Index A | B | C | D | E | F | G | H | I | J | L | M | O | P | R | S | T | U | V A ab_err_to_jy() (synference.noise_models.UncertaintyModel static method) ab_to_jy() (synference.noise_models.UncertaintyModel static method) analyze_feature_contributions() (in module synference.utils) apply_noise() (synference.noise_models.AsinhEmpiricalUncertaintyModel method) (synference.noise_models.DepthUncertaintyModel method) (synference.noise_models.GeneralEmpiricalUncertaintyModel method) (synference.noise_models.SpectralUncertaintyModel method) (synference.noise_models.UncertaintyModel method) apply_scalings() (synference.noise_models.AsinhEmpiricalUncertaintyModel method) (synference.noise_models.DepthUncertaintyModel method) (synference.noise_models.GeneralEmpiricalUncertaintyModel method) asinh_err_to_f_jy() (in module synference.utils) asinh_to_f_jy() (in module synference.utils) asinh_to_snr() (in module synference.utils) AsinhEmpiricalUncertaintyModel (class in synference.noise_models) average_coverage_error() (in module synference.utils) average_coverage_probability() (in module synference.utils) B bin_noisy_testing_data() (synference.sbi_runner.SBI_Fitter method) C calculate_agn_fraction() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_balmer_decrement() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_beta() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_burstiness() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_colour() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_d4000() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_flux_weighted_age() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_line_ew() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_line_flux() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_line_luminosity() (in module synference.library) calculate_lum_weighted_age() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_MAP() (synference.sbi_runner.SBI_Fitter method) calculate_mass_weighted_age() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_min_max_wav_grid() (in module synference.utils) calculate_ml() (in module synference.library) calculate_MUV() (in module synference.library) calculate_muv() (in module synference.library) calculate_MUV() (synference.library.SUPP_FUNCTIONS method) calculate_muv() (synference.library.SUPP_FUNCTIONS method) calculate_Ndot_ion() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_PIT() (synference.sbi_runner.SBI_Fitter method) calculate_sfh_quantile() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_sfr() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_surviving_mass() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) calculate_TARP() (synference.sbi_runner.SBI_Fitter method) calculate_xi_ion0() (in module synference.library) (synference.library.SUPP_FUNCTIONS method) cdf() (synference.custom_runner.CustomUniform method) check() (synference.custom_runner.Interval method) check_log_scaling() (in module synference.utils) check_scaling() (in module synference.utils) combine_rank_files() (in module synference.utils) CombinedBasis (class in synference.library) compare_methods_feature_importance() (in module synference.utils) convolve_variable_width_gaussian() (in module synference.utils) CPU_Unpickler (class in synference.utils) create_database_universal() (in module synference.utils) create_dataframe() (synference.sbi_runner.SBI_Fitter method) create_feature_array() (synference.sbi_runner.SBI_Fitter method) create_feature_array_from_raw_photometry() (synference.sbi_runner.SBI_Fitter method) create_feature_array_from_raw_spectra() (synference.sbi_runner.SBI_Fitter method) create_features_from_observations() (synference.sbi_runner.SBI_Fitter method) create_full_library() (synference.library.CombinedBasis method) create_galaxies_optimized() (synference.library.GalaxyBasis method) create_galaxy() (in module synference.library) (synference.library.GalaxyBasis method) create_library() (synference.library.CombinedBasis method) (synference.library.LibraryCreator method) create_mock_library() (synference.library.GalaxyBasis method) create_priors() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) create_restricted_priors() (synference.sbi_runner.SBI_Fitter method) create_spectral_grid() (synference.library.CombinedBasis method) create_sqlite_db() (in module synference.utils) create_uncertainty_models_from_EPOCHS_cat() (in module synference.noise_models) cumsum_dirichlet_prior_transform() (in module synference.utils) CustomIndependentUniform (class in synference.custom_runner) CustomUniform (class in synference.custom_runner) D DepthUncertaintyModel (class in synference.noise_models) detect_misspecification() (synference.sbi_runner.SBI_Fitter method) detect_outliers() (in module synference.utils) detect_outliers_pyod() (in module synference.utils) download_test_data() (in module synference.utils) draw_from_hypercube() (in module synference.library) E EmpiricalUncertaintyModel (class in synference.noise_models) entropy() (synference.custom_runner.CustomUniform method) evaluate() (synference.utils.FilterArithmeticParser method) evaluate_model() (synference.sbi_runner.SBI_Fitter method) expand() (synference.custom_runner.CustomUniform method) F f_jy_err_to_asinh() (in module synference.utils) f_jy_to_asinh() (in module synference.utils) FilterArithmeticParser (class in synference.utils) find_class() (synference.utils.CPU_Unpickler method) fit_catalogue() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) fit_observation_using_sampler() (synference.sbi_runner.SBI_Fitter method) from_config() (synference.custom_runner.SBICustomRunner class method) from_library() (synference.library.GalaxySimulator class method) G GalaxyBasis (class in synference.library) GalaxyPhotometryTask (class in synference.simformer) GalaxyPrior (class in synference.simformer) GalaxySimulator (class in synference.library) GeneralEmpiricalUncertaintyModel (class in synference.noise_models) generate_constant_R() (in module synference.utils) generate_emission_models() (in module synference.library) generate_imputations() (synference.sbi_runner.MissingPhotometryHandler method) generate_metallicity_distribution() (in module synference.library) generate_pairs_from_simulator() (synference.sbi_runner.SBI_Fitter method) generate_random_DB_sfh() (in module synference.library) generate_sfh_basis() (in module synference.library) generate_sfh_grid() (in module synference.library) get_base_mask_fn() (synference.simformer.GalaxyPhotometryTask method) (synference.simformer.UncertainityModelTask method) get_data() (synference.simformer.GalaxyPhotometryTask method) (synference.simformer.UncertainityModelTask method) get_node_id() (synference.simformer.GalaxyPhotometryTask method) get_prior() (synference.simformer.GalaxyPhotometryTask method) get_simulator() (synference.simformer.GalaxyPhotometryTask method) get_theta_dim() (synference.simformer.GalaxyPhotometryTask method) (synference.simformer.UncertainityModelTask method) get_x_dim() (synference.simformer.GalaxyPhotometryTask method) (synference.simformer.UncertainityModelTask method) H has_simulator (synference.sbi_runner.SBI_Fitter attribute) I icdf() (synference.custom_runner.CustomUniform method) InferenceTask (class in synference.simformer) init_from_hdf5() (synference.sbi_runner.SBI_Fitter class method) (synference.sbi_runner.Simformer_Fitter class method) init_from_synference() (synference.sbi_runner.MissingPhotometryHandler class method) Interval (class in synference.custom_runner) interval_sharpness() (in module synference.utils) is_filter() (synference.utils.FilterArithmeticParser method) is_number() (synference.utils.FilterArithmeticParser method) J jy_err_to_ab() (synference.noise_models.UncertaintyModel static method) jy_to_ab() (synference.noise_models.UncertaintyModel static method) L lc2st() (synference.sbi_runner.SBI_Fitter method) LibraryCreator (class in synference.library) likelihood_func (synference.sbi_runner.SBI_Fitter property) list_parameters() (in module synference.utils) load_bases() (synference.library.CombinedBasis method) load_full_model() (in module synference.simformer) load_hypercube_from_npy() (in module synference.library) load_library_from_file() (synference.library.CombinedBasis method) load_library_from_hdf5() (in module synference.utils) load_model_from_pkl() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) load_saved_model() (synference.sbi_runner.SBI_Fitter class method) (synference.sbi_runner.Simformer_Fitter class method) load_unc_model_from_hdf5() (in module synference.noise_models) locate_sed() (in module synference.library) log_prob() (synference.custom_runner.CustomUniform method) (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) (synference.simformer.GalaxyPrior method) M make_serializable() (in module synference.utils) mean (synference.custom_runner.CustomUniform property) MissingPhotometryHandler (class in synference.sbi_runner) mode (synference.custom_runner.CustomUniform property) ModelComparison (class in synference.sbi_runner) module synference synference.custom_runner synference.library synference.noise_models synference.sbi_runner synference.simformer synference.utils move_to_device() (in module synference.utils) O optimize_sbi() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) optimize_sfh_xlimit() (in module synference.utils) P parse_and_evaluate() (synference.utils.FilterArithmeticParser method) plot() (synference.noise_models.EmpiricalUncertaintyModel method) plot_coverage() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) plot_diagnostics() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) plot_galaxy() (synference.library.GalaxyBasis method) plot_galaxy_from_library() (synference.library.CombinedBasis method) plot_histogram_feature_array() (synference.sbi_runner.SBI_Fitter method) plot_histogram_parameter_array() (synference.sbi_runner.SBI_Fitter method) plot_latent_residual() (synference.sbi_runner.SBI_Fitter method) plot_loss() (synference.sbi_runner.SBI_Fitter method) plot_parameter_deviations() (synference.sbi_runner.SBI_Fitter method) plot_posterior() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) plot_random_galaxy() (synference.library.GalaxyBasis method) plot_sample_accuracy() (synference.sbi_runner.Simformer_Fitter method) process_base() (synference.library.GalaxyBasis method) process_bases() (synference.library.CombinedBasis method) process_galaxies() (synference.library.GalaxyBasis method) process_observation() (synference.sbi_runner.MissingPhotometryHandler method) process_priors() (synference.library.GalaxyBasis method) R recover_SED() (synference.sbi_runner.SBI_Fitter method) recreate_simulator_from_library() (synference.sbi_runner.SBI_Fitter method) rename_overlapping_parameters() (in module synference.utils) rsample() (synference.custom_runner.CustomUniform method) run_single_sbi() (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) run_single_simformer() (synference.sbi_runner.SBI_Fitter method) run_validation_from_file() (synference.sbi_runner.SBI_Fitter method) S sample() (synference.simformer.GalaxyPrior method) sample_posterior() (synference.sbi_runner.MissingPhotometryHandler method) (synference.sbi_runner.SBI_Fitter method) (synference.sbi_runner.Simformer_Fitter method) sample_uncertainty() (synference.noise_models.EmpiricalUncertaintyModel method) sample_with_timeout() (in module synference.sbi_runner) save_emission_model() (in module synference.utils) save_library() (synference.library.CombinedBasis method) save_model_to_pkl() (synference.sbi_runner.Simformer_Fitter method) save_state() (synference.sbi_runner.SBI_Fitter method) save_unc_model_to_hdf5() (in module synference.noise_models) SBI_Fitter (class in synference.sbi_runner) SBICustomRunner (class in synference.custom_runner) search_parameter_array() (in module synference.utils) serialize_to_hdf5() (synference.noise_models.AsinhEmpiricalUncertaintyModel method) (synference.noise_models.DepthUncertaintyModel method) (synference.noise_models.EmpiricalUncertaintyModel method) (synference.noise_models.GeneralEmpiricalUncertaintyModel method) (synference.noise_models.SpectralUncertaintyModel method) (synference.noise_models.UncertaintyModel method) setup_mpi_named_logger() (in module synference.utils) Simformer_Fitter (class in synference.sbi_runner) simulate() (synference.library.GalaxySimulator method) SpectralUncertaintyModel (class in synference.noise_models) split_dataset() (synference.sbi_runner.SBI_Fitter method) stddev (synference.custom_runner.CustomUniform property) SUPP_FUNCTIONS (class in synference.library) support (synference.custom_runner.CustomUniform property) synference module synference.custom_runner module synference.library module synference.noise_models module synference.sbi_runner module synference.simformer module synference.utils module T test_in_distribution() (synference.sbi_runner.SBI_Fitter method) test_in_distribution_pyod() (synference.sbi_runner.SBI_Fitter method) test_out_of_distribution() (in module synference.library) timeout_handler() (in module synference.utils) TimeoutException tokenize() (synference.utils.FilterArithmeticParser method) training_log_probs (synference.sbi_runner.SBI_Fitter property) transform_spectrum() (in module synference.utils) U UncertainityModelTask (class in synference.simformer) UncertaintyModel (class in synference.noise_models) update_parameter_array() (synference.sbi_runner.SBI_Fitter method) update_photo_filters() (synference.library.GalaxySimulator method) update_plot() (in module synference.utils) V validation_log_probs (synference.sbi_runner.SBI_Fitter property) variance (synference.custom_runner.CustomUniform property)