Index

A

abmag_to_flux_fnu_cgs() (in module euclid_dsps.io) add_agn_component_jax() (in module euclid_dsps.model) add_diffsky_subcommands() (in module euclid_dsps.diffsky_data.cli) agn_component_from_compressed_grid_jax() (in module euclid_dsps.model) agn_component_from_ssp_grid_jax() (in module euclid_dsps.model) agn_component_grid_jax (euclid_dsps.model.DspsContext attribute) agn_component_jax() (in module euclid_dsps.model) agn_component_lg_age_gyr_jax (euclid_dsps.model.DspsContext attribute) agn_component_lgmet_jax (euclid_dsps.model.DspsContext attribute) agn_fagn_grid_jax (euclid_dsps.model.DspsContext attribute) agn_logzsol_grid_jax (euclid_dsps.model.DspsContext attribute) agn_sed (euclid_dsps.model.JaxModelResult attribute) agn_tage_grid_jax (euclid_dsps.model.DspsContext attribute)

agn_tau_grid_jax (euclid_dsps.model.DspsContext attribute) agn_template_grid_jax (euclid_dsps.model.DspsContext attribute) agn_wave_jax (euclid_dsps.model.DspsContext attribute) apply_agn_host_attenuation_jax() (in module euclid_dsps.model) apply_charlot_fall_by_age_jax() (in module euclid_dsps.model) apply_cosmos_two_component_dust_jax() (in module euclid_dsps.model) apply_dust() (in module euclid_dsps.model) apply_dust_jax() (in module euclid_dsps.model) apply_igm_transmission_jax() (in module euclid_dsps.model) apply_popcosmos_dust_by_age_jax() (in module euclid_dsps.model) apply_prospector_fsps_dust_by_age_jax() (in module euclid_dsps.model) apply_salim_dust_jax() (in module euclid_dsps.model) artifacts (euclid_dsps.prior_learning.PriorWorkflowPlan attribute)

B

band_names (euclid_dsps.mcmc.MCMCResult attribute) band_offsets (euclid_dsps.posterior_target.PosteriorTarget attribute) BandObservation (class in euclid_dsps.io) bands (euclid_dsps.io.GalaxyObservation attribute) base_params (euclid_dsps.posterior_target.PosteriorTarget attribute) batch (euclid_dsps.fit.PopulationFitResult attribute) BatchFitResult (class in euclid_dsps.fit) BatchSedResult (class in euclid_dsps.model) best_parameter_matrix (euclid_dsps.fit.BatchFitResult attribute) best_parameters (euclid_dsps.fit.FitResult attribute) bind_dynamic_model_args() (in module euclid_dsps.model) blockers (euclid_dsps.prior_learning.PriorWorkflowPlan attribute) BoundedParameterTransform (class in euclid_dsps.posterior_target)

build_diffsky_basic_sfh_table_jax() (in module euclid_dsps.model) build_diffstar_sfh_table_jax() (in module euclid_dsps.model) build_feniks_prior_workflow_plan() (in module euclid_dsps.prior_learning) build_lognormal_sfh() (in module euclid_dsps.model) build_lognormal_sfh_jax() (in module euclid_dsps.model) build_observation() (in module euclid_dsps.io) build_popcosmos_lookback_bin_edges_jax() (in module euclid_dsps.model) build_popcosmos_prospector_step_sfh_table_jax() (in module euclid_dsps.model) build_popcosmos_sfh_table_jax() (in module euclid_dsps.model) build_popcosmos_sfh_time_grid_jax() (in module euclid_dsps.model) build_posterior_target() (in module euclid_dsps.posterior_target) build_sfh_table_jax() (in module euclid_dsps.model) build_trueparam_theta() (in module euclid_dsps.synthetic_diffsky.truth_theta) build_truth_schema() (in module euclid_dsps.prior_learning)

C

calibration_dir (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) calibration_name (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) catalog (euclid_dsps.config.Paths attribute) CatalogColumn (class in euclid_dsps.columns) chain_ids (euclid_dsps.mcmc.MCMCResult attribute) chi2 (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.fit.FitResult attribute) column (euclid_dsps.io.BandObservation attribute) (euclid_dsps.prior_learning.ParameterSpec attribute) combine_agn_and_igm_jax() (in module euclid_dsps.model) command (euclid_dsps.prior_learning.WorkflowStage attribute) comparison_rows() (in module euclid_dsps.model) compressed_agn_basis_jax (euclid_dsps.model.DspsContext attribute) compressed_agn_coeff_jax (euclid_dsps.model.DspsContext attribute) compressed_agn_scale_jax (euclid_dsps.model.DspsContext attribute)

compressed_gas_basis_jax (euclid_dsps.model.DspsContext attribute) compressed_gas_coeff_jax (euclid_dsps.model.DspsContext attribute) compressed_gas_scale_jax (euclid_dsps.model.DspsContext attribute) compressed_ssp_basis_jax (euclid_dsps.model.DspsContext attribute) compressed_ssp_coeff_jax (euclid_dsps.model.DspsContext attribute) compressed_ssp_scale_jax (euclid_dsps.model.DspsContext attribute) config_hash (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) configure_plot_style() (in module euclid_dsps.reporting.core) configured_output_formats() (in module euclid_dsps.io) ConfigValidationError context (euclid_dsps.posterior_target.PosteriorTarget attribute) context_ssp_lognormal_mdf_jax() (in module euclid_dsps.model) cosmos_dust_curve_names (euclid_dsps.model.DspsContext attribute) cosmos_dust_k_by_code (euclid_dsps.model.DspsContext attribute) cosmos_dust_k_by_code_jax (euclid_dsps.model.DspsContext attribute)

D

dataclass_is_instance() (in module euclid_dsps.io) dataset_contract_ready (euclid_dsps.prior_learning.PriorWorkflowPlan property) dataset_dir (euclid_dsps.prior_learning.PriorWorkflowPlan attribute) derived (euclid_dsps.model.BatchSedResult attribute) (euclid_dsps.model.ModelResult attribute) derived_from_theta_matrix_jax() (in module euclid_dsps.parameter_vectors) derived_quantities_jax() (in module euclid_dsps.model) derived_samples (euclid_dsps.mcmc.MCMCResult attribute) description (euclid_dsps.columns.CatalogColumn attribute) detail (euclid_dsps.prior_learning.WorkflowArtifact attribute) device (euclid_dsps.fit.BatchFitResult attribute)

diagnostics (euclid_dsps.mcmc.MCMCResult attribute) diffsky_basic_dust_params_jax() (in module euclid_dsps.model) diffsky_basic_ssp_flux_by_age_jax() (in module euclid_dsps.model) diffsky_commit (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) DspsContext (class in euclid_dsps.model) dtype (euclid_dsps.columns.CatalogColumn attribute) duplication_gate (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) dusted_rest_sed (euclid_dsps.model.BatchSedResult attribute) (euclid_dsps.model.JaxModelResult attribute) (euclid_dsps.model.ModelResult attribute) dynamic_model_args() (in module euclid_dsps.model)

E

effective_wavelength (euclid_dsps.filters.FilterCurve property) ensure_dir() (in module euclid_dsps.io) error_column (euclid_dsps.io.BandObservation attribute) euclid_dsps.amortized module euclid_dsps.amortized.redshift_metrics module euclid_dsps.columns module euclid_dsps.config module euclid_dsps.diffsky_data.cli module euclid_dsps.filters module euclid_dsps.fit module euclid_dsps.io module

euclid_dsps.mcmc module euclid_dsps.model module euclid_dsps.parameter_vectors module euclid_dsps.posterior_target module euclid_dsps.prior_learning module euclid_dsps.reporting.core module euclid_dsps.synthetic_diffsky module euclid_dsps.synthetic_diffsky.truth_theta module euclid_dsps.workflows module exists (euclid_dsps.prior_learning.WorkflowArtifact attribute)

F

FilterCurve (class in euclid_dsps.filters) filters (euclid_dsps.model.DspsContext attribute) finite_mask (euclid_dsps.posterior_target.PosteriorTarget attribute) fit_batch() (in module euclid_dsps.workflows) fit_config (euclid_dsps.posterior_target.PosteriorTarget attribute) fit_galaxy_batch_adam() (in module euclid_dsps.fit) fit_objective_components() (in module euclid_dsps.reporting.core) fit_one() (in module euclid_dsps.workflows) fit_one_galaxy() (in module euclid_dsps.fit) fit_parameter_audit() (in module euclid_dsps.reporting.core) fit_population_batch_adam() (in module euclid_dsps.fit)

FitResult (class in euclid_dsps.fit) flux_error_fnu_cgs (euclid_dsps.io.BandObservation attribute) (euclid_dsps.mcmc.MCMCResult attribute) flux_error_model (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) flux_error_to_sigma_mag() (in module euclid_dsps.io) flux_fnu_cgs (euclid_dsps.io.BandObservation attribute) flux_fnu_cgs_to_abmag() (in module euclid_dsps.io) formed_mass_msun (euclid_dsps.model.JaxModelResult attribute) free_names (euclid_dsps.posterior_target.PosteriorTarget property) free_parameter_bounds_from_config() (in module euclid_dsps.parameter_vectors) free_parameter_names (euclid_dsps.fit.BatchFitResult attribute) fsps_madau95_igm_transmission_jax() (in module euclid_dsps.model)

G

GalaxyObservation (class in euclid_dsps.io) gas_lgmet_grid_jax (euclid_dsps.model.DspsContext attribute) gas_lgu_grid_jax (euclid_dsps.model.DspsContext attribute) gas_metallicity_constraint (euclid_dsps.posterior_target.BoundedParameterTransform attribute)

gas_metallicity_constraint_penalty_jax() (in module euclid_dsps.model) gas_sed (euclid_dsps.model.JaxModelResult attribute) gradient_norm (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.fit.FitResult attribute) group (euclid_dsps.columns.CatalogColumn attribute)

H

hyper_mu (euclid_dsps.fit.PopulationFitResult attribute)

hyper_relations (euclid_dsps.fit.PopulationFitResult attribute) hyper_sigma (euclid_dsps.fit.PopulationFitResult attribute)

I

initial_unconstrained_position() (in module euclid_dsps.posterior_target) interpolate_compressed_gas_ssp_grid_jax() (in module euclid_dsps.model) interpolate_compressed_gas_ssp_stellar_metallicity_jax() (in module euclid_dsps.model) interpolate_context_ssp_stellar_metallicity_jax() (in module euclid_dsps.model)

interpolate_gas_ssp_grid_jax() (in module euclid_dsps.model) interpolate_popcosmos_ssp_stellar_metallicity_jax() (in module euclid_dsps.model) interpolate_ssp_stellar_metallicity_jax() (in module euclid_dsps.model) iter_catalog_batches() (in module euclid_dsps.io)

J

jax_batch_size (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute)

jax_filters (euclid_dsps.model.DspsContext attribute) JaxModelResult (class in euclid_dsps.model)

K

kind (euclid_dsps.prior_learning.WorkflowArtifact attribute)

known_catalog_columns() (in module euclid_dsps.columns)

L

lgmp_max (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) lgmp_min (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) likelihood_space (euclid_dsps.posterior_target.PosteriorTarget attribute) load_ascii_filter() (in module euclid_dsps.filters) load_config() (in module euclid_dsps.config) load_context() (in module euclid_dsps.model) load_filter() (in module euclid_dsps.filters) load_filters() (in module euclid_dsps.filters) load_fits_filter() (in module euclid_dsps.filters) load_hdf5_group_filter() (in module euclid_dsps.filters) load_row_indices() (in module euclid_dsps.io)

load_synthetic_diffsky_config() (in module euclid_dsps.synthetic_diffsky) log10_stellar_metallicity_to_absolute_jax() (in module euclid_dsps.model) log_abs_det_jacobian() (euclid_dsps.posterior_target.BoundedParameterTransform method) logdensity() (euclid_dsps.posterior_target.PosteriorTarget method) logmp_cutoff (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) lognormal_mdf_lgmet_weights_jax() (in module euclid_dsps.model) logsfr_ratios_to_sfr_bins_jax() (in module euclid_dsps.model) lookback_bin_edges_gyr (euclid_dsps.model.JaxModelResult attribute) loss (euclid_dsps.fit.PopulationFitResult attribute) lower (euclid_dsps.posterior_target.BoundedParameterTransform attribute) (euclid_dsps.prior_learning.ParameterSpec attribute)

M

mag_ab (euclid_dsps.io.BandObservation attribute) max_duplication_fraction (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) max_shards (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) mc_lc_phot_kwargs (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) mc_merge (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) MCMCResult (class in euclid_dsps.mcmc) message (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.fit.FitResult attribute) metallicity_grid_policy (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) microjy_to_abmag() (in module euclid_dsps.io) microjy_to_flux_fnu_cgs() (in module euclid_dsps.io) min_ess_fraction (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) missing_columns (euclid_dsps.prior_learning.TruthSchema attribute) model_args (euclid_dsps.posterior_target.PosteriorTarget attribute) model_config (euclid_dsps.model.DspsContext attribute) model_mags (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.model.BatchSedResult attribute) (euclid_dsps.model.JaxModelResult attribute) model_mags_from_theta_matrix_jax() (in module euclid_dsps.parameter_vectors) model_mags_jax() (in module euclid_dsps.model)

model_mags_jax_dynamic() (in module euclid_dsps.model) model_result (euclid_dsps.fit.FitResult attribute) ModelResult (class in euclid_dsps.model) module euclid_dsps.amortized euclid_dsps.amortized.redshift_metrics euclid_dsps.columns euclid_dsps.config euclid_dsps.diffsky_data.cli euclid_dsps.filters euclid_dsps.fit euclid_dsps.io euclid_dsps.mcmc euclid_dsps.model euclid_dsps.parameter_vectors euclid_dsps.posterior_target euclid_dsps.prior_learning euclid_dsps.reporting.core euclid_dsps.synthetic_diffsky euclid_dsps.synthetic_diffsky.truth_theta euclid_dsps.workflows

N

n_bands (euclid_dsps.fit.FitResult attribute) n_host_halos_per_shard (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) n_sfh_bins (euclid_dsps.model.DspsContext attribute) name (euclid_dsps.columns.CatalogColumn attribute) (euclid_dsps.filters.FilterCurve attribute) (euclid_dsps.io.BandObservation attribute) (euclid_dsps.prior_learning.ParameterSpec attribute) (euclid_dsps.prior_learning.TruthSchema attribute) (euclid_dsps.prior_learning.WorkflowArtifact attribute) (euclid_dsps.prior_learning.WorkflowStage attribute)

names (euclid_dsps.posterior_target.BoundedParameterTransform attribute) nebular_emission_mode (euclid_dsps.model.DspsContext attribute) normalize_config() (in module euclid_dsps.config) normalize_sfh_mass_jax() (in module euclid_dsps.model) normalize_sfh_to_stellar_mass_jax() (in module euclid_dsps.model) normalize_sfh_to_stellar_mass_with_age_weights_jax() (in module euclid_dsps.model) notes (euclid_dsps.columns.CatalogColumn attribute) (euclid_dsps.prior_learning.WorkflowStage attribute)

O

observed (euclid_dsps.posterior_target.PosteriorTarget attribute) observed_flux_fnu_cgs (euclid_dsps.mcmc.MCMCResult attribute) observed_mag (euclid_dsps.mcmc.MCMCResult attribute)

ordered_bands() (in module euclid_dsps.reporting.core) output_dir (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) output_layers (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute)

P

paired_fit_truth_frames() (in module euclid_dsps.reporting.core) parameter_matrix (euclid_dsps.model.BatchSedResult attribute) parameter_names (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.model.BatchSedResult attribute) parameter_names_from_config() (in module euclid_dsps.parameter_vectors) parameter_truth_metrics() (in module euclid_dsps.reporting.core) parameters (euclid_dsps.model.ModelResult attribute) (euclid_dsps.prior_learning.PriorWorkflowPlan attribute) (euclid_dsps.prior_learning.TruthSchema attribute) parameters_for_row() (in module euclid_dsps.model) ParameterSpec (class in euclid_dsps.prior_learning) path (euclid_dsps.prior_learning.WorkflowArtifact attribute) Paths (class in euclid_dsps.config) photometric_likelihood (euclid_dsps.posterior_target.PosteriorTarget attribute) photometric_objective (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.fit.FitResult attribute) photometry (euclid_dsps.model.ModelResult attribute) physical_from_unconstrained() (euclid_dsps.posterior_target.PosteriorTarget method) plot_batch_dashboard() (in module euclid_dsps.reporting.core) plot_batch_mcmc_diagnostics() (in module euclid_dsps.reporting.core) plot_batch_observed_vs_model() (in module euclid_dsps.reporting.core) plot_batch_parameter_truth() (in module euclid_dsps.reporting.core) plot_batch_posterior_intervals() (in module euclid_dsps.reporting.core) plot_batch_posterior_predictive() (in module euclid_dsps.reporting.core) plot_batch_redshift_truth() (in module euclid_dsps.reporting.core) plot_batch_residuals_by_band() (in module euclid_dsps.reporting.core) plot_color_distributions() (in module euclid_dsps.reporting.core) plot_color_redshift_diagnostics() (in module euclid_dsps.reporting.core) plot_corner() (in module euclid_dsps.reporting.core) plot_corner_overlay() (in module euclid_dsps.reporting.core) plot_corner_with_truth() (in module euclid_dsps.reporting.core) plot_fit_free_parameter_distributions() (in module euclid_dsps.reporting.core) plot_fit_trace() (in module euclid_dsps.reporting.core) plot_flux_distributions() (in module euclid_dsps.reporting.core) plot_hmc_map_population() (in module euclid_dsps.reporting.core) plot_map_population_chi2() (in module euclid_dsps.reporting.core) plot_map_population_parameters() (in module euclid_dsps.reporting.core)

plot_mcmc_traces() (in module euclid_dsps.reporting.core) plot_observed_model_scatter() (in module euclid_dsps.reporting.core) plot_photometry_comparison() (in module euclid_dsps.reporting.core) plot_physical_parameters_distributions() (in module euclid_dsps.reporting.core) plot_physical_population_diagnostics() (in module euclid_dsps.reporting.core) plot_population_bias_heatmap() (in module euclid_dsps.reporting.core) plot_population_parameter_histograms() (in module euclid_dsps.reporting.core) plot_posterior_predictive() (in module euclid_dsps.reporting.core) plot_redshift_attractors() (in module euclid_dsps.reporting.core) plot_redshift_distributions() (in module euclid_dsps.reporting.core) plot_redshift_scatter() (in module euclid_dsps.reporting.core) plot_residual_boxplot() (in module euclid_dsps.reporting.core) plot_residuals_by_property() (in module euclid_dsps.reporting.core) plot_sed() (in module euclid_dsps.reporting.core) plot_sed_diagnostic() (in module euclid_dsps.reporting.core) plot_trace_truth_metrics() (in module euclid_dsps.reporting.core) plot_workflow_parameter_corners() (in module euclid_dsps.reporting.core) pool_size_factor (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) popcosmos_age_weights_jax() (in module euclid_dsps.model) PopulationFitResult (class in euclid_dsps.fit) post_igm_sed (euclid_dsps.model.JaxModelResult attribute) posterior_comparable_frame() (in module euclid_dsps.reporting.core) posterior_model_mags (euclid_dsps.mcmc.MCMCResult attribute) posterior_truth_metrics() (in module euclid_dsps.amortized.redshift_metrics) PosteriorTarget (class in euclid_dsps.posterior_target) pre_igm_sed (euclid_dsps.model.JaxModelResult attribute) predict_batch_derived() (in module euclid_dsps.model) predict_batch_mags() (in module euclid_dsps.model) predict_batch_seds() (in module euclid_dsps.model) predict_mags_jax() (in module euclid_dsps.model) prepare_one() (in module euclid_dsps.workflows) prior_specs (euclid_dsps.posterior_target.PosteriorTarget attribute) PriorWorkflowPlan (class in euclid_dsps.prior_learning) project_sfh_to_popcosmos_dlogsfr_jax() (in module euclid_dsps.model) project_sfh_to_popcosmos_sfr_bins_jax() (in module euclid_dsps.model) proposal_backend (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) purpose (euclid_dsps.prior_learning.WorkflowStage attribute)

R

read_catalog() (in module euclid_dsps.io) ready (euclid_dsps.prior_learning.PriorWorkflowPlan property) (euclid_dsps.prior_learning.WorkflowStage attribute) redshift_attractor_summary() (in module euclid_dsps.reporting.core) redshift_metrics_by_truth_bin() (in module euclid_dsps.amortized.redshift_metrics) redshift_metrics_from_samples() (in module euclid_dsps.amortized.redshift_metrics) redshift_prior_parameters() (in module euclid_dsps.model) reduced (euclid_dsps.prior_learning.TruthSchema attribute) required_catalog_columns() (in module euclid_dsps.io) required_for (euclid_dsps.prior_learning.WorkflowArtifact attribute) residuals_by_property() (in module euclid_dsps.reporting.core) resolve_path() (in module euclid_dsps.config) resolve_redshift() (in module euclid_dsps.model) rest_sed (euclid_dsps.model.BatchSedResult attribute) (euclid_dsps.model.JaxModelResult attribute) (euclid_dsps.model.ModelResult attribute)

row (euclid_dsps.io.GalaxyObservation attribute) row_index (euclid_dsps.io.GalaxyObservation attribute) run_batch() (in module euclid_dsps.workflows) run_diffsky_basic_model_jax() (in module euclid_dsps.model) run_diffsky_basic_model_mags_jax() (in module euclid_dsps.model) run_diffsky_command() (in module euclid_dsps.diffsky_data.cli) run_diffstar_reduced6_model_jax() (in module euclid_dsps.model) run_diffstar_reduced6_model_mags_jax() (in module euclid_dsps.model) run_dsps_model() (in module euclid_dsps.model) run_dsps_model_jax() (in module euclid_dsps.model) run_dsps_model_jax_dynamic() (in module euclid_dsps.model) run_dsps_model_mags_jax() (in module euclid_dsps.model) run_eda() (in module euclid_dsps.workflows) run_lognormal_model_jax() (in module euclid_dsps.model) run_one() (in module euclid_dsps.workflows) run_popcosmos_binned_model_jax() (in module euclid_dsps.model) run_popcosmos_binned_model_mags_jax() (in module euclid_dsps.model)

S

sample_batch() (in module euclid_dsps.workflows) sample_galaxy_batch_mclmc() (in module euclid_dsps.mcmc) sample_one() (in module euclid_dsps.workflows) sample_one_galaxy() (in module euclid_dsps.mcmc) samples (euclid_dsps.mcmc.MCMCResult attribute) sbatch (euclid_dsps.prior_learning.WorkflowStage attribute) schema (euclid_dsps.prior_learning.PriorWorkflowPlan attribute) selection (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) semantic (euclid_dsps.prior_learning.ParameterSpec attribute) sfr_at_obs_msun_per_yr (euclid_dsps.model.JaxModelResult attribute) sfr_bins_msun_per_yr (euclid_dsps.model.JaxModelResult attribute) sigma (euclid_dsps.posterior_target.PosteriorTarget attribute) sigma_mag (euclid_dsps.io.BandObservation attribute) (euclid_dsps.mcmc.MCMCResult attribute) sky_area_degsq (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) source (euclid_dsps.filters.FilterCurve attribute) source_name (euclid_dsps.columns.CatalogColumn attribute) splits (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) ssp (euclid_dsps.config.Paths attribute) (euclid_dsps.model.DspsContext attribute) ssp_emline_luminosity (euclid_dsps.model.DspsContext attribute)

ssp_emline_name (euclid_dsps.model.DspsContext attribute) ssp_emline_wave (euclid_dsps.model.DspsContext attribute) ssp_flux_gas_grid_jax (euclid_dsps.model.DspsContext attribute) ssp_flux_jax (euclid_dsps.model.DspsContext attribute) ssp_lg_age_bin_edges_jax() (in module euclid_dsps.model) ssp_lg_age_gyr_jax (euclid_dsps.model.DspsContext attribute) ssp_lgmet_jax (euclid_dsps.model.DspsContext attribute) ssp_surviving_mstar_jax (euclid_dsps.model.DspsContext attribute) ssp_wave_jax (euclid_dsps.model.DspsContext attribute) stages (euclid_dsps.prior_learning.PriorWorkflowPlan attribute) stellar_dusted_sed (euclid_dsps.model.JaxModelResult attribute) stellar_intrinsic_sed (euclid_dsps.model.JaxModelResult attribute) stellar_metallicity_scatter_dex (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) student_t_dof (euclid_dsps.posterior_target.PosteriorTarget attribute) success (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.fit.FitResult attribute) summarize_by_band() (in module euclid_dsps.reporting.core) summarize_by_row() (in module euclid_dsps.reporting.core) summarize_redshift_metrics() (in module euclid_dsps.amortized.redshift_metrics) summary (euclid_dsps.mcmc.MCMCResult attribute) surviving_stellar_mass_msun (euclid_dsps.model.JaxModelResult attribute) SyntheticDiffskyConfig (class in euclid_dsps.synthetic_diffsky)

T

t_obs_gyr (euclid_dsps.model.JaxModelResult attribute) theta_from_unconstrained() (euclid_dsps.posterior_target.PosteriorTarget method) theta_matrix_to_param_dicts_or_pytree() (in module euclid_dsps.parameter_vectors) theta_vector_to_model_param_dict() (in module euclid_dsps.parameter_vectors) theta_vector_to_param_dict() (in module euclid_dsps.parameter_vectors) to_bounded() (euclid_dsps.posterior_target.BoundedParameterTransform method) to_dict() (euclid_dsps.prior_learning.ParameterSpec method) (euclid_dsps.prior_learning.PriorWorkflowPlan method) (euclid_dsps.prior_learning.TruthSchema method)

to_jsonable() (in module euclid_dsps.io) to_unconstrained() (euclid_dsps.posterior_target.BoundedParameterTransform method) trace (euclid_dsps.fit.BatchFitResult attribute) (euclid_dsps.fit.FitResult attribute) trace_truth_summary() (in module euclid_dsps.reporting.core) transform (euclid_dsps.posterior_target.PosteriorTarget attribute) transmission (euclid_dsps.filters.FilterCurve attribute) truth_column_from_spec() (in module euclid_dsps.io) truth_value_from_spec() (in module euclid_dsps.io) TruthSchema (class in euclid_dsps.prior_learning)

U

unconstrained_from_theta() (euclid_dsps.posterior_target.PosteriorTarget method) unit (euclid_dsps.columns.CatalogColumn attribute)

upper (euclid_dsps.posterior_target.BoundedParameterTransform attribute) (euclid_dsps.prior_learning.ParameterSpec attribute)

V

validate_catalog_columns() (in module euclid_dsps.config)

validate_config() (in module euclid_dsps.config)

W

warnings (euclid_dsps.prior_learning.PriorWorkflowPlan attribute) wave (euclid_dsps.filters.FilterCurve attribute) (euclid_dsps.model.BatchSedResult attribute) (euclid_dsps.model.JaxModelResult attribute) (euclid_dsps.model.ModelResult attribute) weighted_lc_photdata_kwargs (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) workflow_fit_comparison() (in module euclid_dsps.reporting.core) workflow_hmc_comparison() (in module euclid_dsps.reporting.core) workflow_parameter_comparison() (in module euclid_dsps.reporting.core) WorkflowArtifact (class in euclid_dsps.prior_learning) WorkflowStage (class in euclid_dsps.prior_learning) write_batch_outputs() (in module euclid_dsps.reporting.core) write_dataframe_outputs() (in module euclid_dsps.io)

write_diffsky_fit_report() (in module euclid_dsps.diffsky_data.cli) write_eda_outputs() (in module euclid_dsps.reporting.core) write_fit_diagnostic_outputs() (in module euclid_dsps.reporting.core) write_fit_outputs() (in module euclid_dsps.reporting.core) write_json() (in module euclid_dsps.io) write_mcmc_batch_outputs() (in module euclid_dsps.reporting.core) write_mcmc_outputs() (in module euclid_dsps.reporting.core) write_population_corner_outputs() (in module euclid_dsps.reporting.core) write_posterior_predictive() (in module euclid_dsps.reporting.core) write_redshift_metrics_for_run() (in module euclid_dsps.amortized.redshift_metrics) write_run_outputs() (in module euclid_dsps.reporting.core) write_sed_diagnostic_outputs() (in module euclid_dsps.reporting.core) write_trace_truth_outputs() (in module euclid_dsps.reporting.core) write_workflow_comparison() (in module euclid_dsps.reporting.core)

Z

z_max (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) z_min (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute)

z_phot_table_size (euclid_dsps.synthetic_diffsky.SyntheticDiffskyConfig attribute) z_sun (euclid_dsps.model.DspsContext attribute)