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) 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) AddPhoton (class in n3fit.layers.rotations) aliases (validphys.pdfbases.Basis attribute) 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) 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), [1] 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) alphas_mz (validphys.core.PDF property) alphas_vals (validphys.core.PDF property) already_digested (validphys.plotoptions.plottingoptions.PlottingOptions attribute) App (class in validphys.app) 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_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) arc_length_table() (in module validphys.arclength) arc_lengths() (in module validphys.arclength) architecture() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) ArchiveUploader (class in validphys.uploadutils) ArcLengthGrid (class in validphys.arclength) arclengths (validphys.fitdata.FitInfo attribute) are_equal() (in module n3fit.tests.test_backend) 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) 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) 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_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 (validphys.closuretest.closure_results.BiasData attribute) bias_dataset() (in module validphys.closuretest.closure_results) bias_experiment() (in module validphys.closuretest.closure_results) bias_variance_resampling_data() (in module validphys.closuretest.multiclosure) bias_variance_resampling_dataset() (in module validphys.closuretest.multiclosure) bias_variance_resampling_total() (in module validphys.closuretest.multiclosure) BiasData (class in validphys.closuretest.closure_results) biases_table() (in module validphys.closuretest.closure_results) big_matrix() (in module validphys.lhio) bin_generator() (in module validphys.hyper_algorithm)

bins (validphys.plotoptions.plottingoptions.ResultTransformations attribute) bins() (in module validphys.plotoptions.utils) bootstrap_bias_experiment() (in module validphys.closuretest.closure_results) bootstrap_pdf_differences() (in module validphys.closuretest.multiclosure_pdf) bootstrap_values() (in module validphys.calcutils) bootstrap_variance_experiment() (in module validphys.closuretest.closure_results) bootstrapped_indicator_function_data() (in module validphys.closuretest.multiclosure) bootstrapped_internal_multiclosure_data_loader() (in module validphys.closuretest.multiclosure) bootstrapped_internal_multiclosure_data_loader_pca() (in module validphys.closuretest.multiclosure) bootstrapped_internal_multiclosure_dataset_loader() (in module validphys.closuretest.multiclosure) bootstrapped_internal_multiclosure_dataset_loader_pca() (in module validphys.closuretest.multiclosure) bootstrapped_principal_components_bias_variance_data() (in module validphys.closuretest.multiclosure) bootstrapped_principal_components_bias_variance_dataset() (in module validphys.closuretest.multiclosure) bootstrapped_principal_components_normalized_delta_data() (in module validphys.closuretest.multiclosure) bootstrapped_table_bias_variance_data() (in module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output) bootstrapped_table_bias_variance_datasets() (in module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output) BootstrappedTheoryResult (class in validphys.closuretest.multiclosure) 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) 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) can_run_multiple_replicas() (in module n3fit.checks) 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) CentralChi2Data (class in validphys.closuretest.multiclosure_nsigma_helpers) CFactorData (class in validphys.coredata) CfactorNotFound change_name() (in module validphys.renametools) 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_fit() (validphys.loader.Loader method) check_fit_cuts() (validphys.loader.Loader method) check_fit_dataset_order_matches_grouped() (in module validphys.theorycovariance.theorycovarianceutils) 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_positivity() (in module n3fit.checks) check_hyperopt_stopping() (in module n3fit.checks) check_hyperscan() (validphys.loader.Loader 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_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_luxset() (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_multireplica_qed() (in module n3fit.checks) 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_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_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) chi2 (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) chi2exps_json() (n3fit.stopping.Stopping method) clear_backend_state() (in module n3fit.backends.keras_backend.internal_state) closures_th (validphys.closuretest.multiclosure.PCAInternalMulticlosureLoader attribute) 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) common (validphys.fitdata.DatasetComp attribute) common_prefix() (in module validphys.utils) commondata (validphys.kinematics.XQ2Map attribute) commondata_folder (validphys.loader.Loader property) commondata_table (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData attribute) commondataproc (validphys.closuretest.inconsistent_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) compare_measured_expected_xi() (in module validphys.closuretest.multiclosure_output) 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_covs_pt_prescrip() (in module validphys.theorycovariance.construction) 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_loss() (n3fit.hyper_optimization.rewards.HyperLoss method) compute_losses() (n3fit.backends.keras_backend.MetaModel.MetaModel method) compute_pdf_boundary() (in module n3fit.layers.observable) compute_phi() (in module n3fit.vpinterface) compute_photon_array() (validphys.photon.compute.Photon method) compute_reward() (in module validphys.hyper_algorithm) 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_parser() (in module n3fit.scripts.evolven3fit) construct_eko_photon_parser() (in module n3fit.scripts.evolven3fit) construct_evolven3fit_parser() (in module n3fit.scripts.evolven3fit) convolution_types (validphys.coredata.FKTableData attribute) copy_grid() (validphys.pdfgrids.XPlottingGrid method) CoreConfig (class in validphys.config) correct_logs() (n3fit.backends.keras_backend.callbacks.CallbackStep method) 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_fhmv() (in module validphys.theorycovariance.construction) covmat_n3lo_singlet() (in module validphys.theorycovariance.construction) covmat_pca (validphys.closuretest.multiclosure.PCAInternalMulticlosureLoader attribute) covmat_stability_characteristic() (in module validphys.covmats) covs_pt_prescrip() (in module validphys.theorycovariance.construction) critical_message (validphys.app.App attribute) cut_mask() (in module validphys.core) Cuts (class in validphys.core) CutsNotFound CutsPolicy (class in validphys.core)

D

data (n3fit.model_gen.ObservableWrapper attribute) data_index() (in module validphys.results) data_reference (validphys.plotoptions.plottingoptions.PlottingOptions attribute) data_replica_and_central_diff() (in module validphys.closuretest.multiclosure) data_xi() (in module validphys.closuretest.multiclosure) 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_fits_bias_replicas_variance_samples() (in module validphys.closuretest.multiclosure) 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_fits_bias_replicas_variance_samples() (in module validphys.closuretest.multiclosure) 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 (validphys.plotoptions.plottingoptions.PlottingOptions attribute) dataset_name (validphys.theorycovariance.tests.LabeledShifts attribute) dataset_ratio_error_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_replica_and_central_diff() (in module validphys.closuretest.multiclosure) dataset_std_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_std_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_t0_predictions() (in module validphys.covmats) dataset_xi() (in module validphys.closuretest.multiclosure) dataset_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) dataset_xsizes (n3fit.model_gen.ObservableWrapper attribute) DatasetComp (class in validphys.fitdata) DataSetInput (class in validphys.core) datasetnames (validphys.results.ThPredictionsResult property) datasets_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) 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) 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_elements (validphys.pdfbases.Basis attribute) 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) delta_histogram() (in module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output) 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 (validphys.coredata.CFactorData attribute) determine_pdfs() (validphys.coredata.FKTableData method) determine_vetoes() (in module validphys.fitveto) diagdf_theory_covmat() (in module validphys.theorycovariance.tests) dict_factory() (in module validphys.plotoptions.core) dict_to_numpy_or_python() (in module n3fit.backends.keras_backend.operations) DIS (class in n3fit.layers.DIS) 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_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_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) 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 element_representations (validphys.pdfbases.Basis attribute) elementlabel() (validphys.pdfbases.Basis method) elu() (in module n3fit.backends.keras_backend.operations) 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) 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)

evolven3fit_checks_action() (in module n3fit.n3fit_checks_provider) evolven3fit_new() (in module n3fit.scripts.evolven3fit) 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_bias_variance() (in module validphys.closuretest.multiclosure) expected_data_delta_chi2() (in module validphys.closuretest.multiclosure_pseudodata) expected_dataset_bias_variance() (in module validphys.closuretest.multiclosure) expected_delta_chi2_table() (in module validphys.closuretest.multiclosure_pseudodata) expected_total_bias_variance() (in module validphys.closuretest.multiclosure) expected_xi_from_bias_variance() (in module validphys.closuretest.multiclosure_output) experiment (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_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) experiments_bias_variance_table() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_expected_xi() (in module validphys.closuretest.multiclosure) experiments_bootstrap_expected_xi_table() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_ratio() (in module validphys.closuretest.multiclosure) experiments_bootstrap_sqrt_ratio() (in module validphys.closuretest.multiclosure) experiments_bootstrap_sqrt_ratio_table() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_xi_comparison() (in module validphys.closuretest.multiclosure_output) experiments_bootstrap_xi_table() (in module validphys.closuretest.multiclosure_output) 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_mask() (in module validphys.filters) export_uncertainties() (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData method) extra_labels (validphys.plotoptions.plottingoptions.PlottingOptions attribute)

F

F2LO (class in validphys.photon.structure_functions) FakePhoton (class in n3fit.tests.test_layers) FallbackLoader (class in validphys.loader) FatalPostfitError FatalRuleError figure_by (validphys.plotoptions.plottingoptions.PlottingOptions attribute) FileTrials (class in n3fit.hyper_optimization.filetrials) FileUploader (class in validphys.uploadutils) 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_real_data() (in module validphys.filters) filter_replicas() (in module validphys.scripts.postfit) FilterDefaults (class in validphys.filters) FilterRule (class in validphys.filters) 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_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_bias_table() (in module validphys.closuretest.closure_results) fits_bootstrap_data_bias_variance() (in module validphys.closuretest.multiclosure) fits_bootstrap_data_xi() (in module validphys.closuretest.multiclosure) 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_bootstrap_variance_table() (in module validphys.closuretest.closure_results) 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_data_bias_variance() (in module validphys.closuretest.multiclosure) fits_dataset_bias_variance() (in module validphys.closuretest.multiclosure) 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_measured_xi() (in module validphys.closuretest.multiclosure_output) 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_total_bias_variance() (in module validphys.closuretest.multiclosure) 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_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) FkRotation (class in n3fit.layers.rotations) FKTableData (class in validphys.coredata) FKTableNotFound fktables() (validphys.n3fit_data_utils.FittableDataSet method) fktables_data (validphys.n3fit_data_utils.FittableDataSet attribute) 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) fmt() (in module validphys.eff_exponents) fnorm_shifts_byprocess() (in module validphys.theorycovariance.tests) fnorm_shifts_ordered() (in module validphys.theorycovariance.tests) FNS (validphys.filters.FilterRule 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_flavour_mat (validphys.pdfbases.LinearBasis 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) func_labels (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_DIS() (in module n3fit.tests.test_layers) generate_errors() (validphys.photon.compute.Photon method) generate_exp_covmat() (in module validphys.covmats) generate_had() (in module n3fit.tests.test_layers) generate_input_DIS() (in module n3fit.tests.test_layers) generate_input_had() (in module n3fit.tests.test_layers) generate_msr_model_and_grid() (in module n3fit.msr) generate_nn() (in module n3fit.model_gen) generate_pdf_model() (in module n3fit.model_gen) generate_replica0() (in module validphys.lhio) generate_scaler() (in module n3fit.scaler) 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_commondata() (validphys.loader.Loader 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_cuts_for_dataset() (in module validphys.filters) get_description() (validphys.core.TheoryIDSpec method) get_df_block() (in module validphys.calcutils) get_extrasum_slice() (in module validphys.tableloader) get_fktable() (validphys.loader.Loader method) get_index_path() (in module validphys.lhaindex) get_indexes_to_names() (in module validphys.lhaindex) get_info() (in module validphys.plotoptions.core) 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_np_fktable() (validphys.coredata.FKTableData method) get_pdf() (validphys.loader.Loader method) 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_posset() (validphys.loader.Loader method) 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_slice() (in module validphys.hyper_algorithm) get_state() (n3fit.stopping.FitHistory method) get_subclasses() (in module validphys.plotoptions.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_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) 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_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_bootstrap_expected_xi() (in module validphys.closuretest.multiclosure) groups_bootstrap_expected_xi_table() (in module validphys.closuretest.multiclosure_output) groups_bootstrap_ratio() (in module validphys.closuretest.multiclosure) groups_bootstrap_sqrt_ratio() (in module validphys.closuretest.multiclosure) groups_bootstrap_sqrt_ratio_table() (in module validphys.closuretest.multiclosure_output) groups_bootstrap_xi_comparison() (in module validphys.closuretest.multiclosure_output) groups_bootstrap_xi_table() (in module validphys.closuretest.multiclosure_output) 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) hatch_iter() (in module validphys.plotutils) 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) 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) 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 (validphys.filters.FilterRule attribute) id (validphys.core.TheoryIDSpec attribute) idx (n3fit.model_trainer.InputInfo attribute) implemented_datasets (validphys.loader.Loader property) InconsistentCommonData (class in validphys.closuretest.inconsistent_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) initializers (n3fit.backends.keras_backend.MetaLayer.MetaLayer attribute) input (n3fit.model_trainer.InputInfo attribute) InputInfo (class in n3fit.model_trainer) 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) 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_multiclosure_data_loader() (in module validphys.closuretest.multiclosure) internal_multiclosure_data_loader_pca() (in module validphys.closuretest.multiclosure) internal_multiclosure_dataset_loader() (in module validphys.closuretest.multiclosure) internal_multiclosure_dataset_loader_pca() (in module validphys.closuretest.multiclosure) 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) InterpStructureFunction (class in validphys.photon.structure_functions) invcovmat (n3fit.model_gen.ObservableWrapper attribute) is_identity() (n3fit.layers.rotations.Rotation method) is_pineappl() (validphys.core.TheoryIDSpec method) is_polarized (validphys.core.PDF property) is_pos_polarized() (n3fit.layers.observable.Observable method) 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_weighted (validphys.closuretest.multiclosure_nsigma.MulticlosureNsigma attribute), [1] (validphys.closuretest.multiclosure_nsigma.NsigmaAlpha attribute), [1] 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)

J

jet_eta() (in module validphys.plotoptions.labelers)

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) kde_chi2dist_experiments() (in module validphys.dataplots) kde_plot() (in module validphys.plotutils)

KeywordsWithCache (class in validphys.promptutils) kfold_masks() (in module validphys.n3fit_data) 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) kinlimits() (in module validphys.kinematics) kitable() (in module validphys.plotoptions.core)

L

label (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 (validphys.pdfbases.Basis attribute) LagrangeCallback (class in n3fit.backends.keras_backend.callbacks) LagrangeSetSpec (class in validphys.core) law_th (validphys.closuretest.multiclosure.PCAInternalMulticlosureLoader attribute) leaky_relu() (in module n3fit.backends.keras_backend.base_layers) legacy_names (validphys.core.CommonDataSpec property) 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 (validphys.plotoptions.plottingoptions.PlottingOptions attribute) linear (validphys.plotoptions.plottingoptions.Scale attribute) 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() (validphys.core.DataGroupSpec method) (validphys.core.DataSetSpec method) load_commondata_instance() (validphys.core.DataGroupSpec method) 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_perreplica_chi2_table() (in module validphys.tableloader) load_replica() (in module validphys.lhio) load_t0() (validphys.core.PDF 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) loss (validphys.hyperoptplot.HyperoptTrial property) 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) 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 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) matrix_plot_labels() (in module validphys.theorycovariance.output) maxTau (validphys.filters.FilterDefaults attribute) mc2hessian() (in module validphys.mc2hessian) mc2hessian_xgrid() (in module validphys.mc2hessian) MCStats (class in validphys.core) members (validphys.lhapdfset.LHAPDFSet property) metadata (validphys.core.CommonDataSpec property) (validphys.coredata.FKTableData 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) modified_tanh() (in module n3fit.backends.keras_backend.base_layers) module 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.penalties n3fit.hyper_optimization.rewards n3fit.io 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.tests n3fit.tests.regressions n3fit.tests.test_backend n3fit.tests.test_layers n3fit.tests.test_losses n3fit.tests.test_modelgen n3fit.tests.test_multireplica n3fit.tests.test_penalties n3fit.tests.test_preprocessing n3fit.tests.test_rotations n3fit.tests.test_stopwatch n3fit.tests.test_xops n3fit.vpinterface 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_closuretest.inconsistent_ct validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output validphys.closuretest.multiclosure 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.compareclosuretemplates 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.tests validphys.tests.baseline validphys.tests.photon validphys.tests.regressions validphys.tests.test_closuretest validphys.tests.test_hessian2mc validphys.tests.test_inconsistent_ct validphys.tests.test_metaexps validphys.tests.test_results validphys.tests.test_totalchi2 validphys.tests.test_vplistscript validphys.tests.test_weights validphys.theorycovariance validphys.theorycovariance.construction 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) monitor_chi2() (n3fit.stopping.Stopping method) MSR_Normalization (class in n3fit.layers.msr_normalization) multiclosurefits_nsigma() (in module validphys.closuretest.multiclosure_nsigma) MulticlosureNsigma (class in validphys.closuretest.multiclosure_nsigma) MultiInitializer (class in n3fit.backends.keras_backend.multi_initializer) multiplier (n3fit.model_gen.ObservableWrapper 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.penalties module n3fit.hyper_optimization.rewards module n3fit.io 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.tests module n3fit.tests.regressions module n3fit.tests.test_backend module

n3fit.tests.test_layers module n3fit.tests.test_losses module n3fit.tests.test_modelgen module n3fit.tests.test_multireplica module n3fit.tests.test_penalties module n3fit.tests.test_preprocessing module n3fit.tests.test_rotations module n3fit.tests.test_stopwatch module n3fit.tests.test_xops 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) N3PDF (class in n3fit.vpinterface) N3Stats (class in n3fit.vpinterface) n_comp (validphys.closuretest.multiclosure.PCAInternalMulticlosureLoader attribute) n_fit_samples() (in module validphys.closuretest.multiclosure) n_fits() (in module validphys.closuretest.multiclosure_nsigma_helpers) n_members (validphys.lhapdfset.LHAPDFSet property) n_replica_samples() (in module validphys.closuretest.multiclosure) name (n3fit.model_gen.ObservableWrapper attribute) (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) natural_keys() (in module validphys.scripts.vp_list) ndata (validphys.closuretest.closure_results.BiasData attribute) (validphys.closuretest.closure_results.VarianceData attribute) (validphys.closuretest.inconsistent_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_trial_docs() (n3fit.hyper_optimization.filetrials.FileTrials method) new_trial_ids() (n3fit.hyper_optimization.filetrials.FileTrials 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) nite (validphys.fitdata.FitInfo attribute) nkin (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData attribute) nnpdf31_process (validphys.plotoptions.plottingoptions.PlottingOptions 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) normalize (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) 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), [1] NsigmaAlpha (class in validphys.closuretest.multiclosure_nsigma) nsys (validphys.closuretest.inconsistent_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_check() (in module n3fit.tests.test_backend) 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_generator() (in module n3fit.model_gen) 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 (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_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_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_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_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_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) partial_polarized_sum_rules() (in module validphys.sumrules) path (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.core.TheoryIDSpec attribute) patience() (in module n3fit.hyper_optimization.penalties) pc_basis (validphys.closuretest.multiclosure.PCAInternalMulticlosureLoader attribute) PCAInternalMulticlosureLoader (class in validphys.closuretest.multiclosure) 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) pdfNN_layer_generator() (in module n3fit.model_gen) PDFNotFound PDFPlotter (class in validphys.pdfplots) pdfset() (in module validphys.pdfoutput) PDFUploader (class in validphys.uploadutils) pdg_id_to_canonical_index() (in module validphys.pdfbases) 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) phi_data() (in module validphys.results) Photon (class in validphys.photon.compute) 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_bias_variance_distributions() (in module validphys.closuretest.multiclosure_output) plot_biases() (in module validphys.closuretest.closure_plots) 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_data_central_diff_histogram() (in module validphys.closuretest.multiclosure_output) plot_data_fits_bias_variance() (in module validphys.closuretest.multiclosure_output) plot_data_xi() (in module validphys.closuretest.multiclosure_output) plot_data_xi_histogram() (in module validphys.closuretest.multiclosure_output) plot_dataset_fits_bias_variance() (in module validphys.closuretest.multiclosure_output) plot_dataset_inputs_phi_dist() (in module validphys.dataplots) plot_dataset_xi() (in module validphys.closuretest.multiclosure_output) plot_dataset_xi_histogram() (in module validphys.closuretest.multiclosure_output) 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_experiments_sqrt_ratio_bootstrap_distribution() (in module validphys.closuretest.multiclosure_output) plot_experiments_xi_bootstrap_distribution() (in module validphys.closuretest.multiclosure_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_bootstrap_bias() (in module validphys.closuretest.closure_plots) plot_fits_bootstrap_variance() (in module validphys.closuretest.closure_plots) 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.inconsistent_closuretest.multiclosure_inconsistent_output) plot_lambdavalues_bias_variance_values() (in module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output) plot_lambdavalues_bias_variance_values_full_data() (in module validphys.closuretest.inconsistent_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_total_fits_bias_variance() (in module validphys.closuretest.multiclosure_output) plot_training_length() (in module validphys.dataplots) plot_training_validation() (in module validphys.dataplots) plot_trainvaliddist() (in module validphys.dataplots) plot_x (validphys.plotoptions.plottingoptions.PlottingOptions attribute) plot_xi_flavour_x() (in module validphys.closuretest.multiclosure_pdf_output) plot_xq2() (in module validphys.dataplots) PlotInfo (class in validphys.plotoptions.core) PlottingFile (class in validphys.plotoptions.core) PlottingOptions (class in validphys.plotoptions.plottingoptions) polarized_sum_rules() (in module validphys.sumrules) polarized_sum_rules_table() (in module validphys.sumrules) 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) previous_effective_exponents() (in module validphys.eff_exponents) previous_effective_exponents_table() (in module validphys.eff_exponents) principal_components_bias_variance_data() (in module validphys.closuretest.multiclosure) principal_components_bias_variance_dataset() (in module validphys.closuretest.multiclosure) principal_components_normalized_delta_data() (in module validphys.closuretest.multiclosure) print_current_stats() (n3fit.stopping.Stopping method) print_dataset_differences() (in module validphys.fitdata) print_different_cuts() (in module validphys.fitdata) print_systype_overlap() (in module validphys.fitdata) 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 (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_closuretest.inconsistent_ct.InconsistentCommonData method) process_description (validphys.plotoptions.plottingoptions.PlottingOptions attribute) 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 (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_index_matched() (in module validphys.theorycovariance.construction) 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_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_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_loaded_theory_covmat() (validphys.config.CoreConfig method) produce_loaded_user_covmat_path() (validphys.config.CoreConfig method) produce_matched_datasets_from_dataspecs() (validphys.config.CoreConfig method) produce_matched_positivity_from_dataspecs() (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_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 (validphys.filters.FilterRule 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 (validphys.coredata.FKTableData attribute) 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)

R

rawdata (validphys.results.StatsResult property) (validphys.results.ThUncertaintiesResult property) read_all_xqf() (in module validphys.lhio) read_replica_pseudodata() (in module validphys.pseudodata) 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) 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) 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_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_and_central_diff_totalpdf() (in module validphys.closuretest.multiclosure_pdf) replica_data() (in module validphys.fitdata) replica_luxseed() (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_training_mask() (in module validphys.n3fit_data) replica_training_mask_table() (in module validphys.n3fit_data) replica_trvlseed() (in module validphys.n3fit_data) ReplicaGenerationError ReplicaPDFPlotter (class in validphys.pdfplots) ReportFileUploader (class in validphys.uploadutils) ReportUploader (class in validphys.uploadutils) rescale_systematics() (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData method) reset_layer_weights_to() (n3fit.backends.keras_backend.MetaModel.MetaModel method) Result (class in validphys.results) result_transform (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) 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) select_flavour() (validphys.pdfgrids.XPlottingGrid method) select_initializer() (n3fit.backends.keras_backend.MetaLayer.MetaLayer static method) select_models() (n3fit.vpinterface.N3PDF method) select_systype_table_indices() (validphys.closuretest.inconsistent_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_threading() (in module n3fit.backends.keras_backend.internal_state) setname (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData attribute) (validphys.fkparser.GridInfo attribute) setUp() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) setup_flavour() (validphys.deltachi2.PDFEpsilonPlotter method) (validphys.pdfplots.AllFlavoursPlotter method) (validphys.pdfplots.BandPDFPlotter method) (validphys.pdfplots.PDFPlotter method) setup_layer() (in module n3fit.tests.test_preprocessing) 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 (validphys.theorycovariance.tests.LabeledShifts attribute) sigma (validphys.coredata.FKTableData attribute) SimilarCuts (class in validphys.core) sizes (validphys.theorycovariance.construction.ProcessInfo attribute) 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_covmat_pca (validphys.closuretest.multiclosure.PCAInternalMulticlosureLoader attribute) sqrt_datasets_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) sqrt_experiments_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) 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) start_key (n3fit.stopwatch.StopWatch attribute) Stats (class in validphys.core) stats (validphys.arclength.ArcLengthGrid attribute) stats_class (validphys.core.PDF property) StatsResult (class in validphys.results) 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.stopwatch.StopWatch method) stop_epoch (n3fit.stopping.Stopping property) stop_here() (n3fit.stopping.Stopping 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) symlog (validphys.plotoptions.plottingoptions.Scale attribute) SymmHessianStats (class in validphys.core) SysNotFoundError systematic_errors (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData property) systematics_matrix() (in module validphys.covmats_utils) systematics_matrix_from_commondata() (in module validphys.covmats) systematics_table (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData attribute) systype_table (validphys.closuretest.inconsistent_closuretest.inconsistent_ct.InconsistentCommonData attribute)

T

t0_chi2_info_table() (in module validphys.fitdata) t0_covmat_from_systematics() (in module validphys.covmats) table_bias_variance_data() (in module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output) table_bias_variance_datasets() (in module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output) table_datasets_bias_variance_fits() (in module validphys.closuretest.multiclosure_output) table_xi_indicator_function_data() (in module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output) TableLoaderError 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_abs_chi2_data() (in module validphys.tests.test_totalchi2) test_abs_chi2_data_singlepoint() (in module validphys.tests.test_totalchi2) test_addphoton_init() (in module n3fit.tests.test_layers) test_bias_function() (in module validphys.tests.test_closuretest) test_c_to_py_fun() (in module n3fit.tests.test_backend) test_chi2_arithmetic() (in module validphys.tests.test_weights) test_computation_bc() (in module n3fit.tests.test_layers) test_compute_photon() (in module n3fit.tests.test_layers) test_constraint() (in module n3fit.tests.test_preprocessing) test_DIS() (in module n3fit.tests.test_layers) test_DIS_basis() (in module n3fit.tests.test_layers) test_disable_weights() (in module validphys.tests.test_weights) test_DY() (in module n3fit.tests.test_layers) test_DY_basis() (in module n3fit.tests.test_layers) test_export_uncertainties() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) test_fk() (in module n3fit.tests.test_rotations) test_flatten() (in module n3fit.tests.test_backend) test_for_same_cuts() (in module validphys.fitdata) test_generate_dense_network() (in module n3fit.tests.test_modelgen) test_generate_dense_per_flavour_network() (in module n3fit.tests.test_modelgen) test_groups_central_values_no_table() (in module validphys.tests.test_results) test_hessian_total_chi2() (in module validphys.tests.test_totalchi2) test_integrability_numbers() (in module n3fit.tests.test_penalties) test_l_invcovmat() (in module n3fit.tests.test_losses) test_l_positivity() (in module n3fit.tests.test_losses) test_listdatasets() (in module validphys.tests.test_vplistscript) test_listfits() (in module validphys.tests.test_vplistscript) test_listpdfs() (in module validphys.tests.test_vplistscript) test_listtheories() (in module validphys.tests.test_vplistscript) test_local() (in module validphys.tests.test_vplistscript) test_mask() (in module n3fit.tests.test_layers) test_mc_total_chi2() (in module validphys.tests.test_totalchi2) test_no_systematic_overlaps() (in module validphys.tests.test_metaexps) test_op_log() (in module n3fit.tests.test_backend) test_op_multiply() (in module n3fit.tests.test_backend) test_patience() (in module n3fit.tests.test_penalties) test_preprocessing() (in module n3fit.tests.test_preprocessing) test_process_commondata() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) test_python_weights() (in module validphys.tests.test_weights) test_register_ref() (in module n3fit.tests.test_stopwatch) test_register_times() (in module n3fit.tests.test_stopwatch) test_remote() (in module validphys.tests.test_vplistscript) test_replica_split() (in module n3fit.tests.test_multireplica) test_rescale_systematics() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) test_rotation_evol() (in module n3fit.tests.test_layers) test_rotation_flavour() (in module n3fit.tests.test_layers) test_saturation() (in module n3fit.tests.test_penalties) test_select_systype_table_indices() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) test_select_systype_table_indices_invalid_uncertainties() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) test_sum() (in module n3fit.tests.test_backend) test_systematic_errors_getter() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) test_systematic_errors_setter() (validphys.tests.test_inconsistent_ct.TestInconsistentCommonData method) test_tensor_product() (in module n3fit.tests.test_backend) test_variance_function() (in module validphys.tests.test_closuretest) test_weights_have_same_commondata() (in module validphys.tests.test_weights) test_write_hessian_to_mc_watt_thorne() (in module validphys.tests.test_hessian2mc) test_write_mc_watt_thorne_replicas() (in module validphys.tests.test_hessian2mc) test_xdivide_default() (in module n3fit.tests.test_xops) test_xdivide_indices() (in module n3fit.tests.test_xops) test_xintegrator() (in module n3fit.tests.test_xops) TestInconsistentCommonData (class in validphys.tests.test_inconsistent_ct)

TestResult (class in validphys.tests.test_closuretest) ThCovMatSpec (class in validphys.core) 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 (validphys.plotoptions.plottingoptions.PlottingOptions attribute) theory_shift_test() (in module validphys.theorycovariance.tests) theory_urls (validphys.loader.RemoteLoader property) TheoryDataBaseNotFound theorydb_folder (validphys.loader.Loader property) TheoryIDSpec (class in validphys.core) TheoryMetadataNotFound TheoryNotFound 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) time_comparer() (in module n3fit.tests.test_stopwatch) TimerCallback (class in n3fit.backends.keras_backend.callbacks) 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_bias_variance_ratio() (in module validphys.closuretest.multiclosure_output) total_bootstrap_ratio() (in module validphys.closuretest.multiclosure) total_bootstrap_xi() (in module validphys.closuretest.multiclosure) 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_expected_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_expected_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) total_expected_xi_resample() (in module validphys.closuretest.multiclosure) 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_ratio_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_ratio_means_finite_effects() (in module validphys.closuretest.multiclosure_output) total_std_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_std_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) 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) total_xi_error_finite_effects() (in module validphys.closuretest.multiclosure_output) total_xi_means_finite_effects() (in module validphys.closuretest.multiclosure_output) total_xi_resample() (in module validphys.closuretest.multiclosure) tr_chi2 (n3fit.stopping.FitState property) tr_idx (validphys.pseudodata.DataTrValSpec attribute) tr_loss (n3fit.stopping.FitState property) tr_masks() (in module validphys.n3fit_data) tr_ndata (n3fit.stopping.FitState attribute) training (validphys.fitdata.FitInfo attribute) training_mask() (in module validphys.n3fit_data) training_mask_table() (in module validphys.n3fit_data) training_pseudodata() (in module validphys.n3fit_data) transform_func (validphys.pdfbases.ScalarFunctionTransformation attribute) transform_result() (in module validphys.plotoptions.core) tries_files (validphys.core.HyperscanSpec property) 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

uncertainty (validphys.coredata.CFactorData attribute) UncertaintyPDFPlotter (class in validphys.pdfplots) underlying_xi_grid_values() (in module validphys.closuretest.multiclosure_pdf) 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 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) 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_closuretest.inconsistent_ct module validphys.closuretest.inconsistent_closuretest.multiclosure_inconsistent_output module validphys.closuretest.multiclosure 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.compareclosuretemplates 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.tests module validphys.tests.baseline module validphys.tests.photon module validphys.tests.regressions module validphys.tests.test_closuretest module validphys.tests.test_hessian2mc module validphys.tests.test_inconsistent_ct module validphys.tests.test_metaexps module validphys.tests.test_results module validphys.tests.test_totalchi2 module validphys.tests.test_vplistscript module validphys.tests.test_weights module validphys.theorycovariance module validphys.theorycovariance.construction 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) value (validphys.closuretest.multiclosure_nsigma_helpers.CentralChi2Data attribute) VarDistancePDFPlotter (class in validphys.pdfplots) variance (validphys.closuretest.closure_results.VarianceData attribute) variance_dataset() (in module validphys.closuretest.closure_results) variance_distance_grids() (in module validphys.pdfgrids) variance_experiment() (in module validphys.closuretest.closure_results) VarianceData (class in validphys.closuretest.closure_results) 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() (in module n3fit.io.writer) 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_cfactor() (validphys.coredata.FKTableData method) with_cuts() (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() (n3fit.io.writer.WriterWrapper method) write_hessian_to_mc_watt_thorne() (in module validphys.hessian2mc) write_mc_watt_thorne_replicas() (in module validphys.hessian2mc) 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 (validphys.plotoptions.plottingoptions.PlottingOptions attribute) x_label (validphys.plotoptions.plottingoptions.PlottingOptions attribute) x_scale (validphys.plotoptions.plottingoptions.PlottingOptions attribute) xDivide (class in n3fit.layers.x_operations) xfxQ() (n3fit.vpinterface.N3LHAPDFSet method) (validphys.lhapdfset.LHAPDFSet method) xgrid (validphys.coredata.FKTableData attribute) (validphys.pdfgrids.XPlottingGrid attribute) xgrid() (in module validphys.pdfgrids) 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_resampling_data() (in module validphys.closuretest.multiclosure) xi_resampling_dataset() (in module validphys.closuretest.multiclosure) xi_totalpdf() (in module validphys.closuretest.multiclosure_pdf) xIntegrator (class in n3fit.layers.x_operations) xlabel (validphys.plotoptions.core.PlotInfo property) xplotting_grid() (in module validphys.pdfgrids) XPlottingGrid (class in validphys.pdfgrids) xq2_data_prcs_maps() (in module validphys.closuretest.multiclosure_output) 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 (validphys.plotoptions.plottingoptions.PlottingOptions attribute)

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

Z

Z_ALPHA_RANGE (in module validphys.closuretest.multiclosure_nsigma)