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) additive_errors (validphys.coredata.CommonData property) 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) allowed_datasets (validphys.commondataparser.SetMetaData property) allowed_observables (validphys.commondataparser.SetMetaData property) alltheory_vector() (in module validphys.theorycovariance.tests) Alpha (class in validphys.photon.alpha) alpha_asy() (in module validphys.asy_exponents) 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_shift() (in module validphys.paramfits.plots) alphas_vals (validphys.core.PDF property) already_digested (validphys.plotoptions.plottingoptions.PlottingOptions attribute) App (class in validphys.app) applied_variant (validphys.commondataparser.ObservableMetaData attribute) apply_as_layer() (n3fit.backends.keras_backend.MetaModel.MetaModel method) apply_grid_values() (validphys.pdfbases.Basis method) (validphys.pdfbases.LinearBasis method) (validphys.pdfbases.ScalarFunctionTransformation method) apply_label() (validphys.commondataparser.ValidKinematics method) (validphys.commondataparser.ValidVariable method) apply_layer_to_fixed_input() (in module n3fit.tests.test_msr)

apply_loss() (n3fit.layers.losses.LossIntegrability method) (n3fit.layers.losses.LossLagrange method) (n3fit.layers.losses.LossPositivity method) apply_multiplier() (n3fit.layers.losses.LossLagrange method) apply_to_all_columns() (in module validphys.plotoptions.utils) apply_variant() (validphys.commondataparser.ObservableMetaData method) 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) arXiv (validphys.commondataparser.SetMetaData attribute) as_central_parabola() (in module validphys.paramfits.dataops) as_determination_from_central_chi2() (in module validphys.paramfits.dataops) as_determination_from_central_chi2_with_tag() (in module validphys.paramfits.dataops) 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) as_parabolic_coefficient_table() (in module validphys.paramfits.dataops) 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_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

backend_function() (in module n3fit.backends.keras_backend.operations) bad_replica_sumrules() (in module validphys.sumrules) BadCFactorError BadFKTableError BadPerturbativeOrder BadSSH BandPDFPlotter (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.KineticXPlottingGrid 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) boolean_mask() (in module n3fit.backends.keras_backend.operations) 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) BootstrappedTheoryResult (class in validphys.closuretest.multiclosure) bootstrapping_stats_error() (in module validphys.paramfits.dataops) bootstrapping_stats_error_on_the_error() (in module validphys.paramfits.dataops) build() (n3fit.backends.keras_backend.multi_dense.MultiDense method) (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.backends.keras_backend.multi_dense.MultiDense method) (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) 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_predictions() (in module validphys.convolution) central_result (validphys.results.Chi2Data attribute) central_sum_rules() (in module validphys.sumrules) central_sum_rules_table() (in module validphys.sumrules) central_value (validphys.coredata.CFactorData attribute) (validphys.results.DataResult property) (validphys.results.StatsResult property) (validphys.results.ThUncertaintiesResult property) central_value() (n3fit.vpinterface.N3Stats method) (validphys.core.Stats method) central_values (validphys.coredata.CommonData property) CFactorData (class in validphys.coredata) CfactorNotFound change_name() (in module validphys.renametools) check() (validphys.commondataparser.ObservableMetaData method) check_additional_errors() (in module validphys.filters) check_at_least_10_fits() (in module validphys.closuretest.closure_checks) check_at_least_two_replicas() (in module validphys.checks) check_auth() (validphys.uploadutils.Uploader method) check_basis() (in module validphys.pdfbases) check_basis_with_layers() (in module n3fit.checks) check_can_save_grid() (in module validphys.checks) check_cfactor() (validphys.loader.Loader method) check_commondata() (validphys.loader.Loader method) check_compound() (validphys.loader.Loader method) check_consistent_basis() (in module n3fit.checks) check_consistent_layers() (in module n3fit.checks) check_consistent_parallel() (in module n3fit.checks) check_correct_partitions() (in module n3fit.checks) check_correct_theory_combination() (in module validphys.theorycovariance.theorycovarianceutils) check_correct_theory_combination_internal() (in module validphys.theorycovariance.theorycovarianceutils) check_cuts_considered() (in module validphys.checks) check_cuts_fromfit() (in module validphys.checks) check_darwin_single_process() (in module validphys.checks) check_data_cuts_match_theorycovmat() (in module validphys.checks) check_dataset() (validphys.loader.Loader method) check_dataset_cuts_match_theorycovmat() (in module validphys.checks) check_dataset_items() (in module validphys.paramfits.dataops) 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_existing_parameters() (in module n3fit.checks) check_experiment() (validphys.loader.Loader method) check_fiatlux_pdfs_id() (in module n3fit.checks) 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_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_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_upload() (validphys.uploadutils.Uploader method) check_use_fitcommondata() (in module validphys.closuretest.closure_checks) check_use_t0() (in module validphys.checks) check_using_theory_covmat() (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_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) cm_energy (validphys.commondataparser.ObservableMetaData property) (validphys.commondataparser.SetMetaData property) color_iter() (in module validphys.plotutils) combine_by_type() (in module validphys.theorycovariance.construction) combine_pseudoreplica_tables() (in module validphys.tableloader) combine_pseudorreplica_tables() (in module validphys.tableloader) comment (validphys.commondataparser.TheoryMeta attribute) common (validphys.fitdata.DatasetComp attribute) common_prefix() (in module validphys.utils) CommonData (class in validphys.coredata) commondata (validphys.kinematics.XQ2Map attribute) commondata_folder (validphys.loader.Loader property) commondata_table (validphys.coredata.CommonData attribute) CommonDataMetadata (class in validphys.commondataparser) commondataproc (validphys.coredata.CommonData attribute) CommonDataSpec (class in validphys.core) compare_aic() (in module validphys.paramfits.dataops) compare_determinations_table() (in module validphys.paramfits.dataops) compare_determinations_table_impl() (in module validphys.paramfits.dataops) 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) compress_mongodb_database() (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) 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_output_shape() (n3fit.backends.keras_backend.multi_dense.MultiDense method) compute_phi() (in module n3fit.vpinterface) compute_photon_array() (validphys.photon.compute.Photon method) compute_reward() (in module validphys.hyper_algorithm) computed_pseudoreplicas_chi2() (in module validphys.chi2grids) 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) conversion_factor (validphys.commondataparser.TheoryMeta attribute) convert_bson_to_dict() (in module n3fit.hyper_optimization.mongofiletrials) copy_grid() (validphys.pdfgrids.XPlottingGrid method) CoreConfig (class in validphys.config) 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_3rpt() (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_7pt_orig() (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_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_central (validphys.commondataparser.ObservableMetaData attribute) (validphys.commondataparser.Variant 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_uncertainties (validphys.commondataparser.ObservableMetaData attribute) (validphys.commondataparser.Variant attribute) 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) datasepecs_as_value_error_table_impl() (in module validphys.paramfits.dataops) datasepecs_quad_table_impl() (in module validphys.paramfits.dataops) 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_covmat_differences_table() (in module validphys.covmats) datasets_properties_table() (in module validphys.fitdata) DataSetSpec (class in validphys.core) dataspecs_as_central_parabolas_map() (in module validphys.paramfits.dataops) dataspecs_as_value_error_table() (in module validphys.paramfits.dataops) dataspecs_as_value_error_table_impl() (in module validphys.paramfits.dataops) dataspecs_as_value_error_table_transposed() (in module validphys.paramfits.dataops) dataspecs_chi2_by_dataset_dict() (in module validphys.paramfits.dataops) dataspecs_chi2_differences_table() (in module validphys.results) dataspecs_chi2_table() (in module validphys.results) 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_groups_chi2_table() (in module validphys.results) dataspecs_matched_pseudoreplicas_chi2_table() (in module validphys.paramfits.dataops) dataspecs_matched_pseudorreplicas_chi2_table() (in module validphys.paramfits.dataops) dataspecs_ndata_table() (in module validphys.paramfits.dataops) dataspecs_quad_table_impl() (in module validphys.paramfits.dataops) dataspecs_quad_value_error_table() (in module validphys.paramfits.dataops)

dataspecs_stats_error_table() (in module validphys.paramfits.dataops) dataspecs_stats_error_table_transposed() (in module validphys.paramfits.dataops) DataTrValSpec (class in validphys.pseudodata) dbpath (validphys.core.TheoryIDSpec attribute) 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) 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) derivative_dispersion_table() (in module validphys.paramfits.dataops) describe_kinematics() (in module validphys.kinematics) description (validphys.commondataparser.ValidVariable attribute) (validphys.coredata.CFactorData attribute) determine_vetoes() (in module validphys.fitveto) diagdf_theory_covmat() (in module validphys.theorycovariance.tests) dict_factory() (in module validphys.plotoptions.core) digest_plotting_variable() (validphys.commondataparser.ObservableMetaData method) DIJET3DXQ2MapMixin (class in validphys.plotoptions.kintransforms) dijet_CMS_3D (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) dijet_CMS_5TEV (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) dijet_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) dijet_sqrt_scale_ATLAS (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) DIJETATLASXQ2MapMixin (class in validphys.plotoptions.kintransforms) DIJETXQ2MapMixin (class in validphys.plotoptions.kintransforms) DIS (class in n3fit.layers.DIS) dis_predictions() (in module validphys.convolution) dis_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) discarded_mask() (in module validphys.paramfits.dataops) distance_grids() (in module validphys.pdfgrids) DistancePDFPlotter (class in validphys.pdfplots) distribution_veto() (in module validphys.fitveto) DISXQ2MapMixin (class in validphys.plotoptions.kintransforms) doubleindex_set_byprocess() (in module validphys.theorycovariance.tests) doubleindex_thcovmat() (in module validphys.theorycovariance.tests) download_and_extract() (in module validphys.loader) 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_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.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) DYMXQ2MapMixin (class in validphys.plotoptions.kintransforms) dyp_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) DYXQ2MapMixin (class in validphys.plotoptions.kintransforms)

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) eigenvector_plot() (in module validphys.theorycovariance.tests) einsum() (in module n3fit.backends.keras_backend.operations) element_representations (validphys.pdfbases.Basis attribute) elementlabel() (validphys.pdfbases.Basis method) enable_tensorboard() (n3fit.model_trainer.ModelTrainer method) ensure_database_dir_exists() (n3fit.hyper_optimization.mongofiletrials.MongodRunner 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() (in module n3fit.backends.keras_backend.operations) (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_new() (in module n3fit.scripts.evolven3fit) ewj_jpt_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewj_jrap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewj_mll_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewj_pt_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewj_ptrap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewj_rap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewk_mll_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute)

ewk_pseudorapity_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewk_pt_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewk_ptrap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) ewk_rap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) EWPTXQ2MapMixin (class in validphys.plotoptions.kintransforms) 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.commondataparser.ObservableMetaData property) (validphys.kinematics.XQ2Map attribute) (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() (validphys.coredata.CommonData method) export_data() (validphys.coredata.CommonData method) export_fits_computed_pseudoreplicas_chi2() (in module validphys.chi2grids) export_mask() (in module validphys.filters) export_uncertainties() (validphys.coredata.CommonData method) extra_labels (validphys.plotoptions.plottingoptions.PlottingOptions attribute) extract_mongodb_database() (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials static method)

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) file (validphys.commondataparser.ValidKinematics 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() (in module validphys.filters) filter_closure_data_by_experiment() (in module validphys.filters) filter_real_data() (in module validphys.filters) filter_replicas() (in module validphys.scripts.postfit) 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_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_table() (in module validphys.results) fits_groups_chi2_table() (in module validphys.results) fits_groups_phi_table() (in module validphys.results) fits_matched_pseudoreplicas_chi2_table() (in module validphys.paramfits.dataops) fits_matched_pseudorreplicas_chi2_table() (in module validphys.paramfits.dataops) fits_measured_xi() (in module validphys.closuretest.multiclosure_output) 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_replica_data_with_discarded_replicas() (in module validphys.paramfits.dataops) 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) FK_tables (validphys.commondataparser.TheoryMeta attribute) 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) fktables_to_paths() (validphys.commondataparser.TheoryMeta method) FKTableSpec (class in validphys.core) flatten() (in module n3fit.backends.keras_backend.operations) flavors (validphys.lhapdfset.LHAPDFSet property) flavours (validphys.arclength.ArcLengthGrid attribute) (validphys.pdfgrids.KineticXPlottingGrid 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) fmt() (in module validphys.eff_exponents) fnorm_shifts_byprocess() (in module validphys.theorycovariance.tests) fnorm_shifts_ordered() (in module validphys.theorycovariance.tests) folder (validphys.commondataparser.SetMetaData property) frac (validphys.n3fit_data_utils.FittableDataSet attribute) frame_center() (in module validphys.plotutils) freeze_args() (in module validphys.utils) 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) full_label() (validphys.commondataparser.ValidVariable method) func_labels (validphys.plotoptions.plottingoptions.PlottingOptions attribute) fxq() (validphys.photon.structure_functions.F2LO method) (validphys.photon.structure_functions.InterpStructureFunction method) (validphys.photon.structure_functions.StructureFunction method)

G

gather() (in module n3fit.backends.keras_backend.operations) 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_path_filtered_data() (in module validphys.utils) 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.backends.keras_backend.multi_dense.MultiDense method) (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_cv() (validphys.coredata.CommonData method) 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_kinlabel_key() (in module validphys.commondataparser) get_kintable() (validphys.coredata.CommonData method) get_label() (validphys.commondataparser.ValidKinematics method) get_layer_re() (n3fit.backends.keras_backend.MetaModel.MetaModel method) get_layer_replica_weights() (in module n3fit.backends.keras_backend.MetaModel) get_lha_datapath() (in module validphys.lhaindex) get_members() (validphys.core.PDF method) get_names_to_indexes() (in module validphys.lhaindex) get_nn_weights() (n3fit.vpinterface.N3PDF method) get_np_fktable() (validphys.coredata.FKTableData method) get_parabola() (in module validphys.paramfits.dataops) 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_plot_kinlabels() (in module validphys.commondataparser) 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_xq2map() (in module validphys.plotoptions.core) 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.KineticXPlottingGrid attribute) (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) half_sample_stats_error() (in module validphys.paramfits.dataops) handle_meta_interactive() (in module validphys.scripts.wiki_upload) handle_single_file() (in module validphys.scripts.wiki_upload) HandlerSpec (in module validphys.plotutils) has_element() (validphys.pdfbases.Basis method) hatch_iter() (in module validphys.plotutils) hepdata (validphys.commondataparser.SetMetaData attribute) hessian_from_lincomb() (in module validphys.lhio) HessianStats (class in validphys.core) hig_rap_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) 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) hqp_mqq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute)

hqp_ptq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) hqp_ptqq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) hqp_yq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) hqp_yqq_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) HQPTXQ2MapMixin (class in validphys.plotoptions.kintransforms) HQQPTXQ2MapMixin (class in validphys.plotoptions.kintransforms) 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

id (validphys.core.TheoryIDSpec attribute) identity (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) idx (n3fit.model_trainer.InputInfo attribute) implemented_datasets (validphys.loader.Loader property) implemented_observables (validphys.commondataparser.SetMetaData attribute) inc_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) 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) iNSPIRE (validphys.commondataparser.SetMetaData attribute) 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_dataset_loader() (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_integrability (validphys.commondataparser.ObservableMetaData property) is_lagrange_multiplier (validphys.commondataparser.ObservableMetaData property) is_pineappl() (validphys.core.TheoryIDSpec method) is_ported_dataset (validphys.commondataparser.ObservableMetaData property) is_positive (validphys.fitdata.FitInfo attribute) is_positivity (validphys.commondataparser.ObservableMetaData property) is_stacked_single_replicas() (in module n3fit.backends.keras_backend.MetaModel) is_t0 (validphys.lhapdfset.LHAPDFSet property) is_unique() (in module n3fit.layers.observable) 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) jet_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute)

JETXQ2MapMixin (class in validphys.plotoptions.kintransforms) journal (validphys.commondataparser.ValidReference attribute) jsonfit() (in module n3fit.io.writer)

K

k1 (validphys.plotoptions.core.KinLabel attribute) k2 (validphys.plotoptions.core.KinLabel attribute) k2bins10() (in module validphys.plotoptions.labelers) k2bins5() (in module validphys.plotoptions.labelers) k2bins6() (in module validphys.plotoptions.labelers) k3 (validphys.plotoptions.core.KinLabel attribute) 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) kin_variables (validphys.coredata.CommonData attribute) kinematic_coverage (validphys.commondataparser.ObservableMetaData attribute)

kinematics (validphys.commondataparser.ObservableMetaData attribute) (validphys.coredata.CommonData property) kinematics_override (validphys.plotoptions.plottingoptions.PlottingOptions attribute) kinematics_table() (in module validphys.kinematics) kinematics_table_notable() (in module validphys.kinematics) kinetic_xplotting_grid() (in module validphys.pdfgrids) KineticXPlottingGrid (class in validphys.pdfgrids) KinLabel (class in validphys.plotoptions.core) kinlabels (validphys.commondataparser.ObservableMetaData property) kinlimits() (in module validphys.kinematics) Kintransform (class in validphys.plotoptions.kintransforms) kitable() (in module validphys.plotoptions.core)

L

label (validphys.commondataparser.ValidVariable attribute) (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.core.PDF property) (validphys.results.DataResult property) label() (in module validphys.plotoptions.utils) LabeledShifts (class in validphys.theorycovariance.tests) labels (validphys.pdfbases.Basis attribute) LagrangeCallback (class in n3fit.backends.keras_backend.callbacks) LagrangeSetSpec (class in validphys.core) leaky_relu() (in module n3fit.backends.keras_backend.base_layers) legacy (validphys.coredata.CommonData attribute) legacy_name (validphys.core.CommonDataSpec property) (validphys.coredata.CommonData attribute) 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.SimilarCuts method) (validphys.core.ThCovMatSpec method) load_adapted_fits_chi2_table() (in module validphys.tableloader) load_all_replicas() (in module validphys.lhio) load_cfactors() (validphys.core.FKTableSpec method) load_commondata() (in module validphys.commondataparser) (validphys.core.DataGroupSpec method) (validphys.core.DataSetSpec method) (validphys.core.LagrangeSetSpec method)

load_commondata_instance() (validphys.core.DataGroupSpec method) load_commondata_new() (in module validphys.commondataparser) load_commondata_old() (in module validphys.commondataparser) load_data_central() (validphys.commondataparser.ObservableMetaData 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_fits_computed_psedorreplicas_chi2() (in module validphys.tableloader) load_fits_computed_pseudoreplicas_chi2() (in module validphys.tableloader) load_fktable() (in module validphys.fkparser) load_identical_replicas() (n3fit.backends.keras_backend.MetaModel.MetaModel method) load_kinematics() (validphys.commondataparser.ObservableMetaData method) load_perreplica_chi2_table() (in module validphys.tableloader) load_replica() (in module validphys.lhio) load_t0() (validphys.core.PDF method) load_uncertainties() (validphys.commondataparser.ObservableMetaData method) load_with_cuts() (validphys.core.FKTableSpec method) loaded_commondata_with_cuts() (in module validphys.commondata) Loader (class in validphys.loader) loader (validphys.config.CoreConfig property) LoaderBase (class in validphys.loader) LoaderError LoadFailedError location (validphys.paramfits.dataops.RobustSampleWrapper property) (validphys.paramfits.dataops.StandardSampleWrapper property) 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_hashable() (in module validphys.utils) make_label() (validphys.results.ThPredictionsResult static method) make_level1_data() (in module validphys.pseudodata) 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) 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_dense n3fit.backends.keras_backend.operations n3fit.checks n3fit.hyper_optimization n3fit.hyper_optimization.filetrials n3fit.hyper_optimization.hyper_scan n3fit.hyper_optimization.mongofiletrials n3fit.hyper_optimization.penalties n3fit.hyper_optimization.rewards n3fit.io n3fit.io.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_msr n3fit.tests.test_multidense 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.chi2grids validphys.closuretest validphys.closuretest.closure_checks validphys.closuretest.closure_plots validphys.closuretest.closure_results validphys.closuretest.multiclosure validphys.closuretest.multiclosure_output validphys.closuretest.multiclosure_pdf validphys.closuretest.multiclosure_pdf_output validphys.closuretest.multiclosure_preprocessing validphys.closuretest.multiclosure_pseudodata validphys.commondata validphys.commondataparser 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.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.paramfits validphys.paramfits.config validphys.paramfits.dataops validphys.paramfits.plots 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.kintransforms validphys.plotoptions.labelers validphys.plotoptions.plottingoptions validphys.plotoptions.resulttransforms validphys.plotoptions.utils validphys.plotutils validphys.process_options 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_metaexps validphys.tests.test_results validphys.tests.test_tableloader 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) MongodRunner (class in n3fit.hyper_optimization.mongofiletrials) MongoFileTrials (class in n3fit.hyper_optimization.mongofiletrials) monitor_chi2() (n3fit.stopping.Stopping method) MSR_Normalization (class in n3fit.layers.msr_normalization) MultiDense (class in n3fit.backends.keras_backend.multi_dense) MultiInitializer (class in n3fit.backends.keras_backend.multi_dense) multiplicative_errors (validphys.coredata.CommonData property) 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_dense module n3fit.backends.keras_backend.operations module n3fit.checks module n3fit.hyper_optimization module n3fit.hyper_optimization.filetrials module n3fit.hyper_optimization.hyper_scan module n3fit.hyper_optimization.mongofiletrials module n3fit.hyper_optimization.penalties module n3fit.hyper_optimization.rewards module n3fit.io module n3fit.io.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_msr module

n3fit.tests.test_multidense 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_fit_samples() (in module validphys.closuretest.multiclosure) n_members (validphys.lhapdfset.LHAPDFSet property) n_replica_samples() (in module validphys.closuretest.multiclosure) name (n3fit.model_gen.ObservableWrapper attribute) (validphys.commondataparser.CommonDataMetadata attribute) (validphys.commondataparser.ObservableMetaData property) (validphys.core.CommonDataSpec property) (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.n3fit_data_utils.FittableDataSet attribute) (validphys.results.DataResult property) name_to_label() (validphys.plotoptions.core.PlotInfo method) namelist (validphys.theorycovariance.construction.ProcessInfo attribute) natural_keys() (in module validphys.scripts.vp_list) ndata (validphys.closuretest.closure_results.BiasData attribute) (validphys.closuretest.closure_results.VarianceData attribute) (validphys.commondataparser.CommonDataMetadata attribute) (validphys.commondataparser.ObservableMetaData attribute) (validphys.core.CommonDataSpec property) (validphys.coredata.CommonData attribute) (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) (validphys.plotoptions.kintransforms.dijet_CMS_3D method) (validphys.plotoptions.kintransforms.dijet_CMS_5TEV method) (validphys.plotoptions.kintransforms.dijet_sqrt_scale method) (validphys.plotoptions.kintransforms.dijet_sqrt_scale_ATLAS method) (validphys.plotoptions.kintransforms.dis_sqrt_scale method) (validphys.plotoptions.kintransforms.ewk_pseudorapity_sqrt_scale method) (validphys.plotoptions.kintransforms.identity method) (validphys.plotoptions.kintransforms.jet_sqrt_scale method) (validphys.plotoptions.kintransforms.nmc_process method) (validphys.plotoptions.kintransforms.SqrtScaleMixin method) 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) (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) next_effective_exponents_table() (in module validphys.eff_exponents) next_multiclosure_alpha_preprocessing_table() (in module validphys.closuretest.multiclosure_preprocessing) next_multiclosure_beta_preprocessing_table() (in module validphys.closuretest.multiclosure_preprocessing) nite (validphys.fitdata.FitInfo attribute) nkin (validphys.coredata.CommonData attribute) nmc_process (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) nnpdf31_process (validphys.plotoptions.plottingoptions.PlottingOptions attribute) nnpdf_metadata (validphys.commondataparser.ObservableMetaData property) (validphys.commondataparser.SetMetaData attribute) nnpdf_pdfs (validphys.loader.RemoteLoader property) nnpdf_pdfs_index (validphys.loader.RemoteLoader property) nnpdf_pdfs_urls (validphys.loader.RemoteLoader property) nnpdf_weights() (in module validphys.reweighting) nnpdf_weights_numerator() (in module validphys.reweighting) NOCUTS (validphys.core.CutsPolicy attribute) normalization (validphys.commondataparser.TheoryMeta 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) npoints (validphys.commondataparser.ObservableMetaData attribute) ns_dump_description() (n3fit.scripts.n3fit_exec.N3FitEnvironment class method) (n3fit.scripts.vp_setupfit.SetupFitEnvironment class method) nsys (validphys.commondataparser.CommonDataMetadata attribute) (validphys.core.CommonDataSpec property) (validphys.coredata.CommonData attribute) 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 (validphys.commondataparser.ObservableMetaData attribute) observable_generator() (in module n3fit.model_gen) observable_name (validphys.commondataparser.ObservableMetaData attribute) ObservableMetaData (class in validphys.commondataparser) observables (n3fit.model_gen.ObservableWrapper attribute) ObservableWrapper (class in n3fit.model_gen) ObsRotation (class in n3fit.layers.rotations) offset_xcentered() (in module validphys.plotutils) on_epoch_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) op_log() (in module n3fit.backends.keras_backend.operations) op_multiply() (in module n3fit.backends.keras_backend.operations) op_multiply_dim() (in module n3fit.backends.keras_backend.operations) op_subtract() (in module n3fit.backends.keras_backend.operations) open_fkpath() (in module validphys.fkparser) operation (validphys.commondataparser.TheoryMeta attribute) (validphys.n3fit_data_utils.FittableDataSet attribute) optimizer() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) optimizer_arg_wrapper() (in module n3fit.hyper_optimization.hyper_scan) order_axis() (in module validphys.hyperoptplot) ordered_alltheory_vector() (in module validphys.theorycovariance.tests)

P

p_alpha_study() (in module validphys.reweighting) pad_fk() (n3fit.layers.DIS.DIS method) (n3fit.layers.DY.DY method) (n3fit.layers.observable.Observable method) parabolic_as_determination() (in module validphys.paramfits.dataops) parabolic_as_determination_with_tag() (in module validphys.paramfits.dataops) ParamfitsConfig (class in validphys.paramfits.config) 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_blacklist_datasets() (validphys.paramfits.config.ParamfitsConfig method) 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_experiments_covmat_output() (validphys.paramfits.config.ParamfitsConfig method) parse_extra_sum() (validphys.paramfits.config.ParamfitsConfig method) parse_extra_sums() (validphys.paramfits.config.ParamfitsConfig 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_fits_chi2_paramfits_output() (validphys.paramfits.config.ParamfitsConfig method) parse_fits_computed_psedorreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) parse_fits_computed_pseudoreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig 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_index() (in module validphys.lhaindex) parse_info() (in module validphys.lhaindex) parse_integdataset() (validphys.config.CoreConfig method) parse_integdatasets() (validphys.config.CoreConfig method) parse_keys() (in module validphys.hyper_algorithm) parse_line_by() (validphys.plotoptions.plottingoptions.PlottingOptions method) parse_losses() (in module n3fit.stopping) parse_lumi_channel() (validphys.config.CoreConfig method) parse_lumi_channels() (validphys.config.CoreConfig method) parse_luxset() (validphys.config.CoreConfig method) parse_metadata_group() (validphys.config.CoreConfig method) parse_ndata() (in module n3fit.stopping) parse_new_metadata() (in module validphys.commondataparser) parse_norm_threshold() (validphys.config.CoreConfig method) parse_optimizer() (in module validphys.hyperoptplot) parse_pdf() (validphys.config.CoreConfig method) parse_pdfs() (validphys.config.CoreConfig method) parse_posdataset() (validphys.config.CoreConfig method) parse_posdatasets() (validphys.config.CoreConfig method) parse_reweighting_experiments() (validphys.config.CoreConfig method) parse_set_metadata() (in module validphys.commondataparser) parse_speclabel() (validphys.config.CoreConfig method) parse_statistics() (in module validphys.hyperoptplot) parse_stopping() (in module validphys.hyperoptplot) parse_systypes() (in module validphys.commondataparser) parse_t0pdfset() (validphys.config.CoreConfig method) parse_theoryid() (validphys.config.CoreConfig method) parse_theoryids() (validphys.config.CoreConfig method) parse_trial() (in module validphys.hyperoptplot) 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) parser() (validphys.commondataparser.TheoryMeta class method) path (validphys.core.FitSpec attribute) (validphys.core.HyperscanSpec attribute) (validphys.core.TheoryIDSpec attribute) path_data_central (validphys.commondataparser.ObservableMetaData property) path_kinematics (validphys.commondataparser.ObservableMetaData property) paths_uncertainties (validphys.commondataparser.ObservableMetaData property) patience() (in module n3fit.hyper_optimization.penalties) 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) 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) peek_commondata_metadata() (in module validphys.commondataparser) 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) pht_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions attribute) pineappl_reader() (in module validphys.pineparser) pineko_yaml() (in module validphys.pineparser) plot_activation_per_layer() (in module validphys.hyperoptplot) 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_as_central_parabola() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2_diff() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2_diff_negative() (in module validphys.paramfits.plots) plot_as_cummulative_central_chi2_diff_underflow() (in module validphys.paramfits.plots) plot_as_datasets_compare() (in module validphys.paramfits.plots) plot_as_datasets_pseudoreplicas_chi2() (in module validphys.paramfits.plots) plot_as_datasets_pseudorreplicas_chi2() (in module validphys.paramfits.plots) plot_as_distribution() (in module validphys.paramfits.plots) plot_as_exepriments_central_chi2() (in module validphys.paramfits.plots) plot_as_value_error_central() (in module validphys.paramfits.plots) 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_as_value_error() (in module validphys.paramfits.plots) plot_dataspecs_as_value_error_comparing_with_central() (in module validphys.paramfits.plots) plot_dataspecs_central_parabolas() (in module validphys.paramfits.plots) 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_parabola_examples() (in module validphys.paramfits.plots) plot_dataspecs_positivity() (in module validphys.dataplots) plot_dataspecs_pseudoreplica_means() (in module validphys.paramfits.plots) plot_dataspecs_pseudorreplica_means() (in module validphys.paramfits.plots) 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_as_profile() (in module validphys.paramfits.plots) 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_fitted_replicas_as_profiles_matched() (in module validphys.paramfits.plots) 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_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_mean_pulls() (in module validphys.paramfits.plots) 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_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_poly_as_fit() (in module validphys.paramfits.plots) plot_pos_neg_pdfs() (in module validphys.deltachi2) plot_positivity() (in module validphys.dataplots) plot_pull_gaussian_fit_central() (in module validphys.paramfits.plots) plot_pull_gaussian_fit_pseudo() (in module validphys.paramfits.plots) plot_pull_plots_global_min() (in module validphys.paramfits.plots) plot_pulls_central() (in module validphys.paramfits.plots) 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_as_distribution_dataspecs() (in module validphys.paramfits.plots) 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) plotting (validphys.commondataparser.ObservableMetaData attribute) plotting_options (validphys.commondataparser.ObservableMetaData property) PlottingFile (class in validphys.plotoptions.core) PlottingOptions (class in validphys.plotoptions.plottingoptions) ported_from (validphys.commondataparser.ObservableMetaData 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 pow() (in module n3fit.backends.keras_backend.operations) 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) 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) 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.commondataparser.ObservableMetaData property) (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_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.commondataparser.CommonDataMetadata attribute) (validphys.commondataparser.ObservableMetaData attribute) (validphys.core.CommonDataSpec property) (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_combine_dataspecs_pseudoreplicas_as() (validphys.paramfits.config.ParamfitsConfig method) produce_combine_dataspecs_pseudorreplicas_as() (validphys.paramfits.config.ParamfitsConfig 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_fits_as() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_as_from_fitdeclarations() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_central_chi2_by_dataset_item() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_central_chi2_by_experiment_and_dataset() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_central_chi2_for_total() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudoreplicas_chi2_by_dataset_item() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudoreplicas_chi2_by_experiment_and_dataset() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudoreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudorreplicas_chi2_by_dataset_item() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudorreplicas_chi2_by_experiment_and_dataset() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_matched_pseudorreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_name() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_name_from_fitdeclarations() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_pdf_config() (validphys.paramfits.config.ParamfitsConfig method) produce_fits_replica_data_correlated_for_total() (validphys.paramfits.config.ParamfitsConfig method) produce_fitthcovmat() (validphys.config.CoreConfig method) produce_fitunderlyinglaw() (validphys.config.CoreConfig method) produce_fivetheories() (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_inclusive_use_scalevar_uncertainties() (validphys.config.CoreConfig 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_matched_pseudoreplicas_for_total() (validphys.paramfits.config.ParamfitsConfig method) produce_matched_pseudorreplcias_for_total() (validphys.paramfits.config.ParamfitsConfig 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_scale_variation_theories() (validphys.config.CoreConfig method) produce_sep_mult() (validphys.config.CoreConfig method) produce_seventheories() (validphys.config.CoreConfig method) produce_t0set() (validphys.config.CoreConfig method) produce_theory_database() (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) produce_use_fits_chi2_paramfits_output() (validphys.paramfits.config.ParamfitsConfig method) produce_use_fits_computed_psedorreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig method) produce_use_fits_computed_pseudoreplicas_chi2_output() (validphys.paramfits.config.ParamfitsConfig 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) PseudoReplicaExpChi2Data (in module validphys.chi2grids) pseudoreplicas_stats_error() (in module validphys.paramfits.dataops) pseudorreplicas_stats_error() (in module validphys.paramfits.dataops) pt_ratio() (in module validphys.plotoptions.labelers) pull_grids() (in module validphys.pdfgrids) PullPDFPlotter (class in validphys.pdfplots)

Q

Q (validphys.pdfgrids.KineticXPlottingGrid attribute) (validphys.pdfgrids.XPlottingGrid attribute) (validphys.pdfplots.PDFPlotter property) (validphys.pdfplots.PullPDFPlotter property) Q0 (validphys.coredata.FKTableData 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) qlabel (validphys.plotoptions.kintransforms.dyp_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_jpt_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_jrap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_mll_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_pt_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_ptrap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewj_rap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_mll_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_pt_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_ptrap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.ewk_rap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hig_rap_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_mqq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_ptq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_ptqq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_yq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.hqp_yqq_sqrt_scale attribute) (validphys.plotoptions.kintransforms.inc_sqrt_scale attribute) (validphys.plotoptions.kintransforms.pht_sqrt_scale attribute) (validphys.plotoptions.kintransforms.sia_sqrt_scale attribute) (validphys.plotoptions.kintransforms.SqrtScaleMixin attribute)

quadratic_as_determination() (in module validphys.paramfits.dataops) quadratic_as_determination_with_tag() (in module validphys.paramfits.dataops)

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) recreate_fit_pseudodata() (in module validphys.pseudodata) recreate_pdf_pseudodata() (in module validphys.pseudodata) recreate_pdf_pseudodata_no_table() (in module validphys.pseudodata) refresh() (n3fit.hyper_optimization.filetrials.FileTrials method) (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) register() (n3fit.stopping.FitHistory 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_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_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) reset_layer_weights_to() (n3fit.backends.keras_backend.MetaModel.MetaModel method) reshape() (in module n3fit.backends.keras_backend.operations) 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) RobustSampleWrapper (class in validphys.paramfits.dataops) root_url (validphys.uploadutils.ArchiveUploader attribute) (validphys.uploadutils.FitUploader property) (validphys.uploadutils.HyperscanUploader property) (validphys.uploadutils.PDFUploader property) (validphys.uploadutils.ReportUploader property) Rotation (class in n3fit.layers.rotations) rotation (n3fit.model_gen.ObservableWrapper attribute) rstate (n3fit.hyper_optimization.filetrials.FileTrials property) (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials property) Rule (class in validphys.filters) 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_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.paramfits.dataops.RobustSampleWrapper property) (validphys.paramfits.dataops.StandardSampleWrapper property) (validphys.pdfgrids.KineticXPlottingGrid attribute) (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_observable() (validphys.commondataparser.SetMetaData method) 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) SetMetaData (class in validphys.commondataparser) setname (validphys.commondataparser.ObservableMetaData property) (validphys.commondataparser.SetMetaData attribute) (validphys.coredata.CommonData attribute) (validphys.fkparser.GridInfo attribute) 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.commondataparser.TheoryMeta attribute) (validphys.theorycovariance.tests.LabeledShifts attribute) sia_sqrt_scale (class in validphys.plotoptions.kintransforms) (validphys.plotoptions.plottingoptions.TransformFunctions 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() (in module n3fit.backends.keras_backend.operations) 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_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) SqrtScaleMixin (class in validphys.plotoptions.kintransforms) square_activation() (in module n3fit.backends.keras_backend.base_layers) stack() (in module n3fit.backends.keras_backend.operations) StandardSampleWrapper (class in validphys.paramfits.dataops) start() (n3fit.hyper_optimization.mongofiletrials.MongodRunner method) start_key (n3fit.stopwatch.StopWatch attribute) start_mongo_workers() (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) stat_errors (validphys.coredata.CommonData property) 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.hyper_optimization.mongofiletrials.MongodRunner method) (n3fit.stopwatch.StopWatch method) stop_epoch (n3fit.stopping.Stopping property) stop_here() (n3fit.stopping.Stopping method) stop_mongo_workers() (n3fit.hyper_optimization.mongofiletrials.MongoFileTrials method) Stopping (class in n3fit.stopping) stopping() (n3fit.hyper_optimization.hyper_scan.HyperScanner method) StoppingCallback (class in n3fit.backends.keras_backend.callbacks) StopWatch (class in n3fit.stopwatch) storefit() (in module n3fit.io.writer) StructureFunction (class in validphys.photon.structure_functions) study_combination() (in module validphys.hyper_algorithm) subplots() (in module validphys.plotutils) sum() (in module n3fit.backends.keras_backend.operations) 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.coredata.CommonData method) systematics_matrix() (in module validphys.covmats_utils) systematics_matrix_from_commondata() (in module validphys.covmats) systematics_table (validphys.coredata.CommonData attribute) systype_table (validphys.coredata.CommonData attribute)

T

t0_chi2_info_table() (in module validphys.fitdata) t0_covmat_from_systematics() (in module validphys.covmats) TableLoaderError tables (validphys.commondataparser.ObservableMetaData attribute) (validphys.commondataparser.ValidReference attribute) target_dir (validphys.uploadutils.ArchiveUploader attribute) (validphys.uploadutils.FitUploader property) (validphys.uploadutils.HyperscanUploader property) (validphys.uploadutils.PDFUploader property) (validphys.uploadutils.ReportUploader property) tempfile_cleaner() (in module validphys.utils) tensor_ones_like() (in module n3fit.backends.keras_backend.operations) tensor_product() (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_all() (in module n3fit.tests.test_msr) test_bias_function() (in module validphys.tests.test_closuretest) test_boolean_mask() (in module n3fit.tests.test_backend) test_c_to_py_fun() (in module n3fit.tests.test_backend) test_chi2_arithmetic() (in module validphys.tests.test_weights) 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_extrasum_slice() (in module validphys.tests.test_tableloader) 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_initializers() (in module n3fit.tests.test_multidense) 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_min_combination() (in module validphys.tests.test_tableloader) test_msr() (in module n3fit.tests.test_msr) test_multidense() (in module n3fit.tests.test_multidense) 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_op_multiply_dim() (in module n3fit.tests.test_backend) test_patience() (in module n3fit.tests.test_penalties) test_preprocessing() (in module n3fit.tests.test_preprocessing) 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_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_sum() (in module n3fit.tests.test_backend) test_tensor_product() (in module n3fit.tests.test_backend) test_variance_function() (in module validphys.tests.test_closuretest) test_vsr() (in module n3fit.tests.test_msr) test_weights_have_same_commondata() (in module validphys.tests.test_weights) 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) TestResult (class in validphys.tests.test_closuretest) ThCovMatSpec (class in validphys.core) theory (validphys.commondataparser.ObservableMetaData attribute) (validphys.commondataparser.Variant attribute)

theory_corrmat_custom() (in module validphys.theorycovariance.construction) theory_covmat_custom() (in module validphys.theorycovariance.construction) theory_covmat_custom_fitting() (in module validphys.theorycovariance.construction) theory_covmat_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) TheoryMeta (class in validphys.commondataparser) 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_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_fktables() (validphys.n3fit_data_utils.FittableDataSet method) training_mask (validphys.n3fit_data_utils.FittableDataSet 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) TransformFunctions (class in validphys.plotoptions.plottingoptions) transpose() (in module n3fit.backends.keras_backend.operations) 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) units (validphys.commondataparser.ValidVariable attribute) unknown_sum_rules() (in module validphys.sumrules) unknown_sum_rules_table() (in module validphys.sumrules) UnknownElement unweighted_index() (in module validphys.reweighting) update_mask() (n3fit.layers.losses.LossInvcovmat method) update_runcard_description_yaml() (in module validphys.eff_exponents) upload_context() (validphys.app.App static method) (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.FileUploader method) (validphys.uploadutils.Uploader method)

upload_host (validphys.uploadutils.Uploader property) upload_or_exit_context() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.Uploader method) upload_output() (validphys.uploadutils.ArchiveUploader method) (validphys.uploadutils.FitUploader method) (validphys.uploadutils.Uploader method) Uploader (class in validphys.uploadutils) UploadError url (validphys.commondataparser.ValidReference attribute) user_covmat() (in module validphys.theorycovariance.construction) user_covmat_fitting() (in module validphys.theorycovariance.construction)

V

val_idx (validphys.pseudodata.DataTrValSpec attribute) validation (validphys.fitdata.FitInfo attribute) validation_fktables() (validphys.n3fit_data_utils.FittableDataSet method) validation_pseudodata() (in module validphys.n3fit_data) validation_theory_chi2() (in module validphys.theorycovariance.tests) ValidKinematics (class in validphys.commondataparser) validphys module validphys.api module validphys.app module validphys.arclength module validphys.asy_exponents module validphys.calcutils module validphys.checks module validphys.chi2grids module validphys.closuretest module validphys.closuretest.closure_checks module validphys.closuretest.closure_plots module validphys.closuretest.closure_results module validphys.closuretest.multiclosure 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.commondataparser 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.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.paramfits module validphys.paramfits.config module validphys.paramfits.dataops module validphys.paramfits.plots 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.kintransforms module validphys.plotoptions.labelers module validphys.plotoptions.plottingoptions module validphys.plotoptions.resulttransforms module validphys.plotoptions.utils module validphys.plotutils module validphys.process_options 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_metaexps module validphys.tests.test_results module validphys.tests.test_tableloader 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) ValidReference (class in validphys.commondataparser) ValidVariable (class in validphys.commondataparser) VarDistancePDFPlotter (class in validphys.pdfplots) variables (validphys.commondataparser.ValidKinematics attribute) 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) Variant (class in validphys.commondataparser) variants (validphys.commondataparser.ObservableMetaData attribute) vectors_3pt() (in module validphys.theorycovariance.tests) vectors_5barpt() (in module validphys.theorycovariance.tests) vectors_5pt() (in module validphys.theorycovariance.tests) vectors_7pt() (in module validphys.theorycovariance.tests) vectors_9pt() (in module validphys.theorycovariance.tests) version (validphys.commondataparser.SetMetaData attribute) (validphys.commondataparser.ValidReference attribute) version() (in module n3fit.io.writer) version_comment (validphys.commondataparser.SetMetaData attribute) vl_chi2 (n3fit.stopping.FitState property) (n3fit.stopping.Stopping property) vl_loss (n3fit.stopping.FitState property) vl_ndata (n3fit.stopping.FitState attribute) vl_suffix (n3fit.stopping.FitState attribute)

W

weight_inits (n3fit.backends.keras_backend.MetaLayer.MetaLayer attribute) weighted_reward (validphys.hyperoptplot.HyperoptTrial property) with_central_value() (validphys.coredata.CommonData method) with_cfactor() (validphys.coredata.FKTableData method) with_cuts() (validphys.coredata.CommonData method) (validphys.coredata.FKTableData method)

with_modified_data() (validphys.core.CommonDataSpec method) wrapper_check_NN() (in module n3fit.checks) wrapper_hyperopt() (in module n3fit.checks) write_data() (n3fit.io.writer.WriterWrapper method) 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.KineticXPlottingGrid 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) XQ2Map (class in validphys.kinematics) xq2map() (validphys.plotoptions.kintransforms.DIJET3DXQ2MapMixin method) (validphys.plotoptions.kintransforms.DIJETATLASXQ2MapMixin method) (validphys.plotoptions.kintransforms.DIJETXQ2MapMixin method) (validphys.plotoptions.kintransforms.DISXQ2MapMixin method) (validphys.plotoptions.kintransforms.DYMXQ2MapMixin method) (validphys.plotoptions.kintransforms.DYXQ2MapMixin method) (validphys.plotoptions.kintransforms.EWPTXQ2MapMixin method) (validphys.plotoptions.kintransforms.HQPTXQ2MapMixin method) (validphys.plotoptions.kintransforms.HQQPTXQ2MapMixin method) (validphys.plotoptions.kintransforms.identity method) (validphys.plotoptions.kintransforms.JETXQ2MapMixin method) 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)