (class in validphys.config) cormat_to_covmat() (in module nnpdf_data.filter_utils.utils) corr_unc() (in module validphys.covmats) correct_logs() (n3fit.backends.keras_backend.callbacks.CallbackStep method) correlation_to_covariance() (in module nnpdf_data.filter_utils.utils) count_negative_points() (in module validphys.results) covmat (n3fit.model_gen.ObservableWrapper attribute) (validphys.results.DataResult property) covmat_3fpt() (in module validphys.theorycovariance.construction) covmat_3pt() (in module validphys.theorycovariance.construction) covmat_5barpt() (in module validphys.theorycovariance.construction) covmat_5pt() (in module validphys.theorycovariance.construction) covmat_7pt() (in module validphys.theorycovariance.construction) covmat_9pt() (in module validphys.theorycovariance.construction) covmat_from_systematics() (in module validphys.covmats) covmat_n3lo_ad() (in module validphys.theorycovariance.construction) covmat_n3lo_fhmruvv() (in module validphys.theorycovariance.construction) covmat_n3lo_singlet() (in module validphys.theorycovariance.construction) covmat_power_corrections() (in module validphys.theorycovariance.construction) covmat_reps_mean (validphys.closuretest.multiclosure.MulticlosureLoader attribute) covmat_stability_characteristic() (in module validphys.covmats) covmat_to_artunc() (in module nnpdf_data.filter_utils.utils) covs_pt_prescrip_mhou() (in module validphys.theorycovariance.construction) covs_pt_prescrip_pc() (in module validphys.theorycovariance.construction) critical_message (validphys.app.App attribute) cross_cormat_to_covmat() (in module nnpdf_data.filter_utils.utils) cut_mask() (in module validphys.core) Cuts (class in validphys.core) CutsNotFound CutsPolicy (class in validphys.core)

D

DAMP (nnpdf_data.theory.TheoryCard attribute) DAMPPOWERb (nnpdf_data.theory.TheoryCard attribute) DAMPPOWERc (nnpdf_data.theory.TheoryCard attribute) dat_file_to_df_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) data (n3fit.model_gen.ObservableWrapper attribute) data_central (nnpdf_data.commondataparser.ObservableMetaData attribute) (nnpdf_data.commondataparser.Variant attribute) data_index (validphys.coredata.FKTableData attribute) data_index() (in module validphys.results) data_input_matched_procs_index() (in module validphys.theorycovariance.construction) data_reference (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) data_spec (validphys.theorycovariance.construction.ProcessInfo attribute) data_uncertainties (nnpdf_data.commondataparser.ObservableMetaData attribute) (nnpdf_data.commondataparser.Variant attribute) dataframe_removal() (in module validphys.hyper_algorithm) DataGroupSpec (class in validphys.core) DataNotFoundError DataResult (class in validphys.results) dataset (validphys.closuretest.multiclosure_nsigma_helpers.CentralChi2Data attribute) (validphys.filters.FilterRule attribute) dataset_alltheory() (in module validphys.theorycovariance.tests) dataset_chi2_table() (in module validphys.results) dataset_inputs_abs_chi2_data() (in module validphys.results) dataset_inputs_bootstrap_chi2_central() (in module validphys.results) dataset_inputs_bootstrap_phi_data() (in module validphys.results) dataset_inputs_chi2_per_point_data() (in module validphys.results) dataset_inputs_covmat_from_systematics() (in module validphys.covmats) dataset_inputs_exp_covmat() (in module validphys.covmats) dataset_inputs_exp_covmat_separate() (in module validphys.covmats) dataset_inputs_phi_data() (in module validphys.results) dataset_inputs_results() (in module validphys.results) dataset_inputs_results_central() (in module validphys.results) dataset_inputs_results_without_covmat() (in module validphys.results) dataset_inputs_sqrt_covmat() (in module validphys.covmats) dataset_inputs_stability_table() (in module validphys.covmats) dataset_inputs_t0_covmat_from_systematics() (in module validphys.covmats) dataset_inputs_t0_exp_covmat() (in module validphys.covmats) dataset_inputs_t0_exp_covmat_separate() (in module validphys.covmats) dataset_inputs_t0_total_covmat() (in module validphys.covmats) dataset_inputs_t0_total_covmat_separate() (in module validphys.covmats) dataset_inputs_total_covmat() (in module validphys.covmats) dataset_inputs_total_covmat_separate() (in module validphys.covmats) dataset_label (nnpdf_data.cli.latex.LatexDatasetRow attribute) (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) dataset_load_inputs_t0_total_covmat() (in module validphys.covmats) dataset_load_inputs_t0_total_covmat_separate() (in module validphys.covmats) dataset_load_inputs_total_covmat() (in module validphys.covmats) dataset_load_inputs_total_covmat_separate() (in module validphys.covmats) dataset_name (nnpdf_data.cli.latex.LatexDatasetRow attribute) (nnpdf_data.filter_utils.hera_utils.commondata attribute) (validphys.theorycovariance.tests.LabeledShifts attribute) dataset_t0_predictions() (in module validphys.covmats) dataset_xsizes (n3fit.model_gen.ObservableWrapper attribute) DatasetComp (class in validphys.fitdata) DataSetInput (class in validphys.core) datasetnames (validphys.results.ThPredictionsResult property) datasets_chi2_nsigma_deviation (in module validphys.closuretest.multiclosure_nsigma_helpers) datasets_covmat_differences_table() (in module validphys.covmats) datasets_properties_table() (in module validphys.fitdata) DataSetSpec (class in validphys.core) dataspecs_chi2_differences_table() (in module validphys.results) dataspecs_chi2_table() (in module validphys.results) dataspecs_comp_nsigma_alpha (in module validphys.closuretest.multiclosure_nsigma) dataspecs_dataset_chi2_difference_table() (in module validphys.results) dataspecs_datasets_chi2_table() (in module validphys.results) dataspecs_datasets_covmat_differences_table() (in module validphys.covmats) dataspecs_datasets_nsigma_table() (in module validphys.results) dataspecs_groups_chi2_table() (in module validphys.results) dataspecs_groups_nsigma_table() (in module validphys.results) dataspecs_multiclosurefits_nsigma (in module validphys.closuretest.multiclosure_nsigma)

dataspecs_nsigma_alpha (in module validphys.closuretest.multiclosure_nsigma) dataspecs_nsigma_table() (in module validphys.results) DataTrValSpec (class in validphys.pseudodata) dbpath (validphys.core.TheoryIDSpec attribute) DebugOptions (class in n3fit.io.input_utils) decompose_covmat() (in module nnpdf_data.filter_utils.utils) def_of_nsigma_alpha() (in module validphys.closuretest.multiclosure_nsigma) def_set_3() (in module validphys.closuretest.multiclosure_nsigma) default() (n3fit.io.writer.SuperEncoder method) default_filter_rules_input() (in module validphys.filters) default_filter_settings_input() (in module validphys.filters) default_style (validphys.app.App property) delta_chi2_bootstrap() (in module validphys.closuretest.closure_results) delta_chi2_hessian() (in module validphys.deltachi2) delta_chi2_table() (in module validphys.closuretest.closure_results) deltamiss_plot() (in module validphys.theorycovariance.tests) Dense (class in n3fit.backends.keras_backend.base_layers) dense_per_flavour() (in module n3fit.backends.keras_backend.base_layers) derivative() (validphys.pdfgrids.KineticXPlottingGrid method) (validphys.pdfgrids.XPlottingGrid method) derivative_degree (validphys.pdfgrids.XPlottingGrid attribute) describe_kinematics() (in module validphys.kinematics) description (nnpdf_data.commondataparser.ObservableMetaData property) (nnpdf_data.commondataparser.ValidVariable attribute) (validphys.coredata.CFactorData attribute) determine_pdfs() (validphys.coredata.FKTableData method) determine_vetoes() (in module validphys.fitveto) diagdf_theory_covmat() (in module validphys.theorycovariance.tests) diagonal_indexed_make_replica() (in module validphys.n3fit_data) diagonal_indexed_recreate_pseudodata() (in module validphys.pseudodata) diagonal_masks() (in module validphys.n3fit_data) dict_factory() (in module validphys.plotoptions.core) dict_to_numpy_or_python() (in module n3fit.backends.keras_backend.operations) digest_plotting_variable() (nnpdf_data.commondataparser.ObservableMetaData method) dijet3D_pc_func() (in module validphys.theorycovariance.higher_twist_functions) dijet_ymax_pc_func() (in module validphys.theorycovariance.higher_twist_functions) dijet_ystar_pc_func() (in module validphys.theorycovariance.higher_twist_functions) DIS (class in n3fit.layers.DIS) dis_pc_func() (in module validphys.theorycovariance.higher_twist_functions) dis_predictions() (in module validphys.convolution) distance_grids() (in module validphys.pdfgrids) DistancePDFPlotter (class in validphys.pdfplots) distribution_veto() (in module validphys.fitveto) doubleindex_set_byprocess() (in module validphys.theorycovariance.tests) doubleindex_thcovmat() (in module validphys.theorycovariance.tests) download_and_extract() (in module validphys.loader) download_eko() (validphys.loader.RemoteLoader method) download_file() (in module validphys.loader) download_fit() (validphys.loader.RemoteLoader method) download_hyperscan() (validphys.loader.RemoteLoader method) download_pdf() (validphys.loader.RemoteLoader method) download_photonQED() (validphys.loader.RemoteLoader method) download_theoryID() (validphys.loader.RemoteLoader method) download_vp_output_file() (validphys.loader.RemoteLoader method) downloadable_ekos (validphys.loader.RemoteLoader property) downloadable_fits (validphys.loader.RemoteLoader property) downloadable_hyperscans (validphys.loader.RemoteLoader property) downloadable_pdfs (validphys.loader.RemoteLoader property) downloadable_photons (validphys.loader.RemoteLoader property) downloadable_theories (validphys.loader.RemoteLoader property) draw() (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.eff_exponents.ExponentBandPlotter method) (validphys.pdfplots.BandPDFPlotter method) (validphys.pdfplots.BandPDFPlotterBC method) (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.MixBandPDFPlotter method) (validphys.pdfplots.PDFPlotter method) (validphys.pdfplots.PullPDFPlotter method) (validphys.pdfplots.ReplicaPDFPlotter method) (validphys.pdfplots.UncertaintyPDFPlotter method) dropout_rate (n3fit.model_gen.ReplicaSettings attribute) dump_evolved_replica() (in module evolven3fit.evolve) DY (class in n3fit.layers.DY)

E

e_best_chi2 (n3fit.stopping.Stopping property) edit_settings() (in module validphys.scripts.wiki_upload) effective_exponents_table_internal() (in module validphys.eff_exponents) efficiency() (in module validphys.theorycovariance.tests) eigendecomposition() (in module validphys.closuretest.multiclosure) eigenvector_plot() (in module validphys.theorycovariance.tests) eko_index (validphys.loader.RemoteLoader property) eko_urls (validphys.loader.RemoteLoader property) EkoNotFound elementlabel() (validphys.pdfbases.Basis method) elu() (in module n3fit.backends.keras_backend.operations) enable_op_determinism() (in module n3fit.backends.keras_backend.internal_state) enable_tensorboard() (n3fit.model_trainer.ModelTrainer method) Environment (class in validphys.config) environment_class (n3fit.scripts.n3fit_exec.N3FitApp attribute) (n3fit.scripts.vp_setupfit.SetupFitApp attribute) (validphys.app.App attribute) error_conf_level (validphys.core.PDF property) error_matrix (validphys.photon.compute.Photon property) error_members (validphys.results.StatsResult property) (validphys.results.ThUncertaintiesResult property) error_members() (n3fit.vpinterface.N3Stats method) (validphys.core.Stats method) error_type (validphys.core.PDF property) errorbar68() (validphys.core.MCStats method) (validphys.core.Stats method) (validphys.core.SymmHessianStats method) errorbar_figure_from_table() (in module validphys.closuretest.closure_plots) errorbarstd() (validphys.core.Stats method) EScaleVar (nnpdf_data.theory.TheoryCard attribute) evals_nonzero_basis() (in module validphys.theorycovariance.tests) evaluate() (n3fit.model_trainer.ModelTrainer method) evaluate_luminosity() (in module validphys.gridvalues) evaluate_training() (n3fit.stopping.Stopping method) evaluate_trial() (in module validphys.hyperoptplot) evln2lha() (in module n3fit.io.writer) evolve_exportgrid() (in module evolven3fit.evolve) evolve_exportgrids_into_lhapdf() (in module evolven3fit.evolve) evolve_fit() (in module evolven3fit.evolve) evolven3fit module

evolven3fit.cli module evolven3fit.eko_utils module evolven3fit.evolve module evolven3fit.q2grids module evolven3fit.utils module evolven3fit_checks_action() (in module n3fit.n3fit_checks_provider) expand_index_names() (in module validphys.lhaindex) expand_local_names() (in module validphys.lhaindex) expand_margin() (in module validphys.plotutils) expand_names() (in module validphys.lhaindex) expected_data_delta_chi2() (in module validphys.closuretest.multiclosure_pseudodata) expected_delta_chi2_table() (in module validphys.closuretest.multiclosure_pseudodata) experiment (nnpdf_data.cli.latex.LatexDatasetRow attribute) (nnpdf_data.commondataparser.ObservableMetaData property) (nnpdf_data.commondataparser.Variant attribute) (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.kinematics.XQ2Map attribute) (validphys.plotoptions.core.PlotInfo property) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) ExperimentInput (class in validphys.core) experimentplustheory_corrmat_custom() (in module validphys.theorycovariance.construction) experiments_chi2_stats() (in module validphys.results) experiments_covmat_no_table() (in module validphys.results) experiments_index() (in module validphys.results) experiments_invcovmat() (in module validphys.results) experiments_sqrtcovmat() (in module validphys.results) experiments_to_dataset_inputs() (in module validphys.utils) ExponentBandPlotter (class in validphys.eff_exponents) export() (nnpdf_data.coredata.CommonData method) export_data() (nnpdf_data.coredata.CommonData method) export_mask() (in module validphys.filters) export_uncertainties() (nnpdf_data.coredata.CommonData method) (validphys.closuretest.inconsistent_ct.InconsistentCommonData method) ExportGrid (class in evolven3fit.evolve) extra_labels (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute)

F

F2LO (class in validphys.photon.structure_functions) FallbackLoader (class in validphys.loader) FatalPostfitError FatalRuleError fetch_all() (in module nnpdf_data.theorydbutils) fetch_bibtex() (in module nnpdf_data.cli.inspire) fetch_theory() (in module nnpdf_data.theorydbutils) figure_by (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) file (nnpdf_data.commondataparser.ValidKinematics attribute) FileTrials (class in n3fit.hyper_optimization.filetrials) FileUploader (class in validphys.uploadutils) fill_df_ATLAS_1JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) fill_df_ATLAS_1JET_8TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) fill_df_ATLAS_2JET_7TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) Filter (class in validphys.core) filter() (in module validphys.filters) filter_by_string() (in module validphys.hyperoptplot) filter_closure_data_by_experiment() (in module validphys.filters) filter_inconsistent_closure_data_by_experiment() (in module validphys.filters) filter_index() (in module nnpdf_data.cli.index) filter_real_data() (in module validphys.filters) filter_replicas() (in module validphys.scripts.postfit) FilterDefaults (class in validphys.filters) FilterRule (class in validphys.filters) find_nf() (nnpdf_data.theory.TheoryCard method) find_region() (validphys.photon.alpha.Alpha method) finddir() (in module validphys.lhaindex) first_only (validphys.fitdata.DatasetComp attribute) firstgrid (validphys.pdfplots.PDFPlotter property) fit_code_version() (in module validphys.fitdata) fit_datasets_properties_table() (in module validphys.fitdata) fit_diagonal_basis_rotation() (in module validphys.pseudodata) fit_distance() (in module n3fit.hyper_optimization.rewards) fit_future_tests() (in module n3fit.hyper_optimization.rewards) fit_index (validphys.loader.RemoteLoader property) fit_name_with_covmat_label() (in module validphys.covmats) fit_overfitting_summary() (in module validphys.overfit_metric) fit_summary() (in module validphys.fitdata) fit_theory_covmat_summary() (in module validphys.fitdata) fit_underlying_pdfs_summary() (in module validphys.closuretest.closure_results) fit_urls (validphys.loader.RemoteLoader property) fitbasis_to_NN31IC() (in module validphys.pdfbases) FitHistory (class in n3fit.stopping) FitInfo (class in validphys.fitdata) FitNotFound fits_bootstrap_pdf_compare_xi_to_expected() (in module validphys.closuretest.multiclosure_pdf_output) fits_bootstrap_pdf_expected_xi() (in module validphys.closuretest.multiclosure_pdf) fits_bootstrap_pdf_expected_xi_table() (in module validphys.closuretest.multiclosure_pdf_output) fits_bootstrap_pdf_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_bootstrap_pdf_sqrt_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_bootstrap_pdf_sqrt_ratio_table() (in module validphys.closuretest.multiclosure_pdf_output) fits_bootstrap_pdf_xi_table() (in module validphys.closuretest.multiclosure_pdf_output) fits_chi2_table() (in module validphys.results) fits_correlation_matrix_totalpdf() (in module validphys.closuretest.multiclosure_pdf) fits_covariance_matrix_by_flavour() (in module validphys.closuretest.multiclosure_pdf) fits_covariance_matrix_totalpdf() (in module validphys.closuretest.multiclosure_pdf) fits_data (in module validphys.closuretest.multiclosure_nsigma_helpers) fits_dataset_cvs() (in module validphys.closuretest.multiclosure_pseudodata) fits_datasets_chi2_nsigma_deviation (in module validphys.closuretest.multiclosure_nsigma_helpers) fits_datasets_chi2_table() (in module validphys.results) fits_datasets_nsigma_table() (in module validphys.results) fits_groups_chi2_table() (in module validphys.results) fits_groups_nsigma_table() (in module validphys.results) fits_groups_phi_table() (in module validphys.results) fits_normed_dataset_central_delta() (in module validphys.closuretest.multiclosure) fits_nsigma_table() (in module validphys.results)

fits_pdf_bias_variance_ratio() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_compare_xi_to_expected() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_expected_xi_from_ratio() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_flavour_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_pdf_sqrt_ratio() (in module validphys.closuretest.multiclosure_pdf_output) fits_pdf_total_ratio() (in module validphys.closuretest.multiclosure_pdf) fits_replica_data_correlated() (in module validphys.fitdata) fits_sqrt_covmat_by_flavour() (in module validphys.closuretest.multiclosure_pdf) fits_version_table() (in module validphys.fitdata) FitSpec (class in validphys.core) FitState (class in n3fit.stopping) fittable_datasets_masked() (in module validphys.n3fit_data) FittableDataSet (class in validphys.n3fit_data_utils) fitted (validphys.kinematics.XQ2Map attribute) fitted_replica_indexes() (in module validphys.fitdata) fitting_covmat_table() (in module validphys.n3fit_data) fitting_data_dict() (in module validphys.n3fit_data) FitUploader (class in validphys.uploadutils) fixup_header() (in module validphys.tableloader) fixup_ref() (in module validphys.scripts.vp_pdfrename) fk_predictions() (in module validphys.convolution) FK_tables (nnpdf_data.commondataparser.TheoryMeta attribute) FkRotation (class in n3fit.layers.rotations) fktable_hasher() (in module n3fit.n3fit_checks_provider) FKTableData (class in validphys.coredata) FKTableNotFound fktables() (validphys.n3fit_data_utils.FittableDataSet method) fktables_data (validphys.n3fit_data_utils.FittableDataSet attribute) fktables_to_paths() (nnpdf_data.commondataparser.TheoryMeta method) FKTableSpec (class in validphys.core) flatten() (in module n3fit.backends.keras_backend.operations) flavors (validphys.lhapdfset.LHAPDFSet property) flavours (validphys.arclength.ArcLengthGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) FlavoursDistancePlotter (class in validphys.pdfplots) FlavoursPlotter (class in validphys.pdfplots) FlavourState (class in validphys.pdfplots) FlavoursVarDistancePlotter (class in validphys.pdfplots) FlavourToEvolution (class in n3fit.layers.rotations) FLLO (class in validphys.photon.structure_functions) fluctuate_data() (in module nnpdf_data.filter_utils.poldata_utils) fmt() (in module validphys.eff_exponents) fnorm_shifts_byprocess() (in module validphys.theorycovariance.tests) fnorm_shifts_ordered() (in module validphys.theorycovariance.tests) FNS (nnpdf_data.theory.TheoryCard attribute) (validphys.filters.FilterRule attribute) folder (nnpdf_data.commondataparser.SetMetaData property) FONLLParts (nnpdf_data.theory.TheoryCard attribute) frame_center() (in module validphys.plotutils) from_commondata() (validphys.plotoptions.core.PlotInfo class method) from_convolution() (validphys.results.PositivityResult class method) (validphys.results.ThPredictionsResult class method) FROM_CUT_INTERSECTION_NAMESPACE (validphys.core.CutsPolicy attribute) from_mapping() (validphys.pdfbases.LinearBasis class method) from_pkl() (n3fit.hyper_optimization.filetrials.FileTrials class method) FROM_SIMILAR_PREDICTIONS_NAMESPACE (validphys.core.CutsPolicy attribute) from_yaml() (n3fit.scripts.n3fit_exec.N3FitConfig class method) (n3fit.scripts.vp_setupfit.SetupFitConfig class method) fromfile_covmat() (in module validphys.theorycovariance.construction) FROMFIT (validphys.core.CutsPolicy attribute) full_label() (nnpdf_data.commondataparser.ValidVariable method) func_labels (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) fxq() (validphys.photon.structure_functions.F2LO method) (validphys.photon.structure_functions.FLLO method) (validphys.photon.structure_functions.InterpStructureFunction method) (validphys.photon.structure_functions.StructureFunction method)

G

gen_integration_input() (in module n3fit.msr) gen_mask() (n3fit.layers.DIS.DIS method) (n3fit.layers.DY.DY method) (n3fit.layers.observable.Observable method) gen_tensorboard_callback() (in module n3fit.backends.keras_backend.callbacks) generate_dictionary() (in module validphys.hyperoptplot) generate_exp_covmat() (in module validphys.covmats) generate_msr_model_and_grid() (in module n3fit.msr) generate_path_filtered_data() (in module nnpdf_data.coredata) generate_pdf_model() (in module n3fit.model_gen) generate_q2grid() (in module evolven3fit.utils) generate_replica0() (in module validphys.lhio) generate_scaler() (in module n3fit.scaler) generate_table() (in module nnpdf_data.cli.latex) generate_weight() (n3fit.layers.preprocessing.Preprocessing method) get() (validphys.hyperoptplot.HyperoptTrial method) get_all_trials() (validphys.core.HyperscanSpec method) get_alpha_lines() (in module validphys.eff_exponents) get_beta_lines() (in module validphys.eff_exponents) get_collaboration() (in module validphys.lhaindex) get_combinations() (in module validphys.hyper_algorithm) get_commandline_arguments() (n3fit.scripts.n3fit_exec.N3FitApp method) (n3fit.scripts.vp_setupfit.SetupFitApp method) (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) get_config() (n3fit.layers.x_operations.xDivide method) (validphys.scripts.vp_comparefits.CompareFitApp method) (validphys.scripts.vp_deltachi2.HyperoptPlotApp method) (validphys.scripts.vp_hyperoptplot.HyperoptPlotApp method) get_corr_dat_file_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_cuts_for_dataset() (in module validphys.filters) get_cv() (nnpdf_data.coredata.CommonData method) get_data_values_ATLAS_1JET_8TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_data_values_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_data_values_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_description() (validphys.core.TheoryIDSpec method) get_df_block() (in module validphys.calcutils) get_extrasum_slice() (in module validphys.tableloader) get_index_path() (in module validphys.lhaindex) get_indexes_to_names() (in module validphys.lhaindex) get_info() (in module validphys.plotoptions.core) get_kinematics_ATLAS_1JET_8TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_kinematics_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_kinematics_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_kintable() (nnpdf_data.coredata.CommonData method) get_label() (nnpdf_data.commondataparser.ValidKinematics method) get_layer_re() (n3fit.backends.keras_backend.MetaModel.MetaModel method) get_layer_replica_weights() (in module n3fit.backends.keras_backend.MetaModel) get_lha_datapath() (in module validphys.lhaindex) get_members() (validphys.core.PDF method) get_names_to_indexes() (in module validphys.lhaindex) get_nn_weights() (n3fit.vpinterface.N3PDF method) get_nnpdf_profile() (in module nnpdf_data.utils) get_np_fktable() (validphys.coredata.FKTableData method) get_pc_type() (in module validphys.theorycovariance.higher_twist_functions) get_pdf_indexes() (in module validphys.lhaindex) get_pdf_name() (in module validphys.lhaindex) get_physical_gpus() (in module n3fit.backends.keras_backend.internal_state) get_preprocessing_factors() (n3fit.vpinterface.N3PDF method) get_relative_path() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.Uploader method) get_replica_weights() (n3fit.backends.keras_backend.MetaModel.MetaModel method) get_scan_wrapper() (in module n3fit.hyper_optimization.hyper_scan) get_slice() (in module validphys.hyper_algorithm) get_stat_correlations_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils)

get_stat_uncertainties_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_stat_uncertainties_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_state() (n3fit.stopping.FitHistory method) get_subclasses() (in module validphys.plotoptions.utils) get_theoryID_from_runcard() (in module evolven3fit.utils) get_time() (in module n3fit.stopwatch) get_times() (n3fit.stopwatch.StopWatch method) get_title() (validphys.asy_exponents.AsyExponentBandPlotter method) (validphys.eff_exponents.PreprocessingPlotter method) (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.FlavoursPlotter method) (validphys.pdfplots.PDFPlotter method) (validphys.pdfplots.PullPDFPlotter method) (validphys.pdfplots.VarDistancePDFPlotter method) get_uncertainties_df_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) get_weight_by_name() (n3fit.backends.keras_backend.MetaLayer.MetaLayer method) get_xcol() (validphys.plotoptions.core.PlotInfo method) get_yaml_information() (in module validphys.pineparser) get_ylabel() (validphys.asy_exponents.AsyExponentBandPlotter method) (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.eff_exponents.PreprocessingPlotter method) (validphys.pdfplots.AllFlavoursPlotter method) (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.PDFPlotter method) (validphys.pdfplots.PullPDFPlotter method) (validphys.pdfplots.UncertaintyPDFPlotter method) (validphys.pdfplots.VarDistancePDFPlotter method) GF (nnpdf_data.theory.TheoryCard attribute) global_nx (nnpdf_data.theory.TheoryCard attribute) grid_values (validphys.pdfgrids.Lumi1dGrid attribute) (validphys.pdfgrids.Lumi2dGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) grid_values() (in module validphys.gridvalues) (n3fit.vpinterface.N3LHAPDFSet method) (validphys.lhapdfset.LHAPDFSet method) (validphys.pdfbases.Basis method) GridFileNotFound GridInfo (class in validphys.fkparser) gridname() (in module validphys.mc2hessian) group (validphys.kinematics.XQ2Map attribute) group_label() (validphys.plotoptions.core.PlotInfo method) group_multiplicative_errors() (in module validphys.pseudodata) group_positivity_mask() (in module validphys.pseudodata) group_replica_mcseed() (in module validphys.n3fit_data) group_result_central_table_no_table() (in module validphys.results) group_result_table() (in module validphys.results) group_result_table_68cl() (in module validphys.results) group_result_table_no_table() (in module validphys.results) groups_central_values() (in module validphys.results) groups_central_values_no_table() (in module validphys.results) groups_chi2_table() (in module validphys.results) groups_corrmat() (in module validphys.covmats) (in module validphys.results) groups_covmat() (in module validphys.covmats) (in module validphys.results) groups_covmat_no_table() (in module validphys.covmats) (in module validphys.results) groups_data_values() (in module validphys.results) groups_index() (in module validphys.results) groups_invcovmat() (in module validphys.covmats) (in module validphys.results) groups_normcovmat() (in module validphys.covmats) (in module validphys.results) groups_sqrtcovmat() (in module validphys.covmats) (in module validphys.results)

H

hadron_predictions() (in module validphys.convolution) hadronic (validphys.coredata.FKTableData attribute) (validphys.fkparser.GridInfo attribute) (validphys.n3fit_data_utils.FittableDataSet property) half (validphys.plotoptions.plottingoptions.ResultTransformations attribute) half() (in module validphys.plotoptions.resulttransforms) handle_meta_interactive() (in module validphys.scripts.wiki_upload) handle_single_file() (in module validphys.scripts.wiki_upload) HandlerSpec (in module validphys.plotutils) has_converged (validphys.fitdata.FitInfo property) has_element() (validphys.pdfbases.Basis method) Hashrray (class in validphys.n3fit_data) hatch_iter() (in module validphys.plotutils) HEP_table_to_df_ATLAS_1JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) HEP_table_to_df_ATLAS_1JET_8TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) HEP_table_to_df_ATLAS_2JET_7TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) hepdata (nnpdf_data.commondataparser.SetMetaData attribute) hessian (evolven3fit.evolve.ExportGrid attribute) hessian_from_lincomb() (in module validphys.lhio) HessianStats (class in validphys.core) high_xq() (in module validphys.plotoptions.labelers)

hp_choice() (in module n3fit.hyper_optimization.hyper_scan) hp_loguniform() (in module n3fit.hyper_optimization.hyper_scan) hp_quniform() (in module n3fit.hyper_optimization.hyper_scan) hp_uniform() (in module n3fit.hyper_optimization.hyper_scan) HQ (nnpdf_data.theory.TheoryCard attribute) hyper_scan_wrapper() (in module n3fit.hyper_optimization.hyper_scan) HyperLoss (class in n3fit.hyper_optimization.rewards) hyperopt_dataframe() (in module validphys.hyperoptplot) hyperopt_table() (in module validphys.hyperoptplot) HyperoptDependencyMissing (class in n3fit.hyper_optimization) HyperoptMetrics (class in n3fit.vpinterface) HyperoptPlotApp (class in validphys.scripts.vp_deltachi2) (class in validphys.scripts.vp_hyperoptplot) HyperoptTrial (class in validphys.hyperoptplot) hyperparametrizable() (n3fit.model_trainer.ModelTrainer method) hyperscan_index (validphys.loader.RemoteLoader property) hyperscan_resultpath (validphys.loader.LoaderBase property) hyperscan_url (validphys.loader.RemoteLoader property) HyperScanner (class in n3fit.hyper_optimization.hyper_scan) HyperscanNotFound HyperscanSpec (class in validphys.core) HyperscanUploader (class in validphys.uploadutils)

I

IC (nnpdf_data.theory.TheoryCard attribute) (validphys.filters.FilterRule attribute) ID (nnpdf_data.theory.TheoryCard attribute) id (validphys.core.TheoryIDSpec attribute) idx (n3fit.model_trainer.InputInfo attribute) implemented_datasets (validphys.loader.Loader property) implemented_observables (nnpdf_data.commondataparser.SetMetaData attribute) InconsistentCommonData (class in validphys.closuretest.inconsistent_ct) InconsistentMetaDataError indexed_make_replica() (in module validphys.pseudodata) info (validphys.core.PDF property) infofilename() (in module validphys.lhaindex) infopath (validphys.core.PDF property) init() (validphys.app.App method) init_constant() (n3fit.backends.keras_backend.MetaLayer.MetaLayer static method) init_output() (n3fit.scripts.n3fit_exec.N3FitEnvironment method) (n3fit.scripts.vp_setupfit.SetupFitEnvironment method) initializer (n3fit.model_gen.ReplicaSettings attribute) initializers (n3fit.backends.keras_backend.MetaLayer.MetaLayer attribute) input (n3fit.model_trainer.InputInfo attribute) InputInfo (class in n3fit.model_trainer) iNSPIRE (nnpdf_data.commondataparser.SetMetaData attribute) inspire_url (nnpdf_data.commondataparser.ObservableMetaData property) InspireError integdatasets_fitting_integ_dict() (in module validphys.n3fit_data) integnumbers (validphys.fitdata.FitInfo attribute) integrability (n3fit.model_gen.ObservableWrapper attribute) integrability() (in module n3fit.hyper_optimization.penalties) integrability_number() (in module validphys.arclength) integrability_numbers() (in module n3fit.vpinterface) integrability_veto() (in module validphys.fitveto) IntegrabilitySetSpec (class in validphys.core) integral (validphys.photon.compute.Photon property) interactive (validphys.renametools.Spinner property) interactive_author() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_current_fit() (validphys.scripts.vp_comparefits.CompareFitApp method)

interactive_current_fit_label() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_description() (in module validphys.scripts.vp_nextfitruncard) interactive_keywords() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_meta() (in module validphys.uploadutils) interactive_reference_fit() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_reference_fit_label() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_thcovmat_if_present() (validphys.scripts.vp_comparefits.CompareFitApp method) interactive_title() (validphys.scripts.vp_comparefits.CompareFitApp method) INTERNAL (validphys.core.CutsPolicy attribute) internal_nonsinglet_xgrid() (in module validphys.closuretest.multiclosure_pdf) internal_singlet_gluon_xgrid() (in module validphys.closuretest.multiclosure_pdf) InternalCutsWrapper (class in validphys.core) interpolate_alphaem() (validphys.photon.alpha.Alpha method) interpolator (validphys.photon.compute.Photon property) InterpStructureFunction (class in validphys.photon.structure_functions) invcovmat (n3fit.model_gen.ObservableWrapper attribute) is_identity() (n3fit.layers.rotations.Rotation method) is_integrability (nnpdf_data.commondataparser.ObservableMetaData property) is_nnpdf_special (nnpdf_data.commondataparser.ObservableMetaData property) is_pineappl() (validphys.core.TheoryIDSpec method) is_polarized (validphys.core.PDF property) is_ported_dataset (nnpdf_data.commondataparser.ObservableMetaData property) is_pos_polarized() (n3fit.layers.observable.Observable method) is_positivity (nnpdf_data.commondataparser.ObservableMetaData property) is_stacked_single_replicas() (in module n3fit.backends.keras_backend.MetaModel) is_t0 (validphys.lhapdfset.LHAPDFSet property) is_unique() (in module n3fit.layers.observable) is_up() (n3fit.hyper_optimization.mongofiletrials.MongodRunner method) is_weighted (validphys.closuretest.multiclosure_nsigma.MulticlosureNsigma attribute) (validphys.closuretest.multiclosure_nsigma.NsigmaAlpha attribute) is_weighted() (in module validphys.closuretest.multiclosure_nsigma_helpers) isinstalled (validphys.core.PDF property) isinstalled() (in module validphys.lhaindex) iterate_preprocessing_yaml() (in module validphys.eff_exponents) iterated_runcard_yaml() (in module validphys.eff_exponents) IterEv (nnpdf_data.theory.TheoryCard attribute)

J

JEC_error_matrix_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) jet_eta() (in module validphys.plotoptions.labelers)

jets_pc_func() (in module validphys.theorycovariance.higher_twist_functions) journal (nnpdf_data.commondataparser.ValidReference attribute) jsonfit() (in module n3fit.io.writer)

K

k1 (validphys.plotoptions.core.KinLabel attribute) k2 (validphys.plotoptions.core.KinLabel attribute) k2bins10() (in module validphys.plotoptions.labelers) k2bins5() (in module validphys.plotoptions.labelers) k2bins6() (in module validphys.plotoptions.labelers) k3 (validphys.plotoptions.core.KinLabel attribute) kbThr (nnpdf_data.theory.TheoryCard attribute) kcThr (nnpdf_data.theory.TheoryCard attribute) kde_chi2dist_experiments() (in module validphys.dataplots) kde_plot() (in module validphys.plotutils) key (nnpdf_data.cli.inspire.BibliographyEntry attribute) KeywordsWithCache (class in validphys.promptutils) kfold_masks() (in module validphys.n3fit_data) kin_variables (nnpdf_data.coredata.CommonData attribute)

kinematic_coverage (nnpdf_data.commondataparser.ObservableMetaData attribute) kinematic_quantities (nnpdf_data.filter_utils.hera_utils.commondata attribute) kinematics (nnpdf_data.commondataparser.ObservableMetaData attribute) (nnpdf_data.coredata.CommonData property) (nnpdf_data.filter_utils.hera_utils.commondata attribute) kinematics_override (nnpdf_data.validphys_compatibility.PlottingOptions attribute) kinematics_table() (in module validphys.kinematics) kinematics_table_notable() (in module validphys.kinematics) kinetic_xplotting_grid() (in module validphys.pdfgrids) KineticXPlottingGrid (class in validphys.pdfgrids) KinLabel (class in validphys.plotoptions.core) kinlabels (nnpdf_data.commondataparser.ObservableMetaData property) kinlimits() (in module validphys.kinematics) kitable() (in module validphys.plotoptions.core) ktThr (nnpdf_data.theory.TheoryCard attribute)

L

label (nnpdf_data.commondataparser.ValidVariable attribute) (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.core.PDF property) (validphys.results.DataResult property) label() (in module validphys.plotoptions.utils) LabeledShifts (class in validphys.theorycovariance.tests) labels (evolven3fit.evolve.ExportGrid attribute) LagrangeCallback (class in n3fit.backends.keras_backend.callbacks) LagrangeSetSpec (class in validphys.core) lambdavalues_bootstrapped_table_bias_datasets (in module validphys.closuretest.multiclosure_inconsistent_output) LatexDatasetRow (class in nnpdf_data.cli.latex) law_theory (validphys.closuretest.multiclosure.MulticlosureLoader attribute) leaky_relu() (in module n3fit.backends.keras_backend.base_layers) legacy (nnpdf_data.coredata.CommonData attribute) (validphys.coredata.FKTableData attribute) legacy_names (nnpdf_data.coredata.CommonData attribute) (validphys.core.CommonDataSpec property) legacy_to_new_map() (in module nnpdf_data.validphys_compatibility) legend() (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.pdfplots.BandPDFPlotter method) (validphys.pdfplots.PDFPlotter method) (validphys.pdfplots.PullPDFPlotter method) legend_artist() (validphys.plotutils.ComposedHandler method) level0_commondata_wc() (in module validphys.pseudodata) lhapdf_pdfs (validphys.loader.RemoteLoader property) lhapdf_urls (validphys.loader.RemoteLoader property) LHAPDFSet (class in validphys.lhapdfset) line_by (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) linear (validphys.plotoptions.plottingoptions.Scale attribute) linear_bin_function() (in module validphys.theorycovariance.higher_twist_functions) linear_fk_predictions() (in module validphys.convolution) linear_hadron_predictions() (in module validphys.convolution) linear_predictions() (in module validphys.convolution) LinearBasis (class in validphys.pdfbases) link_trials() (validphys.hyperoptplot.HyperoptTrial method) list_bases() (in module validphys.pdfbases) ListAction (class in validphys.scripts.vp_get) load() (n3fit.vpinterface.N3PDF method) (validphys.core.CommonDataSpec method) (validphys.core.Cuts method) (validphys.core.InternalCutsWrapper method) (validphys.core.MatchedCuts method) (validphys.core.PDF method) (validphys.core.PDFcv method) (validphys.core.SimilarCuts method) (validphys.core.ThCovMatSpec method) load_adapted_fits_chi2_table() (in module validphys.tableloader)

load_all_replicas() (in module validphys.lhio) load_cfactors() (validphys.core.FKTableSpec method) load_commondata() (in module nnpdf_data.commondataparser) (validphys.core.DataGroupSpec method) (validphys.core.DataSetSpec method) load_commondata_instance() (validphys.core.DataGroupSpec method) load_data_central() (nnpdf_data.commondataparser.ObservableMetaData method) load_dataset_metadata() (in module nnpdf_data) load_default_data_grouping() (validphys.config.CoreConfig method) load_default_default_filter_rules() (validphys.config.CoreConfig method) load_default_default_filter_settings() (validphys.config.CoreConfig method) load_experiments_covmat() (in module validphys.tableloader) load_experiments_invcovmat() (in module validphys.tableloader) load_fitinfo() (in module validphys.fitdata) load_fits_chi2_table() (in module validphys.tableloader) load_fktable() (in module validphys.fkparser) load_identical_replicas() (n3fit.backends.keras_backend.MetaModel.MetaModel method) load_kinematics() (nnpdf_data.commondataparser.ObservableMetaData method) load_perreplica_chi2_table() (in module validphys.tableloader) load_replica() (in module validphys.lhio) load_t0() (n3fit.vpinterface.N3PDF method) (validphys.core.PDF method) load_theory() (in module evolven3fit.eko_utils) load_uncertainties() (nnpdf_data.commondataparser.ObservableMetaData method) load_with_cuts() (validphys.core.FKTableSpec method) loaded_commondata_with_cuts() (in module validphys.commondata) Loader (class in validphys.loader) loader (validphys.config.CoreConfig property) LoaderBase (class in validphys.loader) LoaderError LoadFailedError local_variables (validphys.filters.FilterRule attribute) log (validphys.plotoptions.plottingoptions.Scale attribute) log_level (n3fit.io.input_utils.DebugOptions attribute) logger_level (n3fit.io.input_utils.DebugOptions property) logp (n3fit.vpinterface.HyperoptMetrics attribute) loss (validphys.hyperoptplot.HyperoptTrial property) LossHyperopt (class in n3fit.layers.losses) LossIntegrability (class in n3fit.layers.losses) LossInvcovmat (class in n3fit.layers.losses) LossLagrange (class in n3fit.layers.losses) LossPositivity (class in n3fit.layers.losses) LSTM_modified() (in module n3fit.backends.keras_backend.base_layers) Lumi1dGrid (class in validphys.pdfgrids) Lumi2dGrid (class in validphys.pdfgrids) lumi_covmat_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) lumigrid1d() (in module validphys.pdfgrids) lumigrid2d() (in module validphys.pdfgrids) luminosity_mapping (validphys.coredata.FKTableData property)

M

m (validphys.pdfgrids.Lumi1dGrid attribute) (validphys.pdfgrids.Lumi2dGrid attribute) main() (in module n3fit.scripts.evolven3fit) (in module n3fit.scripts.n3fit_exec) (in module n3fit.scripts.vp_setupfit) (in module nnpdf_data.cli.script) (in module validphys.app) (in module validphys.scripts.main) (in module validphys.scripts.postfit) (in module validphys.scripts.vp_checktheory) (in module validphys.scripts.vp_comparefits) (in module validphys.scripts.vp_deltachi2) (in module validphys.scripts.vp_fitrename) (in module validphys.scripts.vp_get) (in module validphys.scripts.vp_hyperoptplot) (in module validphys.scripts.vp_list) (in module validphys.scripts.vp_nextfitruncard) (in module validphys.scripts.vp_pdffromreplicas) (in module validphys.scripts.vp_pdfrename) (in module validphys.scripts.vp_upload) (in module validphys.scripts.wiki_upload) make_checker() (validphys.loader.FallbackLoader method) make_dataset_dir() (in module validphys.filters) make_label() (validphys.results.ThPredictionsResult static method) make_level1_data() (in module validphys.pseudodata) make_only_cv() (validphys.core.PDF method) make_pdf() (in module validphys.lhapdf_compatibility) make_pdf_from_filtered_outliers() (in module validphys.reweighting) make_replica() (in module validphys.pseudodata) make_stop() (n3fit.stopping.Stopping method) make_unweighted_pdf() (in module validphys.reweighting) marker_iter_plot() (in module validphys.plotutils) marker_iter_scatter() (in module validphys.plotutils) Mask (class in n3fit.layers.mask) masked (validphys.kinematics.XQ2Map attribute) match_datasets_by_name() (in module validphys.fitdata) MatchedCuts (class in validphys.core) matlist_to_matrix() (in module nnpdf_data.filter_utils.utils) matrix_plot_labels() (in module validphys.theorycovariance.output) MaxNfAs (nnpdf_data.theory.TheoryCard attribute) MaxNfPdf (nnpdf_data.theory.TheoryCard attribute) maxTau (validphys.filters.FilterDefaults attribute) mb (nnpdf_data.theory.TheoryCard attribute) mc (nnpdf_data.theory.TheoryCard attribute) mc2hessian() (in module validphys.mc2hessian) mc2hessian_xgrid() (in module validphys.mc2hessian) MCStats (class in validphys.core) mean_covmat_multiclosure() (in module validphys.closuretest.multiclosure) mellin_moments() (in module validphys.sumrules) mellin_moments_table() (in module validphys.sumrules) members (validphys.lhapdfset.LHAPDFSet property) metadata (validphys.core.CommonDataSpec property) (validphys.coredata.FKTableData attribute) metadata_file (nnpdf_data.commondataparser.SetMetaData attribute) MetaLayer (class in n3fit.backends.keras_backend.MetaLayer) MetaModel (class in n3fit.backends.keras_backend.MetaModel) MinMaxWeight (class in n3fit.backends.keras_backend.constraints) MissingLabelError MissingRuleAttribute MixBandPDFPlotter (class in validphys.pdfplots) ModelTrainer (class in n3fit.model_trainer) ModEv (nnpdf_data.theory.TheoryCard attribute) modified_tanh() (in module n3fit.backends.keras_backend.base_layers) ModSV (nnpdf_data.theory.TheoryCard attribute) module evolven3fit evolven3fit.cli evolven3fit.eko_utils evolven3fit.evolve evolven3fit.q2grids evolven3fit.utils n3fit n3fit.backends n3fit.backends.keras_backend n3fit.backends.keras_backend.base_layers n3fit.backends.keras_backend.callbacks n3fit.backends.keras_backend.constraints n3fit.backends.keras_backend.internal_state n3fit.backends.keras_backend.MetaLayer n3fit.backends.keras_backend.MetaModel n3fit.backends.keras_backend.multi_initializer n3fit.backends.keras_backend.operations n3fit.checks n3fit.hyper_optimization n3fit.hyper_optimization.filetrials n3fit.hyper_optimization.hyper_scan n3fit.hyper_optimization.mongofiletrials n3fit.hyper_optimization.penalties n3fit.hyper_optimization.rewards n3fit.io n3fit.io.input_utils n3fit.io.writer n3fit.layers n3fit.layers.DIS n3fit.layers.DY n3fit.layers.losses n3fit.layers.mask n3fit.layers.msr_normalization n3fit.layers.observable n3fit.layers.preprocessing n3fit.layers.rotations n3fit.layers.x_operations n3fit.model_gen n3fit.model_trainer n3fit.msr n3fit.n3fit_checks_provider n3fit.performfit n3fit.scaler n3fit.scripts n3fit.scripts.evolven3fit n3fit.scripts.n3fit_exec n3fit.scripts.vp_setupfit n3fit.stopping n3fit.stopwatch n3fit.vpinterface nnpdf_data nnpdf_data.cli nnpdf_data.cli.index nnpdf_data.cli.inspire nnpdf_data.cli.latex nnpdf_data.cli.script nnpdf_data.commondataparser nnpdf_data.coredata nnpdf_data.disp_theory nnpdf_data.filter_utils nnpdf_data.filter_utils.correlations nnpdf_data.filter_utils.hera_utils nnpdf_data.filter_utils.legacy_jets_utils nnpdf_data.filter_utils.nmc_hepdata_utils nnpdf_data.filter_utils.poldata_utils nnpdf_data.filter_utils.uncertainties nnpdf_data.filter_utils.utils nnpdf_data.process_options nnpdf_data.theory nnpdf_data.theorydbutils nnpdf_data.utils nnpdf_data.validphys_compatibility validphys validphys.api validphys.app validphys.arclength validphys.asy_exponents validphys.calcutils validphys.checks validphys.closuretest validphys.closuretest.closure_checks validphys.closuretest.closure_plots validphys.closuretest.closure_results validphys.closuretest.inconsistent_closuretest validphys.closuretest.inconsistent_ct validphys.closuretest.multiclosure validphys.closuretest.multiclosure_bootstrap validphys.closuretest.multiclosure_inconsistent_output validphys.closuretest.multiclosure_nsigma validphys.closuretest.multiclosure_nsigma_helpers validphys.closuretest.multiclosure_nsigma_output validphys.closuretest.multiclosure_output validphys.closuretest.multiclosure_pdf validphys.closuretest.multiclosure_pdf_output validphys.closuretest.multiclosure_preprocessing validphys.closuretest.multiclosure_pseudodata validphys.commondata validphys.comparefittemplates validphys.config validphys.convolution validphys.core validphys.coredata validphys.correlations validphys.covmats validphys.covmats_utils validphys.cuts validphys.cuts.lockfiles validphys.dataplots validphys.deltachi2 validphys.deltachi2templates validphys.eff_exponents validphys.filters validphys.fitdata validphys.fitveto validphys.fkparser validphys.gridvalues validphys.hessian2mc validphys.hyper_algorithm validphys.hyperoptplot validphys.hyperplottemplates validphys.kinematics validphys.lhaindex validphys.lhapdf_compatibility validphys.lhapdfset validphys.lhio validphys.loader validphys.mc2hessian validphys.mc_gen validphys.mplstyles validphys.n3fit_data validphys.n3fit_data_utils validphys.overfit_metric validphys.pdfbases validphys.pdfgrids validphys.pdfoutput validphys.pdfplots validphys.photon validphys.photon.alpha validphys.photon.compute validphys.photon.constants validphys.photon.structure_functions validphys.pineparser validphys.plotoptions validphys.plotoptions.core validphys.plotoptions.labelers validphys.plotoptions.plottingoptions validphys.plotoptions.resulttransforms validphys.plotoptions.utils validphys.plotutils validphys.promptutils validphys.pseudodata validphys.renametools validphys.replica_selector validphys.results validphys.reweighting validphys.scalevariations validphys.scripts validphys.scripts.main validphys.scripts.postfit validphys.scripts.vp_checktheory validphys.scripts.vp_comparefits validphys.scripts.vp_deltachi2 validphys.scripts.vp_fitrename validphys.scripts.vp_get validphys.scripts.vp_hyperoptplot validphys.scripts.vp_list validphys.scripts.vp_nextfitruncard validphys.scripts.vp_pdffromreplicas validphys.scripts.vp_pdfrename validphys.scripts.vp_upload validphys.scripts.wiki_upload validphys.sumrules validphys.tableloader validphys.theorycovariance validphys.theorycovariance.construction validphys.theorycovariance.higher_twist_functions validphys.theorycovariance.output validphys.theorycovariance.tests validphys.theorycovariance.theorycovarianceutils validphys.theoryinfo validphys.uploadutils validphys.utils

moment() (validphys.core.HessianStats method) (validphys.core.MCStats method) (validphys.core.Stats method) (validphys.core.SymmHessianStats method) MongodRunner (class in n3fit.hyper_optimization.mongofiletrials) MongoFileTrials (class in n3fit.hyper_optimization.mongofiletrials) monitor_chi2() (n3fit.stopping.Stopping method) MP (nnpdf_data.theory.TheoryCard attribute) MSR_Normalization (class in n3fit.layers.msr_normalization) mt (nnpdf_data.theory.TheoryCard attribute) mult_dijet_pc() (in module validphys.theorycovariance.higher_twist_functions) mult_dis_pc() (in module validphys.theorycovariance.higher_twist_functions) mult_dis_ratio_pc() (in module validphys.theorycovariance.higher_twist_functions) mult_jet_pc() (in module validphys.theorycovariance.higher_twist_functions) multiclosure_data_loader() (in module validphys.closuretest.multiclosure) multiclosure_dataset_loader() (in module validphys.closuretest.multiclosure) multiclosurefits_nsigma() (in module validphys.closuretest.multiclosure_nsigma) MulticlosureLoader (class in validphys.closuretest.multiclosure) MulticlosureNsigma (class in validphys.closuretest.multiclosure_nsigma) MultiInitializer (class in n3fit.backends.keras_backend.multi_initializer) multiplicative_errors (nnpdf_data.coredata.CommonData property) multiplier (n3fit.model_gen.ObservableWrapper attribute) MW (nnpdf_data.theory.TheoryCard attribute) MZ (nnpdf_data.theory.TheoryCard attribute)

N

n3fit module n3fit.backends module n3fit.backends.keras_backend module n3fit.backends.keras_backend.base_layers module n3fit.backends.keras_backend.callbacks module n3fit.backends.keras_backend.constraints module n3fit.backends.keras_backend.internal_state module n3fit.backends.keras_backend.MetaLayer module n3fit.backends.keras_backend.MetaModel module n3fit.backends.keras_backend.multi_initializer module n3fit.backends.keras_backend.operations module n3fit.checks module n3fit.hyper_optimization module n3fit.hyper_optimization.filetrials module n3fit.hyper_optimization.hyper_scan module n3fit.hyper_optimization.mongofiletrials module n3fit.hyper_optimization.penalties module n3fit.hyper_optimization.rewards module n3fit.io module n3fit.io.input_utils module n3fit.io.writer module n3fit.layers module n3fit.layers.DIS module n3fit.layers.DY module n3fit.layers.losses module n3fit.layers.mask module n3fit.layers.msr_normalization module n3fit.layers.observable module n3fit.layers.preprocessing module n3fit.layers.rotations module n3fit.layers.x_operations module n3fit.model_gen module n3fit.model_trainer module n3fit.msr module n3fit.n3fit_checks_provider module n3fit.performfit module n3fit.scaler module n3fit.scripts module n3fit.scripts.evolven3fit module n3fit.scripts.n3fit_exec module n3fit.scripts.vp_setupfit module n3fit.stopping module n3fit.stopwatch module n3fit.vpinterface module n3fit_checks_action() (in module n3fit.n3fit_checks_provider) N3FitApp (class in n3fit.scripts.n3fit_exec) N3FitConfig (class in n3fit.scripts.n3fit_exec) N3FitEnvironment (class in n3fit.scripts.n3fit_exec) N3FitError N3LHAPDFSet (class in n3fit.vpinterface) n3lo_ad_variation (nnpdf_data.theory.TheoryCard attribute) n3lo_cf_variation (nnpdf_data.theory.TheoryCard attribute) N3PDF (class in n3fit.vpinterface) N3Stats (class in n3fit.vpinterface) n_comp (validphys.closuretest.multiclosure.RegularizedMulticlosureLoader attribute) n_fits() (in module validphys.closuretest.multiclosure_nsigma_helpers) n_members (validphys.lhapdfset.LHAPDFSet property) name (n3fit.model_gen.ObservableWrapper attribute) (nnpdf_data.commondataparser.ObservableMetaData property) (validphys.core.CommonDataSpec property) (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.n3fit_data_utils.FittableDataSet attribute) (validphys.results.DataResult property)

name_to_label() (validphys.plotoptions.core.PlotInfo method) namelist (validphys.theorycovariance.construction.ProcessInfo attribute) nansum() (in module n3fit.backends.keras_backend.operations) natural_keys() (in module validphys.scripts.vp_list) ndata (nnpdf_data.commondataparser.ObservableMetaData attribute) (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) (validphys.closuretest.multiclosure_nsigma_helpers.CentralChi2Data attribute) (validphys.core.CommonDataSpec property) (validphys.coredata.FKTableData attribute) (validphys.fkparser.GridInfo attribute) (validphys.n3fit_data_utils.FittableDataSet property) (validphys.results.Chi2Data attribute) new_labels() (in module validphys.plotoptions.utils) new_pdf_from_indexes() (in module validphys.lhio) new_to_legacy_map() (in module nnpdf_data.validphys_compatibility) new_trial_docs() (n3fit.hyper_optimization.filetrials.FileTrials method) new_trial_ids() (n3fit.hyper_optimization.filetrials.FileTrials method) (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) next_effective_exponents_table() (in module validphys.eff_exponents) next_multiclosure_alpha_preprocessing_table() (in module validphys.closuretest.multiclosure_preprocessing) next_multiclosure_beta_preprocessing_table() (in module validphys.closuretest.multiclosure_preprocessing) nf0 (nnpdf_data.theory.TheoryCard attribute) NfFF (nnpdf_data.theory.TheoryCard attribute) nfref (nnpdf_data.theory.TheoryCard attribute) nite (validphys.fitdata.FitInfo attribute) nkin (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) nnpdf31_process (nnpdf_data.cli.latex.LatexDatasetRow attribute) (nnpdf_data.commondataparser.ObservableMetaData property) (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) nnpdf_data module nnpdf_data.cli module nnpdf_data.cli.index module nnpdf_data.cli.inspire module nnpdf_data.cli.latex module nnpdf_data.cli.script module nnpdf_data.commondataparser module nnpdf_data.coredata module nnpdf_data.disp_theory module nnpdf_data.filter_utils module nnpdf_data.filter_utils.correlations module nnpdf_data.filter_utils.hera_utils module nnpdf_data.filter_utils.legacy_jets_utils module nnpdf_data.filter_utils.nmc_hepdata_utils module nnpdf_data.filter_utils.poldata_utils module nnpdf_data.filter_utils.uncertainties module nnpdf_data.filter_utils.utils module nnpdf_data.process_options module nnpdf_data.theory module nnpdf_data.theorydbutils module nnpdf_data.utils module nnpdf_data.validphys_compatibility module nnpdf_metadata (nnpdf_data.commondataparser.ObservableMetaData property) (nnpdf_data.commondataparser.SetMetaData attribute) nnpdf_pdfs (validphys.loader.RemoteLoader property) nnpdf_pdfs_index (validphys.loader.RemoteLoader property) nnpdf_pdfs_urls (validphys.loader.RemoteLoader property) nnpdf_weights() (in module validphys.reweighting) nnpdf_weights_numerator() (in module validphys.reweighting) NOCUTS (validphys.core.CutsPolicy attribute) nodes (n3fit.model_gen.ReplicaSettings attribute) normalization (nnpdf_data.commondataparser.TheoryMeta attribute) normalize (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.core.PlottingFile attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) normalize() (validphys.pdfplots.DistancePDFPlotter method) (validphys.pdfplots.PDFPlotter method) normalize_pdf (validphys.pdfplots.PDFPlotter property) normalized_delta_bias_data() (in module validphys.closuretest.multiclosure) npoints (nnpdf_data.commondataparser.ObservableMetaData attribute) ns_dump_description() (n3fit.scripts.n3fit_exec.N3FitEnvironment class method) (n3fit.scripts.vp_setupfit.SetupFitEnvironment class method) nsigma_alpha() (in module validphys.closuretest.multiclosure_nsigma) nsigma_table (validphys.closuretest.multiclosure_nsigma.MulticlosureNsigma attribute) NsigmaAlpha (class in validphys.closuretest.multiclosure_nsigma) nsys (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) (validphys.core.CommonDataSpec property) num_fitted_replicas() (in module validphys.fitdata) num_replicas (n3fit.backends.keras_backend.MetaModel.MetaModel property) numpy_functions (validphys.filters.Rule attribute) numpy_to_input() (in module n3fit.backends.keras_backend.operations) numpy_to_tensor() (in module n3fit.backends.keras_backend.operations) nx (validphys.fkparser.GridInfo attribute)

O

obs_obs_correlations() (in module validphys.correlations) obs_pdf_correlations() (in module validphys.correlations) Observable (class in n3fit.layers.observable) observable (nnpdf_data.commondataparser.ObservableMetaData attribute) observable_description (nnpdf_data.cli.latex.LatexDatasetRow attribute) observable_generator() (in module n3fit.model_gen) observable_name (nnpdf_data.commondataparser.ObservableMetaData attribute) ObservableMetaData (class in nnpdf_data.commondataparser) observables (n3fit.model_gen.ObservableWrapper attribute) ObservableWrapper (class in n3fit.model_gen) ObsRotation (class in n3fit.layers.rotations) offset_xcentered() (in module validphys.plotutils) on_batch_end() (n3fit.backends.keras_backend.callbacks.CallbackStep method) on_epoch_end() (n3fit.backends.keras_backend.callbacks.CallbackStep method) on_step_end() (n3fit.backends.keras_backend.callbacks.LagrangeCallback method) (n3fit.backends.keras_backend.callbacks.StoppingCallback method) (n3fit.backends.keras_backend.callbacks.TimerCallback method)

on_train_begin() (n3fit.backends.keras_backend.callbacks.LagrangeCallback method) on_train_end() (n3fit.backends.keras_backend.callbacks.StoppingCallback method) (n3fit.backends.keras_backend.callbacks.TimerCallback method) one_art_data_residuals() (in module validphys.mc_gen) one_or_more_results() (in module validphys.results) op_gather_keep_dims() (in module n3fit.backends.keras_backend.operations) open_fkpath() (in module validphys.fkparser) operation (nnpdf_data.commondataparser.TheoryMeta attribute) (validphys.n3fit_data_utils.FittableDataSet attribute) optimizer() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) optimizer_arg_wrapper() (in module n3fit.hyper_optimization.hyper_scan) order_axis() (in module validphys.hyperoptplot) ordered_alltheory_vector() (in module validphys.theorycovariance.tests)

P

p_alpha_study() (in module validphys.reweighting) pad_fk() (n3fit.layers.DIS.DIS method) (n3fit.layers.DY.DY method) (n3fit.layers.observable.Observable method) params (validphys.hyperoptplot.HyperoptTrial property) parse() (validphys.filters.PerturbativeOrder method) parse_added_filter_rules() (validphys.config.CoreConfig method) parse_additional_errors() (validphys.config.CoreConfig method) parse_architecture() (in module validphys.hyperoptplot) parse_cfactor() (in module validphys.fkparser) parse_cut_similarity_threshold() (validphys.config.CoreConfig method) parse_data_cv() (in module validphys.tableloader) parse_data_grouping() (validphys.config.CoreConfig method) parse_dataset_input() (validphys.config.CoreConfig method) parse_dataset_inputs() (validphys.config.CoreConfig method) parse_debug_options() (in module n3fit.io.input_utils) (n3fit.scripts.n3fit_exec.N3FitConfig method) parse_default_filter_rules() (validphys.config.CoreConfig method) parse_default_filter_rules_recorded_spec_() (validphys.config.CoreConfig method) parse_default_filter_settings() (validphys.config.CoreConfig method) parse_drop_internal_rules() (validphys.config.CoreConfig method) parse_exp_mat() (in module validphys.tableloader) parse_experiment() (validphys.config.CoreConfig method) parse_experiment_input() (validphys.config.CoreConfig method) parse_experiment_inputs() (validphys.config.CoreConfig method) parse_experiments() (validphys.config.CoreConfig method) parse_fakedata() (n3fit.scripts.n3fit_exec.N3FitConfig method) parse_fakepdf() (validphys.config.CoreConfig method) parse_figure_by() (validphys.plotoptions.plottingoptions.PlottingOptions method) parse_filter_defaults() (validphys.config.CoreConfig method) parse_filter_rules() (validphys.config.CoreConfig method) parse_fit() (validphys.config.CoreConfig method) parse_fitdeclaration() (validphys.config.CoreConfig method) parse_fitdeclarations() (validphys.config.CoreConfig method) parse_fits() (validphys.config.CoreConfig method) parse_fktable() (in module validphys.fkparser) parse_flarr() (in module validphys.pdfbases) parse_groupby() (validphys.config.CoreConfig method) parse_hyperscan() (validphys.config.CoreConfig method) parse_hyperscan_config() (validphys.config.CoreConfig method) parse_hyperscans() (validphys.config.CoreConfig method) parse_inconsistent_data_settings() (validphys.config.CoreConfig method) parse_index() (in module validphys.lhaindex) parse_info() (in module validphys.lhaindex) parse_integdataset() (validphys.config.CoreConfig method) parse_integdatasets() (validphys.config.CoreConfig method) parse_keys() (in module validphys.hyper_algorithm) parse_line_by() (validphys.plotoptions.plottingoptions.PlottingOptions method) parse_losses() (in module n3fit.stopping) parse_lumi_channel() (validphys.config.CoreConfig method) parse_lumi_channels() (validphys.config.CoreConfig method) parse_luxset() (validphys.config.CoreConfig method) parse_metadata_group() (validphys.config.CoreConfig method) parse_ndata() (in module n3fit.stopping) parse_new_metadata() (in module nnpdf_data.commondataparser) parse_norm_threshold() (validphys.config.CoreConfig method) parse_optimizer() (in module validphys.hyperoptplot) parse_pdf() (validphys.config.CoreConfig method) parse_pdfs() (validphys.config.CoreConfig method) parse_point_prescriptions() (validphys.config.CoreConfig method) parse_posdataset() (validphys.config.CoreConfig method) parse_posdatasets() (validphys.config.CoreConfig method) parse_reweighting_experiments() (validphys.config.CoreConfig method) parse_set_metadata() (in module nnpdf_data.commondataparser) parse_speclabel() (validphys.config.CoreConfig method) parse_statistics() (in module validphys.hyperoptplot) parse_stopping() (in module validphys.hyperoptplot) parse_t0pdfset() (validphys.config.CoreConfig method) parse_t0theoryid() (validphys.config.CoreConfig method) parse_theoryid() (validphys.config.CoreConfig method) parse_theoryids() (validphys.config.CoreConfig method) parse_trial() (in module validphys.hyperoptplot) parse_trial_specs() (n3fit.scripts.n3fit_exec.N3FitConfig method) parse_unpolarized_bc() (validphys.config.CoreConfig method) parse_unpolarized_bcs() (validphys.config.CoreConfig method) parse_use_cuts() (validphys.config.CoreConfig method) parse_use_fitcommondata() (validphys.config.CoreConfig method) parse_use_t0() (validphys.config.CoreConfig method) parse_x() (validphys.plotoptions.plottingoptions.PlottingOptions method) parse_yaml_inp() (in module nnpdf_data.utils) parser() (nnpdf_data.commondataparser.TheoryMeta class method) partial_mellin_moments() (in module validphys.sumrules) partial_mellin_moments_table() (in module validphys.sumrules) partial_polarized_sum_rules() (in module validphys.sumrules) path (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.core.TheoryIDSpec attribute) path_data_central (nnpdf_data.commondataparser.ObservableMetaData property) path_kinematics (nnpdf_data.commondataparser.ObservableMetaData property) paths_prepend() (in module validphys.lhaindex) paths_uncertainties (nnpdf_data.commondataparser.ObservableMetaData property) patience() (in module n3fit.hyper_optimization.penalties) pc_basis (validphys.closuretest.multiclosure.RegularizedMulticlosureLoader attribute) PDF (class in validphys.core) pdf (validphys.arclength.ArcLengthGrid attribute) pdf_central_difference() (in module validphys.closuretest.multiclosure_pdf) pdf_replica_difference() (in module validphys.closuretest.multiclosure_pdf) pdf_results() (in module validphys.results) PDFcv (class in validphys.core) PDFDoesNotExist PDFEpsilonPlotter (class in validphys.deltachi2) pdferr_plus_covmat() (in module validphys.covmats) pdferr_plus_dataset_inputs_covmat() (in module validphys.covmats) pdfgrid (evolven3fit.evolve.ExportGrid attribute) PDFNotFound PDFPlotter (class in validphys.pdfplots) pdfset() (in module validphys.pdfoutput) PDFUploader (class in validphys.uploadutils) pdfvalues (evolven3fit.evolve.ExportGrid property) pdg_id_to_canonical_index() (in module validphys.pdfbases) percentage_to_absolute() (in module nnpdf_data.filter_utils.utils) perform_fit() (n3fit.backends.keras_backend.MetaModel.MetaModel method) performfit() (in module n3fit.performfit) perreplica_chi2_table() (in module validphys.results) PerturbativeOrder (class in validphys.filters) phi2 (n3fit.vpinterface.HyperoptMetrics attribute) phi_data() (in module validphys.results) Photon (class in validphys.photon.compute) photon_qed_index (validphys.loader.RemoteLoader property) photon_qed_urls (validphys.loader.RemoteLoader property) PhotonQEDNotFound pids (evolven3fit.evolve.ExportGrid attribute) pineappl_reader() (in module validphys.pineparser) pineko_yaml() (in module validphys.pineparser) plot_1_minus_all_sets() (in module validphys.closuretest.multiclosure_nsigma_output) plot_activation_per_layer() (in module validphys.hyperoptplot) plot_all_sets() (in module validphys.closuretest.multiclosure_nsigma_output) plot_alpha_asy() (in module validphys.asy_exponents) plot_alpha_eff() (in module validphys.eff_exponents) plot_alpha_eff_internal() (in module validphys.eff_exponents) plot_arc_lengths() (in module validphys.arclength) plot_beta_asy() (in module validphys.asy_exponents) plot_beta_eff() (in module validphys.eff_exponents) plot_beta_eff_internal() (in module validphys.eff_exponents) plot_call() (validphys.pdfplots.PullPDFPlotter method) plot_chi2_eigs() (in module validphys.dataplots) plot_chi2dist() (in module validphys.dataplots) plot_chi2dist_experiments() (in module validphys.dataplots) plot_chi2dist_sv() (in module validphys.dataplots) plot_clipnorm() (in module validphys.hyperoptplot) plot_corrmat_heatmap() (in module validphys.theorycovariance.output) plot_covmat_heatmap() (in module validphys.theorycovariance.output) plot_cumulative_logp_chi2() (in module validphys.hyperoptplot) plot_cumulative_loss() (in module validphys.hyperoptplot) plot_dataset_inputs_phi_dist() (in module validphys.dataplots) plot_datasets_chi2() (in module validphys.dataplots) plot_datasets_chi2_spider() (in module validphys.dataplots) plot_datasets_pdfs_chi2() (in module validphys.dataplots) plot_datasets_pdfs_chi2_sv() (in module validphys.dataplots) plot_dataspecs_datasets_chi2() (in module validphys.dataplots) plot_dataspecs_datasets_chi2_spider() (in module validphys.dataplots) plot_dataspecs_groups_chi2() (in module validphys.dataplots) plot_dataspecs_groups_chi2_spider() (in module validphys.dataplots) plot_dataspecs_positivity() (in module validphys.dataplots) plot_delta_chi2() (in module validphys.closuretest.closure_plots) plot_delta_chi2_hessian_distribution() (in module validphys.deltachi2) plot_delta_chi2_hessian_eigenv() (in module validphys.deltachi2) plot_diag_cov_comparison() (in module validphys.theorycovariance.output) plot_diag_cov_comparison_by_experiment() (in module validphys.theorycovariance.output) plot_diag_cov_comparison_by_process() (in module validphys.theorycovariance.output) plot_epochs() (in module validphys.hyperoptplot) plot_epsilon() (in module validphys.deltachi2) plot_expcorrmat_heatmap() (in module validphys.theorycovariance.output) plot_expplusthcorrmat_heatmap_custom() (in module validphys.theorycovariance.output) plot_fancy() (in module validphys.dataplots) plot_fancy_dataspecs() (in module validphys.dataplots) plot_fancy_sv_dataspecs() (in module validphys.dataplots) plot_fits_chi2_spider() (in module validphys.dataplots) plot_fits_datasets_chi2() (in module validphys.dataplots) plot_fits_datasets_chi2_spider() (in module validphys.dataplots) plot_fits_datasets_chi2_spider_bygroup() (in module validphys.dataplots) plot_fits_groups_data_chi2() (in module validphys.dataplots) plot_fits_groups_data_phi() (in module validphys.dataplots) plot_fits_phi_spider() (in module validphys.dataplots) plot_flavours() (in module validphys.pdfplots) plot_groups_data_chi2() (in module validphys.dataplots) plot_groups_data_chi2_spider() (in module validphys.dataplots) plot_groups_data_phi_spider() (in module validphys.dataplots) plot_horizontal_errorbars() (in module validphys.plotutils) plot_initializer() (in module validphys.hyperoptplot) plot_iterations() (in module validphys.hyperoptplot) plot_kinlabels (validphys.core.CommonDataSpec property) plot_kullback_leibler() (in module validphys.deltachi2) plot_l2_condition_number() (in module validphys.closuretest.multiclosure_inconsistent_output) plot_lambdavalues_bias_values() (in module validphys.closuretest.multiclosure_inconsistent_output) plot_lambdavalues_bias_values_full_data() (in module validphys.closuretest.multiclosure_inconsistent_output) plot_learning_rate() (in module validphys.hyperoptplot) plot_lumi1d() (in module validphys.pdfplots) plot_lumi1d_replicas() (in module validphys.pdfplots) plot_lumi1d_uncertainties() (in module validphys.pdfplots) plot_lumi2d() (in module validphys.pdfplots) plot_lumi2d_uncertainty() (in module validphys.pdfplots) plot_multiclosure_correlation_eigenvalues() (in module validphys.closuretest.multiclosure_pdf_output) plot_multiclosure_correlation_matrix() (in module validphys.closuretest.multiclosure_pdf_output) plot_multiclosure_covariance_matrix() (in module validphys.closuretest.multiclosure_pdf_output) plot_next_multiclosure_alpha_preprocessing() (in module validphys.closuretest.multiclosure_preprocessing) plot_next_multiclosure_alpha_preprocessing_range_width() (in module validphys.closuretest.multiclosure_preprocessing)

plot_next_multiclosure_beta_preprocessing() (in module validphys.closuretest.multiclosure_preprocessing) plot_next_multiclosure_beta_preprocessing_range_width() (in module validphys.closuretest.multiclosure_preprocessing) plot_normexpcovmat_heatmap() (in module validphys.theorycovariance.output) plot_normthcovmat_heatmap_custom() (in module validphys.theorycovariance.output) plot_number_of_layers() (in module validphys.hyperoptplot) plot_obscorrs() (in module validphys.dataplots) plot_optimizers() (in module validphys.hyperoptplot) plot_orbital_momentum() (in module validphys.dataplots) plot_overfitting_histogram() (in module validphys.overfit_metric) plot_p_alpha() (in module validphys.reweighting) plot_pdf_central_diff_histogram() (in module validphys.closuretest.multiclosure_pdf_output) plot_pdf_matrix() (in module validphys.closuretest.multiclosure_pdf_output) plot_pdf_pulls() (in module validphys.pdfplots) plot_pdf_uncertainties() (in module validphys.pdfplots) plot_pdfdistances() (in module validphys.pdfplots) plot_pdfreplicas() (in module validphys.pdfplots) plot_pdfreplicas_kinetic_energy() (in module validphys.pdfplots) plot_pdfs() (in module validphys.pdfplots) plot_pdfs_kinetic_energy() (in module validphys.pdfplots) plot_pdfs_mixed() (in module validphys.pdfplots) plot_pdfs_mixed_kinetic_energy() (in module validphys.pdfplots) plot_pdfvardistances() (in module validphys.pdfplots) plot_phi() (in module validphys.dataplots) plot_phi_scatter_dataspecs() (in module validphys.dataplots) plot_polarized_boundaries() (in module validphys.pdfplots) plot_polarized_momentum() (in module validphys.dataplots) plot_pos_neg_pdfs() (in module validphys.deltachi2) plot_positivity() (in module validphys.dataplots) plot_probability_consistent() (in module validphys.closuretest.multiclosure_nsigma_output) plot_probability_inconsistent() (in module validphys.closuretest.multiclosure_nsigma_output) plot_replica_sum_rules() (in module validphys.dataplots) plot_scans() (in module validphys.hyperoptplot) plot_smpdf() (in module validphys.dataplots) plot_thcorrmat_heatmap_custom() (in module validphys.theorycovariance.output) plot_training_length() (in module validphys.dataplots) plot_training_validation() (in module validphys.dataplots) plot_trainvaliddist() (in module validphys.dataplots) plot_x (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) plot_xi_flavour_x() (in module validphys.closuretest.multiclosure_pdf_output) plot_xq2() (in module validphys.dataplots) plot_xq2_data_prcs_maps() (in module validphys.closuretest.multiclosure_output) PlotInfo (class in validphys.plotoptions.core) plotting (nnpdf_data.commondataparser.ObservableMetaData attribute) plotting_options (nnpdf_data.commondataparser.ObservableMetaData property) PlottingFile (class in validphys.plotoptions.core) PlottingOptions (class in nnpdf_data.validphys_compatibility) (class in validphys.plotoptions.plottingoptions) polarized_sum_rules() (in module validphys.sumrules) polarized_sum_rules_table() (in module validphys.sumrules) ported_from (nnpdf_data.commondataparser.ObservableMetaData attribute) pos_flag (validphys.fitdata.FitInfo attribute) pos_neg_xplotting_grids() (in module validphys.deltachi2) posdatasets_fitting_pos_dict() (in module validphys.n3fit_data) Positivity (class in n3fit.stopping) positivity (n3fit.model_gen.ObservableWrapper attribute) positivity() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) positivity_predictions_data_result() (in module validphys.results) positivity_status (n3fit.stopping.Stopping property) PositivityResult (class in validphys.results) PositivitySetSpec (class in validphys.core) PostfitError predict() (n3fit.backends.keras_backend.MetaModel.MetaModel method) predictions() (in module validphys.convolution) predictions_by_kinematics_table() (in module validphys.results) PredictionsRequireCutsError preds (validphys.theorycovariance.construction.ProcessInfo attribute) Preprocessing (class in n3fit.layers.preprocessing) PreprocessingPlotter (class in validphys.eff_exponents) prettify_float() (in module nnpdf_data.filter_utils.utils) previous_effective_exponents() (in module validphys.eff_exponents) previous_effective_exponents_table() (in module validphys.eff_exponents) print_current_stats() (n3fit.stopping.Stopping method) print_dataset_differences() (in module validphys.fitdata) print_different_cuts() (in module validphys.fitdata) print_logs (n3fit.io.input_utils.DebugOptions attribute) print_summary (n3fit.io.input_utils.DebugOptions property) print_systype_overlap() (in module validphys.fitdata) printeach (n3fit.io.input_utils.DebugOptions attribute) probability_inconsistent() (in module validphys.closuretest.multiclosure_nsigma) proc_result_table() (in module validphys.results) proc_result_table_experiment() (in module validphys.results) proc_result_table_no_table() (in module validphys.results) process (nnpdf_data.cli.latex.LatexDatasetRow attribute) (nnpdf_data.commondataparser.ObservableMetaData property) (nnpdf_data.filter_utils.hera_utils.commondata attribute) (validphys.theorycovariance.tests.LabeledShifts attribute) process_args() (in module validphys.scripts.vp_fitrename) (in module validphys.scripts.vp_nextfitruncard) (in module validphys.scripts.vp_pdfrename) process_commondata() (validphys.closuretest.inconsistent_ct.InconsistentCommonData method) process_description (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) process_err_ATLAS_1JET_8TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) process_err_ATLAS_2JET_7TEV_R06() (in module nnpdf_data.filter_utils.legacy_jets_utils) process_err_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) process_label() (validphys.pdfgrids.KineticXPlottingGrid method) (validphys.pdfgrids.XPlottingGrid method) process_lookup() (in module validphys.theorycovariance.theorycovarianceutils) process_slice() (in module validphys.hyper_algorithm) process_type (nnpdf_data.commondataparser.ObservableMetaData attribute) (validphys.core.CommonDataSpec property) (validphys.filters.FilterRule attribute) (validphys.plotoptions.core.PlotInfo property) ProcessInfo (class in validphys.theorycovariance.construction) procs_central_values() (in module validphys.results) procs_central_values_no_table() (in module validphys.results) procs_chi2_table() (in module validphys.results) procs_corrmat() (in module validphys.results) procs_covmat() (in module validphys.results) procs_covmat_no_table() (in module validphys.results) procs_data_values() (in module validphys.results) procs_data_values_experiment() (in module validphys.results) procs_index() (in module validphys.results) procs_normcovmat() (in module validphys.results) produce_all_commondata() (validphys.config.CoreConfig method) produce_all_lumi_channels() (validphys.config.CoreConfig method) produce_basisfromfit() (validphys.config.CoreConfig method) produce_combined_shift_and_theory_dataspecs() (validphys.config.CoreConfig method) produce_commondata() (validphys.config.CoreConfig method) produce_covariance_matrix() (validphys.config.CoreConfig method) produce_covmat_t0_considered() (validphys.config.CoreConfig method) produce_covs_pt_prescrip() (validphys.config.CoreConfig method) produce_cuts() (validphys.config.CoreConfig method) produce_data() (validphys.config.CoreConfig method) produce_data_input() (validphys.config.CoreConfig method) produce_dataset() (validphys.config.CoreConfig method) produce_dataset_inputs_covariance_matrix() (validphys.config.CoreConfig method) produce_dataset_inputs_covmat_t0_considered() (validphys.config.CoreConfig method) produce_dataset_inputs_fitting_covmat() (validphys.config.CoreConfig method) produce_dataset_inputs_sampling_covmat() (validphys.config.CoreConfig method) produce_dataspecs_with_matched_cuts() (validphys.config.CoreConfig method) produce_defaults() (validphys.config.CoreConfig method) produce_experiment_from_input() (validphys.config.CoreConfig method) produce_filter_data() (validphys.config.CoreConfig method) produce_fit() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_fit_id() (validphys.config.CoreConfig method) produce_fitcontext() (validphys.config.CoreConfig method) produce_fitcontextwithcuts() (validphys.config.CoreConfig method) produce_fitenvironment() (validphys.config.CoreConfig method) produce_fitinputcontext() (validphys.config.CoreConfig method) produce_fitpdf() (validphys.config.CoreConfig method) produce_fitpdfandbasis() (validphys.config.CoreConfig method) produce_fitq0fromfit() (validphys.config.CoreConfig method) produce_fitreplicas() (validphys.config.CoreConfig method) produce_fitthcovmat() (validphys.config.CoreConfig method) produce_fitting_covmat_name() (validphys.config.CoreConfig method) produce_fitunderlyinglaw() (validphys.config.CoreConfig method) produce_group_dataset_inputs_by_experiment() (validphys.config.CoreConfig method) produce_group_dataset_inputs_by_metadata() (validphys.config.CoreConfig method) produce_group_dataset_inputs_by_process() (validphys.config.CoreConfig method) produce_hyperscanner() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_integdatasets() (validphys.config.CoreConfig method) produce_kfold_parameters() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_kpartitions() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_load_weights_dict() (validphys.config.CoreConfig method) produce_loaded_theory_covmat() (validphys.config.CoreConfig method) produce_loaded_user_covmat_path() (validphys.config.CoreConfig method) produce_masks() (validphys.config.CoreConfig method) produce_matched_datasets_from_dataspecs() (validphys.config.CoreConfig method) produce_matched_positivity_from_dataspecs() (validphys.config.CoreConfig method) produce_mismatched_datasets_by_name() (validphys.config.CoreConfig method) produce_mult_factor_user_covmat() (validphys.config.CoreConfig method) produce_multiclosure_underlyinglaw() (validphys.config.CoreConfig method) produce_nnfit_theory_covmat() (validphys.config.CoreConfig method) produce_no_covmat_reg() (validphys.config.CoreConfig method) produce_pdf_id() (validphys.config.CoreConfig method) produce_pdfreplicas() (validphys.config.CoreConfig method) produce_posdatasets() (validphys.config.CoreConfig method) produce_processed_data_grouping() (validphys.config.CoreConfig method) produce_processed_metadata_group() (validphys.config.CoreConfig method) produce_replicas() (validphys.config.CoreConfig method) produce_reweight_all_datasets() (validphys.config.CoreConfig method) produce_rules() (validphys.config.CoreConfig method) produce_sep_mult() (validphys.config.CoreConfig method) produce_t0dataset() (validphys.config.CoreConfig method) produce_t0id() (validphys.config.CoreConfig method) produce_t0set() (validphys.config.CoreConfig method) produce_theory_database() (validphys.config.CoreConfig method) produce_theoryids() (validphys.config.CoreConfig method) produce_total_chi2_data() (validphys.config.CoreConfig method) produce_total_phi_data() (validphys.config.CoreConfig method) produce_trials() (n3fit.scripts.n3fit_exec.N3FitConfig method) produce_use_fitcommondata() (n3fit.scripts.n3fit_exec.N3FitConfig method) ProfileNotFound projected_condition_num() (in module validphys.theorycovariance.tests) projector_eigenvalue_ratio() (in module validphys.theorycovariance.tests) protected (validphys.coredata.FKTableData attribute) pseudodata (validphys.pseudodata.DataTrValSpec attribute) pseudodata_table() (in module validphys.n3fit_data) pt_ratio() (in module validphys.plotoptions.labelers) PTO (nnpdf_data.theory.TheoryCard attribute) (validphys.filters.FilterRule attribute) PTODIS (nnpdf_data.theory.TheoryCard attribute) PTOEKO (nnpdf_data.theory.TheoryCard attribute) pull_grids() (in module validphys.pdfgrids) PullPDFPlotter (class in validphys.pdfplots)

Q

Q (validphys.pdfgrids.XPlottingGrid attribute) (validphys.pdfplots.PDFPlotter property) (validphys.pdfplots.PullPDFPlotter property) Q0 (nnpdf_data.theory.TheoryCard attribute) (validphys.coredata.FKTableData attribute) q20 (evolven3fit.evolve.ExportGrid attribute) Q2_to_t() (in module evolven3fit.utils) q2min (validphys.filters.FilterDefaults attribute) q_min (validphys.core.PDF property) qbindis (validphys.plotoptions.plottingoptions.ResultTransformations attribute) qbindis() (in module validphys.plotoptions.resulttransforms) qbindyp (validphys.plotoptions.plottingoptions.ResultTransformations attribute) qbindyp() (in module validphys.plotoptions.resulttransforms)

qbinEMC (validphys.plotoptions.plottingoptions.ResultTransformations attribute) qbinEMC() (in module validphys.plotoptions.resulttransforms) qbinexp (validphys.plotoptions.plottingoptions.ResultTransformations attribute) qbinexp() (in module validphys.plotoptions.resulttransforms) qbinjets (validphys.plotoptions.plottingoptions.ResultTransformations attribute) qbinjets() (in module validphys.plotoptions.resulttransforms) QED (nnpdf_data.theory.TheoryCard attribute) Qedref (nnpdf_data.theory.TheoryCard attribute) Qmb (nnpdf_data.theory.TheoryCard attribute) Qmc (nnpdf_data.theory.TheoryCard attribute) Qmt (nnpdf_data.theory.TheoryCard attribute) Qref (nnpdf_data.theory.TheoryCard attribute) quick_yaml_load() (in module nnpdf_data.utils)

R

range_str_to_floats() (in module nnpdf_data.filter_utils.legacy_jets_utils) raw_bibtex (nnpdf_data.cli.inspire.BibliographyEntry attribute) rawdata (validphys.results.StatsResult property) (validphys.results.ThUncertaintiesResult property) read_all_xqf() (in module validphys.lhio) read_central_values() (in module nnpdf_data.filter_utils.poldata_utils) read_excel() (in module nnpdf_data.filter_utils.poldata_utils) read_replica_pseudodata() (in module validphys.pseudodata) read_runcard() (in module evolven3fit.utils) read_tables() (in module nnpdf_data.filter_utils.nmc_hepdata_utils) read_txt_data() (in module nnpdf_data.filter_utils.poldata_utils) read_xqf_from_file() (in module validphys.lhio) read_xqf_from_lhapdf() (in module validphys.lhio) reason (validphys.filters.FilterRule attribute) recreate_fit_pseudodata() (in module validphys.pseudodata) recreate_pdf_pseudodata() (in module validphys.pseudodata) recreate_pdf_pseudodata_no_table() (in module validphys.pseudodata) reduced (validphys.closuretest.multiclosure_nsigma_helpers.CentralChi2Data property) refresh() (n3fit.hyper_optimization.filetrials.FileTrials method) (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) reg_covmat_reps_mean (validphys.closuretest.multiclosure.RegularizedMulticlosureLoader attribute) register() (n3fit.stopping.FitHistory method) register_boundary() (validphys.core.PDF method) register_photon() (n3fit.layers.rotations.AddPhoton method) register_ref() (n3fit.stopwatch.StopWatch method) register_times() (n3fit.stopwatch.StopWatch method) regularize_covmat() (in module validphys.calcutils) regularize_l2() (in module validphys.calcutils) regularized_multiclosure_data_loader() (in module validphys.closuretest.multiclosure) regularized_multiclosure_dataset_loader() (in module validphys.closuretest.multiclosure) RegularizedMulticlosureLoader (class in validphys.closuretest.multiclosure) regularizer (n3fit.model_gen.ReplicaSettings attribute) regularizer_args (n3fit.model_gen.ReplicaSettings attribute) regularizer_selector() (in module n3fit.backends.keras_backend.base_layers) relabel_experiments_to_groups() (in module validphys.results) relative_symlink() (in module validphys.scripts.postfit) remote_ekos (validphys.loader.RemoteLoader property) remote_files() (validphys.loader.RemoteLoader method) remote_fits (validphys.loader.RemoteLoader property) remote_hyperscans (validphys.loader.RemoteLoader property) remote_keywords (validphys.loader.RemoteLoader property) remote_nnpdf_pdfs (validphys.loader.RemoteLoader property) remote_photons (validphys.loader.RemoteLoader property) remote_theories (validphys.loader.RemoteLoader property) RemoteLoader (class in validphys.loader) RemoteLoaderError rename_nnfit() (in module validphys.renametools) rename_pdf() (in module validphys.renametools)

rename_postfit() (in module validphys.renametools) reorder_thcovmat_as_expcovmat() (in module validphys.covmats) rep_matrix() (in module validphys.lhio) replica (evolven3fit.evolve.ExportGrid attribute) replica_and_central_diff_totalpdf() (in module validphys.closuretest.multiclosure_pdf) replica_data() (in module validphys.fitdata) replica_luxseed() (in module validphys.n3fit_data) replica_mask() (in module validphys.n3fit_data) replica_mask_table() (in module validphys.n3fit_data) replica_mcseed() (in module validphys.n3fit_data) replica_nnseed() (in module validphys.n3fit_data) replica_nnseed_fitting_data_dict() (in module validphys.n3fit_data) replica_paths() (in module validphys.fitdata) replica_pseudodata() (in module validphys.n3fit_data) replica_result (validphys.results.Chi2Data attribute) replica_trvlseed() (in module validphys.n3fit_data) ReplicaGenerationError ReplicaPDFPlotter (class in validphys.pdfplots) ReplicaSettings (class in n3fit.model_gen) ReportFileUploader (class in validphys.uploadutils) ReportUploader (class in validphys.uploadutils) rescale_systematics() (validphys.closuretest.inconsistent_ct.InconsistentCommonData method) reset_layer_weights_to() (n3fit.backends.keras_backend.MetaModel.MetaModel method) Result (class in validphys.results) result_transform (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) results() (in module validphys.results) results_central() (in module validphys.results) results_with_scale_variations() (in module validphys.results) results_with_theory_covmat() (in module validphys.results) results_without_covmat() (in module validphys.results) ResultTransformations (class in validphys.plotoptions.plottingoptions) reward (validphys.hyperoptplot.HyperoptTrial property) reweighting_stats() (in module validphys.reweighting) root_url (validphys.uploadutils.ArchiveUploader attribute) (validphys.uploadutils.FitUploader property) (validphys.uploadutils.HyperscanUploader property) (validphys.uploadutils.PDFUploader property) (validphys.uploadutils.ReportUploader property) Rotation (class in n3fit.layers.rotations) rotation (n3fit.model_gen.ObservableWrapper attribute) rstate (n3fit.hyper_optimization.filetrials.FileTrials property) (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials property) Rule (class in validphys.filters) rule (validphys.filters.FilterRule attribute) RuleProcessingError run() (n3fit.scripts.n3fit_exec.N3FitApp method) (n3fit.scripts.vp_setupfit.SetupFitApp method) (validphys.app.App method)

S

sample_trials() (validphys.core.HyperscanSpec method) sample_tsr() (in module n3fit.layers.msr_normalization) sample_values() (validphys.core.MCStats method) (validphys.core.Stats method) sane_groupby_iter() (in module validphys.utils) saturation() (in module n3fit.hyper_optimization.penalties) save_md5() (n3fit.scripts.vp_setupfit.SetupFitEnvironment method) save_vetoes_info() (in module validphys.fitveto) save_weights() (n3fit.backends.keras_backend.MetaModel.MetaModel method) scalar_function_transformation() (in module validphys.pdfbases) scalar_log_formatter() (in module validphys.plotutils) ScalarFunctionTransformation (class in validphys.pdfbases) Scale (class in validphys.plotoptions.plottingoptions) scale (validphys.pdfgrids.XPlottingGrid attribute) scale_from_grid() (in module validphys.utils) scatter_to_one() (in module n3fit.backends.keras_backend.operations) second_only (validphys.fitdata.DatasetComp attribute) seed (n3fit.model_gen.ReplicaSettings attribute) select_flavour() (validphys.pdfgrids.XPlottingGrid method) select_initializer() (n3fit.backends.keras_backend.MetaLayer.MetaLayer static method) select_models() (n3fit.vpinterface.N3PDF method) select_observable() (nnpdf_data.commondataparser.SetMetaData method) select_systype_table_indices() (validphys.closuretest.inconsistent_ct.InconsistentCommonData method) set_1() (in module validphys.closuretest.multiclosure_nsigma) set_2() (in module validphys.closuretest.multiclosure_nsigma) set_3() (in module validphys.closuretest.multiclosure_nsigma) set_actual_column_level0() (in module validphys.tableloader) set_eager() (in module n3fit.backends.keras_backend.internal_state) set_hyperopt() (n3fit.model_trainer.ModelTrainer method) set_initial_state() (in module n3fit.backends.keras_backend.internal_state) set_layer_replica_weights() (in module n3fit.backends.keras_backend.MetaModel) set_lhapdf_info() (in module validphys.scripts.postfit) set_masks_to() (n3fit.backends.keras_backend.MetaModel.MetaModel method) set_number_of_cores() (in module n3fit.backends.keras_backend.internal_state) set_replica_weights() (n3fit.backends.keras_backend.MetaModel.MetaModel method) set_replica_weights_from_file() (n3fit.backends.keras_backend.MetaModel.MetaModel method) set_threading() (in module n3fit.backends.keras_backend.internal_state) SetMetaData (class in nnpdf_data.commondataparser) setname (nnpdf_data.commondataparser.ObservableMetaData property) (nnpdf_data.commondataparser.SetMetaData attribute) (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) (validphys.fkparser.GridInfo attribute) setup_flavour() (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.pdfplots.AllFlavoursPlotter method) (validphys.pdfplots.BandPDFPlotter method) (validphys.pdfplots.PDFPlotter method) setupfit_fitting_covmat() (in module validphys.n3fit_data) SetupFitApp (class in n3fit.scripts.vp_setupfit) SetupFitConfig (class in n3fit.scripts.vp_setupfit) SetupFitEnvironment (class in n3fit.scripts.vp_setupfit) SetupFitError shift_diag_cov_comparison() (in module validphys.theorycovariance.tests) shift_vector() (in module validphys.theorycovariance.tests) shifts (nnpdf_data.commondataparser.TheoryMeta attribute) (validphys.theorycovariance.tests.LabeledShifts attribute) shifts_from_systematics() (in module validphys.covmats) sigma (validphys.coredata.FKTableData attribute) SimilarCuts (class in validphys.core) SIN2TW (nnpdf_data.theory.TheoryCard attribute) sizes (validphys.theorycovariance.construction.ProcessInfo attribute) sort_eigenvalues() (in module nnpdf_data.filter_utils.utils) sort_index() (in module nnpdf_data.cli.index) space_eval() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) space_eval_trial() (in module n3fit.hyper_optimization.filetrials) spiderplot() (in module validphys.plotutils) Spinner (class in validphys.renametools) spinner_task() (validphys.renametools.Spinner method) spinning_cursor() (validphys.renametools.Spinner static method) splash() (in module validphys.scripts.postfit)

split (n3fit.model_trainer.InputInfo attribute) split_by() (in module validphys.utils) split_ranges() (in module validphys.utils) split_replicas() (n3fit.backends.keras_backend.MetaModel.MetaModel method) split_sep() (in module validphys.lhio) sqrt_covmat() (in module validphys.covmats) sqrt_reg_covmat_reps_mean (validphys.closuretest.multiclosure.RegularizedMulticlosureLoader attribute) sqrtcovmat (validphys.results.DataResult property) sqrtdiags_thcovmat_byprocess() (in module validphys.theorycovariance.tests) square_activation() (in module n3fit.backends.keras_backend.base_layers) square_singlet() (in module n3fit.backends.keras_backend.base_layers) stack() (in module n3fit.backends.keras_backend.operations) standard_indicator_function() (in module validphys.closuretest.multiclosure_bootstrap) standard_masks() (in module validphys.n3fit_data) start() (n3fit.hyper_optimization.mongofiletrials.MongodRunner method) start_key (n3fit.stopwatch.StopWatch attribute) start_mongo_workers() (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) stat_errors (nnpdf_data.coredata.CommonData property) statistical_uncertainties (nnpdf_data.filter_utils.hera_utils.commondata attribute) Stats (class in validphys.core) stats (validphys.arclength.ArcLengthGrid attribute) stats_class (validphys.core.PDF property) StatsResult (class in validphys.results) std_covmat_reps (validphys.closuretest.multiclosure.RegularizedMulticlosureLoader attribute) std_error (validphys.results.DataResult property) (validphys.results.StatsResult property) (validphys.results.ThUncertaintiesResult property) std_error() (validphys.core.HessianStats method) (validphys.core.MCStats method) (validphys.core.Stats method) (validphys.core.SymmHessianStats method) std_interval() (validphys.core.Stats method) stop() (n3fit.hyper_optimization.mongofiletrials.MongodRunner method) (n3fit.stopwatch.StopWatch method) stop_epoch (n3fit.stopping.Stopping property) stop_here() (n3fit.stopping.Stopping method) stop_mongo_workers() (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) Stopping (class in n3fit.stopping) stopping() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) StoppingCallback (class in n3fit.backends.keras_backend.callbacks) StopWatch (class in n3fit.stopwatch) storefit() (in module n3fit.io.writer) StructureFunction (class in validphys.photon.structure_functions) study_combination() (in module validphys.hyper_algorithm) subplots() (in module validphys.plotutils) sum_rules() (in module validphys.sumrules) sum_rules_table() (in module validphys.sumrules) summarise_closure_underlying_pdfs() (in module validphys.closuretest.closure_results) summarise_fits() (in module validphys.fitdata) summarise_overfitting() (in module validphys.overfit_metric) summarise_theory_covmat_fits() (in module validphys.fitdata) SuperEncoder (class in n3fit.io.writer) swapaxes() (in module n3fit.backends.keras_backend.operations) SxOrd (nnpdf_data.theory.TheoryCard attribute) SxRes (nnpdf_data.theory.TheoryCard attribute) symlog (validphys.plotoptions.plottingoptions.Scale attribute) symmetrize_errors() (in module nnpdf_data.filter_utils.uncertainties) (in module nnpdf_data.filter_utils.utils) SymmHessianStats (class in validphys.core) SysNotFoundError systematic_errors (validphys.closuretest.inconsistent_ct.InconsistentCommonData property) systematic_errors() (nnpdf_data.coredata.CommonData method) systematic_uncertainties (nnpdf_data.filter_utils.hera_utils.commondata attribute) systematics_matrix() (in module validphys.covmats_utils) systematics_matrix_from_commondata() (in module validphys.covmats) systematics_table (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) systype_table (nnpdf_data.coredata.CommonData attribute) (validphys.closuretest.inconsistent_ct.InconsistentCommonData attribute) systypes (nnpdf_data.filter_utils.hera_utils.commondata attribute)

T

t0_chi2_info_table() (in module validphys.fitdata) t0_covmat_from_systematics() (in module validphys.covmats) t_to_Q2() (in module evolven3fit.utils) table_bias_data() (in module validphys.closuretest.multiclosure_output) table_bias_datasets() (in module validphys.closuretest.multiclosure_output) table_xi_indicator_function_data() (in module validphys.closuretest.multiclosure_output) TableLoaderError tables (nnpdf_data.commondataparser.ObservableMetaData attribute) (nnpdf_data.commondataparser.ValidReference attribute) target_dir (validphys.uploadutils.ArchiveUploader attribute) (validphys.uploadutils.FitUploader property) (validphys.uploadutils.HyperscanUploader property) (validphys.uploadutils.PDFUploader property) (validphys.uploadutils.ReportUploader property) tempfile_cleaner() (in module validphys.utils) tensor_splitter() (in module n3fit.backends.keras_backend.operations) tensor_to_numpy_or_python() (in module n3fit.backends.keras_backend.operations) test_for_same_cuts() (in module validphys.fitdata) ThCovMatSpec (class in validphys.core) theory (nnpdf_data.commondataparser.ObservableMetaData attribute) (nnpdf_data.commondataparser.Variant attribute) theory_corrmat_custom() (in module validphys.theorycovariance.construction) theory_covmat_custom() (in module validphys.theorycovariance.construction) theory_covmat_custom_fitting() (in module validphys.theorycovariance.construction) theory_covmat_custom_per_prescription() (in module validphys.theorycovariance.construction) theory_covmat_dataset() (in module validphys.theorycovariance.construction) theory_covmat_eigenvalues() (in module validphys.theorycovariance.tests) theory_description() (in module validphys.results) theory_index (validphys.loader.RemoteLoader property) theory_info_table() (in module validphys.theoryinfo) theory_metadata (validphys.core.CommonDataSpec property) theory_normcovmat_custom() (in module validphys.theorycovariance.construction) theory_reference (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) theory_shift_test() (in module validphys.theorycovariance.tests) theory_urls (validphys.loader.RemoteLoader property) TheoryCard (class in nnpdf_data.theory) TheoryCardError TheoryDataBaseNotFound theorydb_folder (validphys.loader.Loader property) TheoryIDSpec (class in validphys.core) TheoryMeta (class in nnpdf_data.commondataparser) TheoryMetadataNotFound

TheoryNotFound TheoryNotFoundInDatabase, [1] theta() (in module validphys.theorycovariance.tests) ThPredictionsResult (class in validphys.results) thspec (validphys.core.DataGroupSpec property) ThUncertaintiesResult (class in validphys.results) ticklocs_thcovmat() (in module validphys.theorycovariance.tests) timer (n3fit.io.input_utils.DebugOptions attribute) TimerCallback (class in n3fit.backends.keras_backend.callbacks) TMC (nnpdf_data.theory.TheoryCard attribute) to_dict() (validphys.filters.FilterDefaults method) (validphys.filters.FilterRule method) to_known_elements() (validphys.pdfbases.Basis method) to_pkl() (n3fit.hyper_optimization.filetrials.FileTrials method) to_unweighted() (validphys.core.DataGroupSpec method) (validphys.core.DataSetSpec method) (validphys.core.LagrangeSetSpec method) total_chi2_data_from_experiments() (in module validphys.results) total_chi2_per_point_data() (in module validphys.results) total_expected_data_delta_chi2() (in module validphys.closuretest.multiclosure_pseudodata) total_fitted_points() (in module validphys.kinematics) total_partial_tr_chi2() (n3fit.stopping.FitState method) total_partial_vl_chi2() (n3fit.stopping.FitState method) total_phi_data_from_experiments() (in module validphys.results) total_theory_covmat() (in module validphys.theorycovariance.construction) total_theory_covmat_fitting() (in module validphys.theorycovariance.construction) total_tr_chi2() (n3fit.stopping.FitState method) total_vl_chi2() (n3fit.stopping.FitState method) tr_chi2 (n3fit.stopping.FitState property) tr_idx (validphys.pseudodata.DataTrValSpec attribute) tr_loss (n3fit.stopping.FitState property) tr_ndata (n3fit.stopping.FitState attribute) training (validphys.fitdata.FitInfo attribute) training_pseudodata() (in module validphys.n3fit_data) transform_result() (in module validphys.plotoptions.core) tries_files (validphys.core.HyperscanSpec property) trimat_to_fullmat() (in module nnpdf_data.filter_utils.utils) tripleindex_thcovmat_complete() (in module validphys.theorycovariance.tests) trvl_mask_layer (n3fit.model_gen.ObservableWrapper attribute) try_complete_args() (validphys.scripts.vp_comparefits.CompareFitApp method) TupleComp (class in validphys.core) two_Q2_bins() (in module validphys.plotoptions.labelers) type_fitname() (in module validphys.scripts.postfit)

U

uncert_skip_variant() (in module nnpdf_data.filter_utils.utils) uncertainties_df_CMS_1JET_8TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) uncertainty (validphys.coredata.CFactorData attribute) UncertaintyPDFPlotter (class in validphys.pdfplots) unco_unc() (in module validphys.covmats) underlying_xi_grid_values() (in module validphys.closuretest.multiclosure_pdf) unfolding_error_matrix_CMS_2JET_7TEV() (in module nnpdf_data.filter_utils.legacy_jets_utils) units (nnpdf_data.commondataparser.ValidVariable attribute) unknown_sum_rules() (in module validphys.sumrules) unknown_sum_rules_table() (in module validphys.sumrules) UnknownElement unweighted_index() (in module validphys.reweighting) update_mask() (n3fit.layers.losses.LossInvcovmat method) update_runcard_description_yaml() (in module validphys.eff_exponents) upload_context() (validphys.app.App static method) (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.FileUploader method) (validphys.uploadutils.Uploader method)

upload_host (validphys.uploadutils.Uploader property) upload_or_exit_context() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.Uploader method) upload_output() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.FitUploader method) (validphys.uploadutils.Uploader method) Uploader (class in validphys.uploadutils) UploadError upper_triangular_to_symmetric() (in module nnpdf_data.filter_utils.correlations) url (nnpdf_data.commondataparser.ValidReference attribute) use_fhmruvv (nnpdf_data.theory.TheoryCard attribute) user_covmat() (in module validphys.theorycovariance.construction) user_covmat_fitting() (in module validphys.theorycovariance.construction)

V

val_idx (validphys.pseudodata.DataTrValSpec attribute) validation (validphys.fitdata.FitInfo attribute) validation_pseudodata() (in module validphys.n3fit_data) validation_theory_chi2() (in module validphys.theorycovariance.tests) ValidKinematics (class in nnpdf_data.commondataparser) validphys module validphys.api module validphys.app module validphys.arclength module validphys.asy_exponents module validphys.calcutils module validphys.checks module validphys.closuretest module validphys.closuretest.closure_checks module validphys.closuretest.closure_plots module validphys.closuretest.closure_results module validphys.closuretest.inconsistent_closuretest module validphys.closuretest.inconsistent_ct module validphys.closuretest.multiclosure module validphys.closuretest.multiclosure_bootstrap module validphys.closuretest.multiclosure_inconsistent_output module validphys.closuretest.multiclosure_nsigma module validphys.closuretest.multiclosure_nsigma_helpers module validphys.closuretest.multiclosure_nsigma_output module validphys.closuretest.multiclosure_output module validphys.closuretest.multiclosure_pdf module validphys.closuretest.multiclosure_pdf_output module validphys.closuretest.multiclosure_preprocessing module validphys.closuretest.multiclosure_pseudodata module validphys.commondata module validphys.comparefittemplates module validphys.config module validphys.convolution module validphys.core module validphys.coredata module validphys.correlations module validphys.covmats module validphys.covmats_utils module validphys.cuts module validphys.cuts.lockfiles module validphys.dataplots module validphys.deltachi2 module validphys.deltachi2templates module validphys.eff_exponents module validphys.filters module validphys.fitdata module validphys.fitveto module validphys.fkparser module validphys.gridvalues module validphys.hessian2mc module validphys.hyper_algorithm module validphys.hyperoptplot module validphys.hyperplottemplates module validphys.kinematics module validphys.lhaindex module validphys.lhapdf_compatibility module validphys.lhapdfset module validphys.lhio module validphys.loader module validphys.mc2hessian module validphys.mc_gen module validphys.mplstyles module validphys.n3fit_data module validphys.n3fit_data_utils module validphys.overfit_metric module

validphys.pdfbases module validphys.pdfgrids module validphys.pdfoutput module validphys.pdfplots module validphys.photon module validphys.photon.alpha module validphys.photon.compute module validphys.photon.constants module validphys.photon.structure_functions module validphys.pineparser module validphys.plotoptions module validphys.plotoptions.core module validphys.plotoptions.labelers module validphys.plotoptions.plottingoptions module validphys.plotoptions.resulttransforms module validphys.plotoptions.utils module validphys.plotutils module validphys.promptutils module validphys.pseudodata module validphys.renametools module validphys.replica_selector module validphys.results module validphys.reweighting module validphys.scalevariations module validphys.scripts module validphys.scripts.main module validphys.scripts.postfit module validphys.scripts.vp_checktheory module validphys.scripts.vp_comparefits module validphys.scripts.vp_deltachi2 module validphys.scripts.vp_fitrename module validphys.scripts.vp_get module validphys.scripts.vp_hyperoptplot module validphys.scripts.vp_list module validphys.scripts.vp_nextfitruncard module validphys.scripts.vp_pdffromreplicas module validphys.scripts.vp_pdfrename module validphys.scripts.vp_upload module validphys.scripts.wiki_upload module validphys.sumrules module validphys.tableloader module validphys.theorycovariance module validphys.theorycovariance.construction module validphys.theorycovariance.higher_twist_functions module validphys.theorycovariance.output module validphys.theorycovariance.tests module validphys.theorycovariance.theorycovarianceutils module validphys.theoryinfo module validphys.uploadutils module validphys.utils module validphys_group_extractor() (in module validphys.n3fit_data_utils) ValidReference (class in nnpdf_data.commondataparser) ValidVariable (class in nnpdf_data.commondataparser) value (validphys.closuretest.multiclosure_nsigma_helpers.CentralChi2Data attribute) VarDistancePDFPlotter (class in validphys.pdfplots) variable_to_numpy() (in module n3fit.backends.keras_backend.operations) variables (nnpdf_data.commondataparser.ValidKinematics attribute) variance_distance_grids() (in module validphys.pdfgrids) Variant (class in nnpdf_data.commondataparser) variants (nnpdf_data.commondataparser.ObservableMetaData attribute) vectors_3pt() (in module validphys.theorycovariance.tests) vectors_5barpt() (in module validphys.theorycovariance.tests) vectors_5pt() (in module validphys.theorycovariance.tests) vectors_7pt() (in module validphys.theorycovariance.tests) vectors_9pt() (in module validphys.theorycovariance.tests) version (nnpdf_data.commondataparser.SetMetaData attribute) (nnpdf_data.commondataparser.ValidReference attribute) version() (in module n3fit.io.writer) version_comment (nnpdf_data.commondataparser.SetMetaData attribute) vl_chi2 (n3fit.stopping.FitState property) (n3fit.stopping.Stopping property) vl_loss (n3fit.stopping.FitState property) vl_ndata (n3fit.stopping.FitState attribute) vl_suffix (n3fit.stopping.FitState attribute)

W

w2min (validphys.filters.FilterDefaults attribute) weight_inits (n3fit.backends.keras_backend.MetaLayer.MetaLayer attribute) weighted_reward (validphys.hyperoptplot.HyperoptTrial property) with_central_value() (nnpdf_data.coredata.CommonData method) with_cfactor() (validphys.coredata.FKTableData method) with_cuts() (nnpdf_data.coredata.CommonData method) (validphys.coredata.FKTableData method) with_modified_data() (validphys.core.CommonDataSpec method) wrapper_check_NN() (in module n3fit.checks)

wrapper_hyperopt() (in module n3fit.checks) write_data() (in module nnpdf_data.filter_utils.poldata_utils) (n3fit.io.writer.WriterWrapper method) write_files() (in module nnpdf_data.filter_utils.nmc_hepdata_utils) write_hessian_to_mc_watt_thorne() (in module validphys.hessian2mc) write_mc_watt_thorne_replicas() (in module validphys.hessian2mc) write_new_commondata() (nnpdf_data.filter_utils.hera_utils.commondata method) write_new_lhapdf_info_file_from_previous_pdf() (in module validphys.hessian2mc) write_replica() (in module validphys.lhio) WriterWrapper (class in n3fit.io.writer)

X

x (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) x_label (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) x_scale (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) xDivide (class in n3fit.layers.x_operations) xfxQ() (n3fit.vpinterface.N3LHAPDFSet method) (validphys.lhapdfset.LHAPDFSet method) xgrid (evolven3fit.evolve.ExportGrid attribute) (validphys.coredata.FKTableData attribute) (validphys.pdfgrids.XPlottingGrid attribute) xgrid() (in module validphys.pdfgrids) xi_delta_histogram() (in module validphys.closuretest.multiclosure_output) xi_flavour_table() (in module validphys.closuretest.multiclosure_pdf_output)

xi_flavour_x() (in module validphys.closuretest.multiclosure_pdf) xi_grid_values() (in module validphys.closuretest.multiclosure_pdf) xi_pdfgrids() (in module validphys.closuretest.multiclosure_pdf) xi_totalpdf() (in module validphys.closuretest.multiclosure_pdf) XIA (nnpdf_data.theory.TheoryCard attribute) XIF (nnpdf_data.theory.TheoryCard attribute) xIntegrator (class in n3fit.layers.x_operations) XIR (nnpdf_data.theory.TheoryCard attribute) xlabel (validphys.plotoptions.core.PlotInfo property) xplotting_grid() (in module validphys.pdfgrids) XPlottingGrid (class in validphys.pdfgrids) xq2_dataset_map() (in module validphys.closuretest.multiclosure) XQ2Map (class in validphys.kinematics) xq2map_with_cuts() (in module validphys.kinematics) xscale (validphys.pdfplots.PDFPlotter property) (validphys.pdfplots.PullPDFPlotter property)

Y

y (validphys.pdfgrids.Lumi2dGrid attribute) y_label (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute)

y_scale (nnpdf_data.validphys_compatibility.PlottingOptions attribute) (validphys.plotoptions.plottingoptions.PlottingOptions attribute) yes_no_str() (in module validphys.promptutils)

Z

Z_ALPHA_RANGE (in module validphys.closuretest.multiclosure_nsigma)