Index

A

add_all_stamp_flags() (in module ufig.plugins.add_generic_stamp_flags) (in module ufig.plugins.add_generic_stamp_flags_ucat) add_blending_binned_integrated() (in module ufig.plugins.write_catalog_for_emu) add_blending_full_image() (in module ufig.plugins.write_catalog_for_emu) add_blending_integrated() (in module ufig.plugins.write_catalog_for_emu) add_blending_ngal() (in module ufig.plugins.write_catalog_for_emu) add_blending_points() (in module ufig.plugins.write_catalog_for_emu) add_edge_duplicate_flag() (in module ufig.plugins.add_generic_stamp_flags) (in module ufig.plugins.add_generic_stamp_flags_ucat) add_from_chunked_map() (in module ufig.plugins.background_noise)

add_from_gaussian() (in module ufig.plugins.background_noise) add_from_map() (in module ufig.plugins.background_noise) add_no_blending() (in module ufig.plugins.write_catalog_for_emu) add_photon() (in module ufig.rendering_util) add_pixel_based_masks() (in module ufig.plugins.add_generic_stamp_flags) (in module ufig.plugins.add_generic_stamp_flags_ucat) add_shear() (in module ufig.plugins.add_lensing) adjust_psf_measurements() (in module ufig.psf_estimation.psf_utils) apply_brighter_fatter_correction() (in module ufig.psf_estimation.psf_utils) apply_psf_parameter_scalings() (in module ufig.plugins.add_psf)

B

beta_cut() (in module ufig.psf_estimation.star_sample_selection_cnn) brighter_fatter_add() (in module ufig.psf_estimation.correct_brighter_fatter)

brighter_fatter_remove() (in module ufig.psf_estimation.correct_brighter_fatter) build_sextractor_cmd() (in module ufig.plugins.run_sextractor_forced_photometry)

C

Catalog (class in ufig.plugins.read_in_catalog) (class in ufig.sampling_util) catalog_to_rec() (in module ufig.plugins.write_catalog) check_flag_bit() (in module ufig.array_util) check_flag_bit_single() (in module ufig.array_util) checkimages_to_hdf() (in module ufig.plugins.run_sextractor_forced_photometry) chi_mean_combination_lowmem() (in module ufig.sysmaps_util) chi_mean_loop() (in module ufig.sysmaps_util) clear_flag_bit_single() (in module ufig.array_util) CNNPredictor (class in ufig.psf_estimation.cnn_util) CNNPredictorPSF (class in ufig.psf_estimation.cnn_predictions) colnames_derivative() (in module ufig.psf_estimation.psf_predictions) compute_ellip_matrices() (in module ufig.rendering_util) compute_flexion_tensors() (in module ufig.rendering_util) compute_intrinsictable() (in module ufig.plugins.gamma_interpolation_table) compute_kurtoses() (in module ufig.rendering_util)

convert_fits_to_hdf() (in module ufig.plugins.run_sextractor_forced_photometry) convert_magnitude_to_nphot_const_gain() (in module ufig.plugins.single_band_setup) convert_magnitude_to_nphot_const_texp() (in module ufig.plugins.single_band_setup) convert_magnitude_to_nphot_variable_texp() (in module ufig.plugins.single_band_setup) convert_magnitude_to_nphot_with_gain_map() (in module ufig.plugins.single_band_setup) convolve() (in module ufig.plugins.resample) create_cnn() (in module ufig.psf_estimation.cnn_util) create_psf_model() (ufig.psf_estimation.core.PSFEstimationPipeline method) cut_boundaries() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_magnitude() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_moments() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_n_exp() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_nearby_bright_star() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_position_weights() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_sextractor_flag() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_sysmaps_delta_weight() (in module ufig.psf_estimation.star_sample_selection_cnn) cut_sysmaps_survey_mask() (in module ufig.psf_estimation.star_sample_selection_cnn)

D

decimal_integer_to_binary() (in module ufig.mask_utils) delete() (ufig.plugins.cleanup_memory.Plugin method) distribute_photons_psf_profiles() (in module ufig.rendering_util)

draw_photon_gal() (in module ufig.rendering_util) draw_photon_psf() (in module ufig.rendering_util) draw_photon_psf_radial() (in module ufig.rendering_util)

E

ellipticity_cut() (in module ufig.psf_estimation.star_sample_selection_cnn) enforce_abs_path() (in module ufig.plugins.run_sextractor_forced_photometry) enrich_catalog() (in module ufig.plugins.write_catalog_for_emu) enrich_star_catalog() (in module ufig.plugins.write_catalog_for_emu) ensure_valid_cats() (in module ufig.plugins.write_catalog_for_emu) ensure_valid_psf_beta() (in module ufig.plugins.add_psf)

ensure_valid_psf_ellip() (in module ufig.plugins.add_psf) ensure_valid_psf_flux_ratio() (in module ufig.plugins.add_psf) ensure_valid_psf_fwhm() (in module ufig.plugins.add_psf) estimate_flux_full_image() (in module ufig.plugins.write_catalog_for_emu) estimate_flux_of_points() (in module ufig.plugins.write_catalog_for_emu) execute_threaded() (in module ufig.rendering_util)

F

FiltersStopCriteria (class in ufig.workflow_util) find_max_flux_pos() (in module ufig.psf_estimation.cutouts_utils) fit() (ufig.psf_estimation.tiled_regressor.TiledRobustPolynomialRegressor method)

fit_model() (ufig.psf_estimation.polynomial_fitting.PolynomialPSFModel method) flexion_cut() (in module ufig.psf_estimation.star_sample_selection_cnn) fwhm_cut() (in module ufig.psf_estimation.star_sample_selection_cnn)

G

get_abs_path() (in module ufig.io_util) get_binary_mask_dtype() (in module ufig.mask_utils) get_checkimages() (in module ufig.plugins.run_sextractor_forced_photometry) get_cutouts() (in module ufig.psf_estimation.cutouts_utils) get_detection_image() (in module ufig.sysmaps_util) get_effective_bkg_noise_scale_factor() (in module ufig.plugins.background_noise) get_elliptical_indices() (in module ufig.plugins.write_catalog_for_emu) get_gaia_image_coords() (in module ufig.psf_estimation.star_sample_selection_cnn) get_gaia_match() (in module ufig.psf_estimation.star_sample_selection_cnn) get_gain_per_object() (in module ufig.plugins.single_band_setup) get_hdf_location_bgrms() (in module ufig.sysmaps_util) get_hdf_location_exptime() (in module ufig.sysmaps_util) get_hdf_location_gain() (in module ufig.sysmaps_util) get_hdf_location_invvar() (in module ufig.sysmaps_util) get_healpix_pixels() (in module ufig.coordinate_util) get_healpix_pixels_from_map() (in module ufig.coordinate_util) get_interp_nearest() (in module ufig.plugins.draw_stars_besancon_map) get_lanczos_kernel() (in module ufig.plugins.resample) get_lanczos_kernel_integral() (in module ufig.plugins.resample) get_local_abs_path() (in module ufig.io_util)

get_match_vector() (in module ufig.psf_estimation.star_sample_selection_cnn) get_model_derivatives() (in module ufig.psf_estimation.psf_predictions) get_moffat_coadd_psf_cnn() (in module ufig.plugins.add_psf) get_moffat_coadd_psf_cnn_from_file() (in module ufig.plugins.add_psf) get_moffat_maps_psf() (in module ufig.plugins.add_psf) get_path_output_config() (in module ufig.psf_estimation.cnn_util) get_path_temp_sextractor_weight() (in module ufig.sysmaps_util) get_poly_weight_basis() (in module ufig.psf_estimation.tiled_regressor) get_position_weights() (in module ufig.psf_estimation.psf_utils) get_se_cols() (in module ufig.se_moment_util) get_seeing_value() (in module ufig.plugins.write_image) get_sexcat_paths() (ufig.plugins.match_sextractor_catalog_multiband_read.Plugin method) (ufig.plugins.match_sextractor_seg_catalog_multiband_read.Plugin method) get_sextractor_cmd() (in module ufig.plugins.run_sextractor) get_star_cat_besancon() (in module ufig.plugins.draw_stars_besancon_map) get_star_cat_besancon_gaia_splice() (in module ufig.plugins.draw_stars_besancon_map) get_star_cube_filename() (in module ufig.psf_estimation.psf_utils) get_stars_for_cnn() (in module ufig.psf_estimation.star_sample_selection_cnn) get_texp_per_object() (in module ufig.plugins.single_band_setup) get_ucat_paths() (ufig.plugins.match_sextractor_catalog_multiband_read.Plugin method) (ufig.plugins.match_sextractor_seg_catalog_multiband_read.Plugin method)

H

header_keys() (in module ufig.plugins.write_image)

I

initialize_psf_columns() (in module ufig.plugins.single_band_setup) initialize_shape_size_columns() (in module ufig.plugins.single_band_setup) inlims() (in module ufig.psf_estimation.star_sample_selection_cnn) integrate_cube() (in module ufig.plugins.render_stars_photon) integrate_image() (in module ufig.plugins.render_galaxies_flexion)

integrate_image_phot() (in module ufig.plugins.render_stars_photon) integrate_image_pixel() (in module ufig.plugins.render_stars_photon) integrate_pixel_psf() (in module ufig.rendering_util) integrate_threaded() (in module ufig.plugins.render_stars_photon) is_stop() (ufig.workflow_util.FiltersStopCriteria method)

K

kurtosis_cut() (in module ufig.psf_estimation.star_sample_selection_cnn)

kwarg_to_sextractor_arg() (in module ufig.plugins.run_sextractor_forced_photometry)

L

load_besancon_map() (in module ufig.plugins.draw_stars_besancon_map) load_besancon_map_info() (in module ufig.plugins.draw_stars_besancon_map) load_besancon_map_pixels() (in module ufig.plugins.draw_stars_besancon_map) load_flags_stamp() (in module ufig.plugins.add_generic_stamp_flags) (in module ufig.plugins.add_generic_stamp_flags_ucat) load_from_hdf5() (in module ufig.io_util)

load_hpmap() (in module ufig.io_util) load_image() (in module ufig.io_util) load_image_chunks() (in module ufig.io_util) load_intrinsicTable() (in module ufig.plugins.gamma_interpolation_table) load_psf_skymaps() (in module ufig.plugins.add_psf) load_shear_skymaps() (in module ufig.plugins.add_lensing)

M

match() (in module ufig.plugins.match_sextractor_catalog_multiband_read) (in module ufig.plugins.match_sextractor_seg_catalog_multiband_read) module ufig ufig.array_util ufig.config ufig.config.common ufig.config.test_config ufig.config.test_config_adv ufig.coordinate_util ufig.io_util ufig.mask_utils ufig.plugins ufig.plugins.add_generic_stamp_flags ufig.plugins.add_generic_stamp_flags_ucat ufig.plugins.add_lensing ufig.plugins.add_psf ufig.plugins.background_noise ufig.plugins.background_subtract ufig.plugins.cleanup_catalogs ufig.plugins.cleanup_memory ufig.plugins.compression_noise ufig.plugins.convert_photons_to_adu ufig.plugins.draw_stars_besancon_map ufig.plugins.estimate_psf ufig.plugins.gamma_interpolation_table ufig.plugins.match_sextractor_catalog_multiband_read ufig.plugins.match_sextractor_seg_catalog_multiband_read ufig.plugins.multi_band_setup ufig.plugins.read_in_catalog ufig.plugins.render_galaxies_flexion ufig.plugins.render_stars_photon ufig.plugins.resample ufig.plugins.run_detection_classifier ufig.plugins.run_emulator ufig.plugins.run_nflow ufig.plugins.run_sextractor ufig.plugins.run_sextractor_forced_photometry ufig.plugins.saturate_pixels ufig.plugins.saturate_pixels_x ufig.plugins.single_band_setup ufig.plugins.single_band_setup_intrinsic_only ufig.plugins.write_catalog ufig.plugins.write_catalog_for_emu ufig.plugins.write_image ufig.psf_estimation ufig.psf_estimation.cnn_predictions ufig.psf_estimation.cnn_util ufig.psf_estimation.core ufig.psf_estimation.correct_brighter_fatter ufig.psf_estimation.cutouts_utils ufig.psf_estimation.data_preparation ufig.psf_estimation.polynomial_fitting ufig.psf_estimation.psf_predictions ufig.psf_estimation.psf_utils ufig.psf_estimation.save_model ufig.psf_estimation.star_sample_selection_cnn ufig.psf_estimation.tiled_regressor ufig.rendering_util ufig.run_util ufig.sampling_util ufig.se_moment_util ufig.sysmaps_util ufig.workflow_util

moffat_alpha2fwhm() (in module ufig.plugins.add_psf) moffat_alpha2r50() (in module ufig.plugins.add_psf) moffat_cdf_factors() (in module ufig.rendering_util) moffat_fwhm2alpha() (in module ufig.plugins.add_psf) moffat_fwhm2r50() (in module ufig.plugins.add_psf) moffat_profile_integrated() (in module ufig.plugins.add_psf) moffat_r502alpha() (in module ufig.plugins.add_psf) moffat_r502fwhm() (in module ufig.plugins.add_psf) moments_to_distortion() (in module ufig.se_moment_util) multiple_moffat_fwhm() (in module ufig.plugins.add_psf) multiple_moffat_r50() (in module ufig.plugins.add_psf)

N

n_free_params() (ufig.psf_estimation.tiled_regressor.TiledRobustPolynomialRegressor method)

normalize_stamps() (in module ufig.psf_estimation.cnn_util) numba_min_dist() (in module ufig.plugins.add_psf)

P

pixel_integration() (in module ufig.plugins.render_stars_photon) pixel_mask_to_catalog_mask() (in module ufig.mask_utils) pixel_mask_to_ucat_catalog_mask() (in module ufig.mask_utils) Plugin (class in ufig.plugins.add_generic_stamp_flags) (class in ufig.plugins.add_generic_stamp_flags_ucat) (class in ufig.plugins.add_lensing) (class in ufig.plugins.add_psf) (class in ufig.plugins.background_noise) (class in ufig.plugins.cleanup_catalogs) (class in ufig.plugins.cleanup_memory) (class in ufig.plugins.compression_noise) (class in ufig.plugins.convert_photons_to_adu) (class in ufig.plugins.draw_stars_besancon_map) (class in ufig.plugins.estimate_psf) (class in ufig.plugins.gamma_interpolation_table) (class in ufig.plugins.match_sextractor_catalog_multiband_read) (class in ufig.plugins.match_sextractor_seg_catalog_multiband_read) (class in ufig.plugins.multi_band_setup) (class in ufig.plugins.read_in_catalog) (class in ufig.plugins.render_galaxies_flexion) (class in ufig.plugins.render_stars_photon) (class in ufig.plugins.resample) (class in ufig.plugins.run_detection_classifier) (class in ufig.plugins.run_emulator) (class in ufig.plugins.run_nflow) (class in ufig.plugins.run_sextractor) (class in ufig.plugins.run_sextractor_forced_photometry) (class in ufig.plugins.saturate_pixels) (class in ufig.plugins.saturate_pixels_x) (class in ufig.plugins.single_band_setup) (class in ufig.plugins.single_band_setup_intrinsic_only) (class in ufig.plugins.write_catalog) (class in ufig.plugins.write_catalog_for_emu) (class in ufig.plugins.write_image)

PolynomialPSFModel (class in ufig.psf_estimation.polynomial_fitting) position_weights_to_nexp() (in module ufig.psf_estimation.psf_utils) postprocess_catalog() (in module ufig.psf_estimation.psf_utils) predict() (ufig.psf_estimation.tiled_regressor.TiledRobustPolynomialRegressor method) predict_psf() (in module ufig.psf_estimation.psf_predictions) predict_psf_for_catalogue() (in module ufig.psf_estimation.psf_predictions) predict_psf_for_catalogue_storing() (in module ufig.psf_estimation.psf_predictions) predict_psf_parameters() (ufig.psf_estimation.cnn_predictions.CNNPredictorPSF method) predict_psf_with_file() (in module ufig.psf_estimation.psf_predictions) prepare_data() (ufig.psf_estimation.data_preparation.PSFDataPreparator method) psf_flexion_suppression() (in module ufig.rendering_util) psf_from_sky_maps() (in module ufig.plugins.add_psf) psf_kurtosis_suppression() (in module ufig.rendering_util) PSFDataPreparator (class in ufig.psf_estimation.data_preparation) PSFEstError PSFEstimationPipeline (class in ufig.psf_estimation.core) PSFSave (class in ufig.psf_estimation.save_model)

R

radec2pix() (in module ufig.coordinate_util) radec2thetaphi() (in module ufig.coordinate_util) radec2xy() (in module ufig.coordinate_util) read_resampling_kernel() (in module ufig.plugins.resample) rec_float64_to_float32() (in module ufig.array_util)

remove_outliers() (in module ufig.psf_estimation.star_sample_selection_cnn) res_layer() (in module ufig.psf_estimation.cnn_util) rng_buffer() (in module ufig.rendering_util) run_sextractor() (in module ufig.plugins.run_sextractor_forced_photometry) run_ufig_from_config() (in module ufig.run_util)

S

sample_position_uniform() (in module ufig.sampling_util) sample_psf_moffat_constant() (in module ufig.plugins.add_psf) save_flags_stamp() (in module ufig.plugins.add_generic_stamp_flags) (in module ufig.plugins.add_generic_stamp_flags_ucat) save_new_interpolation_table() (ufig.plugins.gamma_interpolation_table.Plugin method) save_psf_model() (ufig.psf_estimation.save_model.PSFSave method) select_cnn_predictions() (in module ufig.psf_estimation.star_sample_selection_cnn) select_off_mask() (in module ufig.mask_utils) select_validation_stars() (in module ufig.psf_estimation.psf_utils) sersic_b() (in module ufig.plugins.write_catalog_for_emu) sersic_brightness() (in module ufig.plugins.write_catalog_for_emu) set_fit_request() (ufig.psf_estimation.tiled_regressor.TiledRobustPolynomialRegressor method)

set_flag_bit() (in module ufig.array_util) set_flag_bit_and_log() (in module ufig.psf_estimation.star_sample_selection_cnn) set_flag_bit_single() (in module ufig.array_util) set_masked_pixels() (in module ufig.mask_utils) set_predict_request() (ufig.psf_estimation.tiled_regressor.TiledRobustPolynomialRegressor method) set_score_request() (ufig.psf_estimation.tiled_regressor.TiledRobustPolynomialRegressor method) shear_constant() (in module ufig.plugins.add_lensing) shear_from_sky_map() (in module ufig.plugins.add_lensing) sigma_clip() (in module ufig.plugins.background_subtract) sin_cos_table() (in module ufig.rendering_util) split_array() (in module ufig.rendering_util) stack_detect_image() (in module ufig.sysmaps_util) sum_prod() (in module ufig.plugins.resample)

T

thetaphi2pix() (in module ufig.coordinate_util) thetaphi2radec() (in module ufig.coordinate_util) thetaphi2xy() (in module ufig.coordinate_util) tile_in_skycoords() (in module ufig.coordinate_util)

TiledRobustPolynomialRegressor (class in ufig.psf_estimation.tiled_regressor) transform_forward() (in module ufig.psf_estimation.psf_utils) transform_from_sdss_to_gaia_colours() (in module ufig.plugins.draw_stars_besancon_map) transform_inverse() (in module ufig.psf_estimation.psf_utils)

U

ufig module ufig.array_util module ufig.config module ufig.config.common module ufig.config.test_config module ufig.config.test_config_adv module ufig.coordinate_util module ufig.io_util module ufig.mask_utils module ufig.plugins module ufig.plugins.add_generic_stamp_flags module ufig.plugins.add_generic_stamp_flags_ucat module ufig.plugins.add_lensing module ufig.plugins.add_psf module ufig.plugins.background_noise module ufig.plugins.background_subtract module ufig.plugins.cleanup_catalogs module ufig.plugins.cleanup_memory module ufig.plugins.compression_noise module ufig.plugins.convert_photons_to_adu module ufig.plugins.draw_stars_besancon_map module ufig.plugins.estimate_psf module ufig.plugins.gamma_interpolation_table module ufig.plugins.match_sextractor_catalog_multiband_read module ufig.plugins.match_sextractor_seg_catalog_multiband_read module ufig.plugins.multi_band_setup module ufig.plugins.read_in_catalog module ufig.plugins.render_galaxies_flexion module ufig.plugins.render_stars_photon module ufig.plugins.resample module ufig.plugins.run_detection_classifier module

ufig.plugins.run_emulator module ufig.plugins.run_nflow module ufig.plugins.run_sextractor module ufig.plugins.run_sextractor_forced_photometry module ufig.plugins.saturate_pixels module ufig.plugins.saturate_pixels_x module ufig.plugins.single_band_setup module ufig.plugins.single_band_setup_intrinsic_only module ufig.plugins.write_catalog module ufig.plugins.write_catalog_for_emu module ufig.plugins.write_image module ufig.psf_estimation module ufig.psf_estimation.cnn_predictions module ufig.psf_estimation.cnn_util module ufig.psf_estimation.core module ufig.psf_estimation.correct_brighter_fatter module ufig.psf_estimation.cutouts_utils module ufig.psf_estimation.data_preparation module ufig.psf_estimation.polynomial_fitting module ufig.psf_estimation.psf_predictions module ufig.psf_estimation.psf_utils module ufig.psf_estimation.save_model module ufig.psf_estimation.star_sample_selection_cnn module ufig.psf_estimation.tiled_regressor module ufig.rendering_util module ufig.run_util module ufig.sampling_util module ufig.se_moment_util module ufig.sysmaps_util module ufig.workflow_util module UFigNumPhotError UnderdeterminedError update_psf_for_current_filter() (in module ufig.plugins.add_psf)

V

var_to_weight() (in module ufig.psf_estimation.tiled_regressor)

W

wcs_from_parameters() (in module ufig.coordinate_util) write_empty_file() (in module ufig.psf_estimation.psf_utils) write_empty_output() (in module ufig.psf_estimation.psf_utils) write_hpmap() (in module ufig.io_util)

write_image() (in module ufig.plugins.write_image) write_star_cube() (in module ufig.psf_estimation.psf_utils) write_temp_sextractor_weight() (in module ufig.sysmaps_util) write_temp_sextractor_weights() (in module ufig.sysmaps_util)

X

xy2pix() (in module ufig.coordinate_util)

xy2radec() (in module ufig.coordinate_util) xy2thetaphi() (in module ufig.coordinate_util)