Index

_

__init__() (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthSemiParametricField method)

A

add_noise() (in module wf_psf.utils.utils) add_random_shift_to_positions() (wf_psf.sims.spatial_varying_psf.CoordinateHelper static method) apply_mask() (wf_psf.utils.utils.NoiseEstimator method) apply_obscurations() (wf_psf.psf_models.tf_modules.tf_modules.TFBuildPhase method) assemble_zernike_contributions() (in module wf_psf.data.data_zernike_utils)

assign_coeff_matrix() (wf_psf.psf_models.models.psf_model_parametric.TFParametricPSFFieldModel method) (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) (wf_psf.psf_models.tf_modules.tf_layers.TFPolynomialZernikeField method) assign_S_mat() (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricPolynomialVariationsOPD method)

B

batch_size (wf_psf.inference.psf_inference.PSFInference property) (wf_psf.inference.psf_inference.PSFInferenceEngine attribute)

build() (wf_psf.data.data_zernike_utils.ZernikeInputsFactory static method) build_mesh() (wf_psf.sims.spatial_varying_psf.MeshHelper static method) build_polynomial_coeffs() (wf_psf.sims.spatial_varying_psf.SpatialVaryingPSF method)

C

calc_poly_position_mat() (in module wf_psf.utils.utils) calc_SED_wave_values() (wf_psf.sims.psf_simulator.PSFSimulator method) calc_wfe() (in module wf_psf.utils.utils) calc_wfe_rms() (in module wf_psf.utils.utils) calculate_monochromatic_PSF() (wf_psf.psf_models.tf_modules.tf_layers.TFBatchMonochromaticPSF method) (wf_psf.psf_models.tf_modules.tf_layers.TFBatchPolychromaticPSF method) calculate_opd() (wf_psf.sims.psf_simulator.PSFSimulator method) calculate_polychromatic_PSF() (wf_psf.psf_models.tf_modules.tf_layers.TFBatchPolychromaticPSF method) calculate_sample_weights() (in module wf_psf.training.train_utils) calculate_shift() (wf_psf.sims.spatial_varying_psf.CoordinateHelper static method) calculate_wfe_rms() (wf_psf.sims.psf_simulator.PSFSimulator method) (wf_psf.sims.spatial_varying_psf.SpatialVaryingPSF method) calculate_zernike() (wf_psf.sims.spatial_varying_psf.ZernikeHelper static method) call() (wf_psf.psf_models.models.psf_model_parametric.TFParametricPSFFieldModel method) (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) (wf_psf.psf_models.tf_modules.tf_layers.TFBatchMonochromaticPSF method) (wf_psf.psf_models.tf_modules.tf_layers.TFBatchPolychromaticPSF method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricGraphOPD method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricMCCDOPDv2 method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricPolynomialVariationsOPD method) (wf_psf.psf_models.tf_modules.tf_layers.TFPhysicalLayer method) (wf_psf.psf_models.tf_modules.tf_layers.TFPolynomialZernikeField method) (wf_psf.psf_models.tf_modules.tf_layers.TFZernikeOPD method) (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthPhysicalField method) (wf_psf.training.train_utils.MaskedMeanSquaredError method) call_plot_config_handler_run() (wf_psf.utils.configs_handler.MetricsConfigHandler method) ccd_polygons (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) CCDMisalignmentCalculator (class in wf_psf.instrument.ccd_misalignments) centroid_dataset (wf_psf.data.data_zernike_utils.ZernikeInputs attribute) CentroidEstimator (class in wf_psf.data.centroids) check_and_adjust_coordinate_limits() (wf_psf.sims.spatial_varying_psf.CoordinateHelper static method)

check_and_update_metrics_confs() (wf_psf.utils.configs_handler.PlottingConfigHandler method) check_position_coordinate_limits() (wf_psf.sims.spatial_varying_psf.CoordinateHelper static method) check_position_format() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator static method) check_position_tile_limits() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator method) check_position_wavediff_limits() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator method) check_wfe_rms() (wf_psf.sims.psf_simulator.PSFSimulator method) clear_cache() (wf_psf.inference.psf_inference.PSFInference method) (wf_psf.inference.psf_inference.PSFInferenceEngine method) combine_zernike_contributions() (in module wf_psf.data.data_zernike_utils) compile_PSF_model() (in module wf_psf.psf_models.psf_models) compute_ccd_misalignment() (in module wf_psf.instrument.ccd_misalignments) compute_centroid_correction() (in module wf_psf.data.centroids) compute_moments() (wf_psf.data.centroids.CentroidEstimator method), [1] compute_mono_metric() (in module wf_psf.metrics.metrics) compute_opd_metrics() (in module wf_psf.metrics.metrics) compute_poly_metric() (in module wf_psf.metrics.metrics) compute_psfs() (wf_psf.inference.psf_inference.PSFInferenceEngine method) compute_shape_metrics() (in module wf_psf.metrics.metrics) compute_unobscured_zernike_projection() (in module wf_psf.utils.utils) compute_z_from_plane_data() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator static method) compute_zernike_tip_tilt() (in module wf_psf.data.centroids) (in module wf_psf.data.data_zernike_utils) compute_zernikes() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthPhysicalField method) config_handler (wf_psf.inference.psf_inference.PSFInference property) ConfigParameterError configure_optimizer_and_loss() (in module wf_psf.training.train_utils) convert_to_tf() (in module wf_psf.utils.utils) CoordinateHelper (class in wf_psf.sims.spatial_varying_psf) copy_conffile_to_output_dir() (wf_psf.utils.io.FileIOHandler method) crop_img() (wf_psf.sims.psf_simulator.PSFSimulator static method) cycle (wf_psf.inference.psf_inference.PSFInference property)

D

d_list (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) data_config (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) (wf_psf.inference.psf_inference.PSFInference property) data_config_path (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) data_handler (wf_psf.inference.psf_inference.PSFInference property) data_params (wf_psf.data.data_handler.DataHandler attribute) DataConfigHandler (class in wf_psf.utils.configs_handler) DataHandler (class in wf_psf.data.data_handler) dataset (wf_psf.data.data_handler.DataHandler attribute) dataset_type (wf_psf.data.data_handler.DataHandler attribute)

decim() (in module wf_psf.data.centroids) decimate_im() (in module wf_psf.utils.utils) (wf_psf.sims.psf_simulator.PSFSimulator static method) decompose_tf_obscured_opd_basis() (in module wf_psf.utils.utils) define_plot_style() (in module wf_psf.plotting.plots_interface) defocus_to_zk4_wavediff() (in module wf_psf.data.data_zernike_utils) defocus_to_zk4_zemax() (in module wf_psf.data.data_zernike_utils) degradation_op() (in module wf_psf.data.centroids) diffract_phase() (wf_psf.sims.psf_simulator.PSFSimulator method) downsample_im() (in module wf_psf.utils.utils)

E

elliptical_gaussian() (wf_psf.data.centroids.CentroidEstimator method), [1] engine (wf_psf.inference.psf_inference.PSFInference attribute) ensure_batch() (in module wf_psf.utils.utils) ensure_tensor() (in module wf_psf.psf_models.tf_modules.tf_utils) estimate() (wf_psf.data.centroids.CentroidEstimator method), [1] estimate_noise() (wf_psf.utils.utils.NoiseEstimator method)

estimate_polynomial_coeffs() (wf_psf.sims.spatial_varying_psf.SpatialVaryingPSF method) evaluate_metrics_mono_rmse() (wf_psf.metrics.metrics_interface.MetricsParamsHandler method) evaluate_metrics_opd() (wf_psf.metrics.metrics_interface.MetricsParamsHandler method) evaluate_metrics_polychromatic_lowres() (wf_psf.metrics.metrics_interface.MetricsParamsHandler method) evaluate_metrics_shape() (wf_psf.metrics.metrics_interface.MetricsParamsHandler method) evaluate_model() (in module wf_psf.metrics.metrics_interface) extract_star_data() (in module wf_psf.data.data_handler)

F

feasible_N() (wf_psf.sims.psf_simulator.PSFSimulator method) feasible_wavelength() (wf_psf.sims.psf_simulator.PSFSimulator method) fft_diffract() (wf_psf.sims.psf_simulator.PSFSimulator static method)

FileIOHandler (class in wf_psf.utils.io) filepath_chkp_callback() (in module wf_psf.training.train) filter_SED() (wf_psf.sims.psf_simulator.PSFSimulator static method) find_position_indices() (in module wf_psf.psf_models.tf_modules.tf_utils)

G

gen_eigenvects() (wf_psf.utils.graph_utils.GraphBuilder method) gen_Pea() (in module wf_psf.utils.graph_utils) gen_random_Z_coeffs() (wf_psf.sims.psf_simulator.PSFSimulator method) gen_SED_interp() (wf_psf.sims.psf_simulator.PSFSimulator static method) gen_SED_sampler() (wf_psf.sims.psf_simulator.PSFSimulator method) general_train_cycle() (in module wf_psf.training.train_utils) generalised_sigmoid() (in module wf_psf.utils.utils) generate_euclid_pupil_obscurations() (wf_psf.sims.psf_simulator.PSFSimulator static method) generate_mono_PSF() (wf_psf.sims.psf_simulator.PSFSimulator method) generate_n_mask() (in module wf_psf.utils.utils) generate_packed_elems() (in module wf_psf.utils.utils) generate_poly_PSF() (wf_psf.sims.psf_simulator.PSFSimulator method) generate_polynomial_matrix() (wf_psf.sims.spatial_varying_psf.PolynomialMatrixHelper static method) generate_SED_elems() (in module wf_psf.utils.utils) generate_SED_elems_in_tensorflow() (in module wf_psf.utils.utils) generate_zernike_maps_3d() (in module wf_psf.psf_models.psf_models) generate_zernike_polynomials() (wf_psf.sims.spatial_varying_psf.ZernikeHelper static method) get_callbacks() (in module wf_psf.training.train_utils) get_ccd_from_position() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator method) get_centroids() (wf_psf.data.centroids.CentroidEstimator method), [1] get_checkpoint_dir() (wf_psf.utils.io.FileIOHandler method) get_coeff_matrix() (wf_psf.psf_models.models.psf_model_parametric.TFParametricPSFFieldModel method) (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) (wf_psf.psf_models.tf_modules.tf_layers.TFPolynomialZernikeField method) get_config_dir() (wf_psf.utils.io.FileIOHandler method) get_data_array() (in module wf_psf.data.data_handler) get_dz_from_position() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator method) get_gpu_info() (in module wf_psf.training.train) get_ground_truth_zernike() (in module wf_psf.psf_models.tf_modules.tf_psf_field) get_intra_pixel_shifts() (wf_psf.data.centroids.CentroidEstimator method), [1] get_loss_metrics_monitor_and_outputs() (in module wf_psf.training.train) get_metrics() (wf_psf.plotting.plots_interface.MetricsPlotHandler method)

get_metrics_dir() (wf_psf.utils.io.FileIOHandler method) get_model_instance() (wf_psf.psf_models.models.psf_model_physical_polychromatic.PhysicalPolychromaticFieldFactory method), [1] (wf_psf.psf_models.models.psf_model_semiparametric.SemiParamFieldFactory method), [1] (wf_psf.psf_models.psf_models.PSFModelBaseFactory method), [1] (wf_psf.psf_models.tf_modules.tf_psf_field.GroundTruthPhysicalFieldFactory method), [1] (wf_psf.psf_models.tf_modules.tf_psf_field.GroundTruthSemiParamFieldFactory method), [1] get_monochromatic_PSF() (wf_psf.sims.spatial_varying_psf.SpatialVaryingPSF method) get_np_zernike_prior() (in module wf_psf.data.data_zernike_utils) get_number_of_stars() (in module wf_psf.plotting.plots_interface) get_obs_pos() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) get_optimizer() (in module wf_psf.utils.optimizer) get_optimizer_dir() (wf_psf.utils.io.FileIOHandler method) get_plots_dir() (wf_psf.utils.io.FileIOHandler method) get_poly_coefficients_shape() (wf_psf.psf_models.tf_modules.tf_layers.TFPolynomialZernikeField method) get_polychromatic_PSF() (wf_psf.sims.spatial_varying_psf.SpatialVaryingPSF method) get_positions() (wf_psf.inference.psf_inference.PSFInference method) get_psf() (wf_psf.inference.psf_inference.PSFInference method) (wf_psf.inference.psf_inference.PSFInferenceEngine method) (wf_psf.sims.psf_simulator.PSFSimulator method) get_psf_model() (in module wf_psf.psf_models.psf_models) get_psf_model_dir() (wf_psf.utils.io.FileIOHandler method) get_psf_model_weights_filepath() (in module wf_psf.psf_models.psf_models) get_psfs() (wf_psf.inference.psf_inference.PSFInference method) (wf_psf.inference.psf_inference.PSFInferenceEngine method) get_radial_idx() (wf_psf.sims.psf_simulator.PSFSimulator static method) get_run_config() (in module wf_psf.utils.configs_handler) get_timestamp() (wf_psf.utils.io.FileIOHandler method) get_z_coeffs() (wf_psf.sims.psf_simulator.PSFSimulator method) get_zk4_from_position() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator method) GraphBuilder (class in wf_psf.utils.graph_utils) GroundTruthPhysicalFieldFactory (class in wf_psf.psf_models.tf_modules.tf_psf_field) GroundTruthSemiParamFieldFactory (class in wf_psf.psf_models.tf_modules.tf_psf_field) GT_tf_semiparam_field (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthSemiParametricField attribute)

I

id (wf_psf.plotting.plots_interface.ShapeMetricsPlotHandler attribute) id_name (wf_psf.training.train.TrainingParamsHandler property) ids (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) (wf_psf.plotting.plots_interface.MetricsPlotHandler attribute) (wf_psf.plotting.plots_interface.MonochromaticMetricsPlotHandler attribute) (wf_psf.psf_models.models.psf_model_parametric.TFParametricPSFFieldModel attribute) (wf_psf.psf_models.models.psf_model_physical_polychromatic.PhysicalPolychromaticFieldFactory attribute) (wf_psf.psf_models.models.psf_model_semiparametric.SemiParamFieldFactory attribute) (wf_psf.psf_models.tf_modules.tf_psf_field.GroundTruthPhysicalFieldFactory attribute) (wf_psf.psf_models.tf_modules.tf_psf_field.GroundTruthSemiParamFieldFactory attribute) (wf_psf.utils.configs_handler.MetricsConfigHandler attribute) (wf_psf.utils.configs_handler.PlottingConfigHandler attribute) (wf_psf.utils.configs_handler.TrainingConfigHandler attribute) IndependentZernikeInterpolation (class in wf_psf.utils.utils) inference_config (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) (wf_psf.inference.psf_inference.PSFInference property) inference_config_path (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) (wf_psf.inference.psf_inference.PSFInference attribute)

InferenceConfigHandler (class in wf_psf.inference.psf_inference) inferred_psfs (wf_psf.inference.psf_inference.PSFInferenceEngine property) init_coeff_matrix() (wf_psf.psf_models.tf_modules.tf_layers.TFPolynomialZernikeField method) init_mono_PSF() (wf_psf.psf_models.tf_modules.tf_layers.TFBatchMonochromaticPSF method) init_vars() (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricGraphOPD method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricMCCDOPDv2 method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricPolynomialVariationsOPD method) initialize_normalized_zernike_matrix() (wf_psf.sims.spatial_varying_psf.ZernikeHelper static method) initialize_Z_matrix() (wf_psf.sims.spatial_varying_psf.ZernikeHelper static method) interp_one_zk() (wf_psf.utils.utils.IndependentZernikeInterpolation method) interp_SED() (wf_psf.sims.psf_simulator.PSFSimulator method) interpolate_all() (wf_psf.psf_models.tf_modules.tf_layers.TFPhysicalLayer method) interpolate_independent_Zk() (wf_psf.psf_models.tf_modules.tf_layers.TFPhysicalLayer method) interpolate_top_K() (wf_psf.psf_models.tf_modules.tf_layers.TFPhysicalLayer method) interpolate_zk() (wf_psf.utils.utils.ZernikeInterpolation method) interpolate_zks() (wf_psf.utils.utils.IndependentZernikeInterpolation method) (wf_psf.utils.utils.ZernikeInterpolation method) is_optimizer_instance() (in module wf_psf.utils.optimizer)

K

kdtree (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute)

L

l1_schedule_rule() (in module wf_psf.training.train_utils) L1ParamScheduler (class in wf_psf.training.train_utils) lambda_obs (wf_psf.psf_models.tf_modules.tf_modules.TFBuildPhase attribute) lanczos() (in module wf_psf.data.centroids) learning_rate_non_params (wf_psf.training.train.TrainingParamsHandler property) learning_rate_params (wf_psf.training.train.TrainingParamsHandler property) lim_max_wfe_rms (wf_psf.sims.spatial_varying_psf.SpatialVaryingPSF property)

load_configs() (wf_psf.inference.psf_inference.InferenceConfigHandler method) load_data_on_init (wf_psf.data.data_handler.DataHandler attribute) load_dataset() (wf_psf.data.data_handler.DataHandler method) load_inference_model() (wf_psf.inference.psf_inference.PSFInference method) load_metrics_into_dict() (wf_psf.utils.configs_handler.PlottingConfigHandler method) load_multi_cycle_params_click() (in module wf_psf.utils.utils) load_trained_psf_model() (in module wf_psf.psf_models.psf_model_loader)

M

mainMethod() (in module wf_psf.run) make_dict_of_metrics() (wf_psf.utils.configs_handler.PlottingConfigHandler method) make_plot() (in module wf_psf.plotting.plots_interface) make_shape_metrics_plot() (wf_psf.plotting.plots_interface.ShapeMetricsPlotHandler method) map_entry() (wf_psf.utils.read_config.RecursiveNamespace static method) masked_mse() (in module wf_psf.training.train_utils) MaskedMeanSquaredError (class in wf_psf.training.train_utils) MaskedMeanSquaredErrorMetric (class in wf_psf.training.train_utils) masks (wf_psf.inference.psf_inference.PSFInference attribute) MeshHelper (class in wf_psf.sims.spatial_varying_psf) metrics_conf (wf_psf.utils.configs_handler.MetricsConfigHandler property) MetricsConfigHandler (class in wf_psf.utils.configs_handler) MetricsParamsHandler (class in wf_psf.metrics.metrics_interface) MetricsPlotHandler (class in wf_psf.plotting.plots_interface) misalignment_positions (wf_psf.data.data_zernike_utils.ZernikeInputs attribute) model_name (wf_psf.training.train.TrainingParamsHandler property) model_params (wf_psf.training.train.TrainingParamsHandler property) model_subdir (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) module wf_psf.data wf_psf.data.centroids wf_psf.data.data_handler wf_psf.data.data_zernike_utils wf_psf.inference wf_psf.inference.psf_inference wf_psf.instrument wf_psf.instrument.ccd_misalignments wf_psf.metrics wf_psf.metrics.metrics wf_psf.metrics.metrics_interface wf_psf.plotting wf_psf.plotting.plots_interface wf_psf.psf_models wf_psf.psf_models.models wf_psf.psf_models.models.psf_model_parametric wf_psf.psf_models.models.psf_model_physical_polychromatic wf_psf.psf_models.models.psf_model_semiparametric wf_psf.psf_models.psf_model_loader wf_psf.psf_models.psf_models wf_psf.psf_models.tf_modules wf_psf.psf_models.tf_modules.tf_layers wf_psf.psf_models.tf_modules.tf_modules wf_psf.psf_models.tf_modules.tf_psf_field wf_psf.psf_models.tf_modules.tf_utils wf_psf.run wf_psf.sims wf_psf.sims.psf_simulator wf_psf.sims.spatial_varying_psf wf_psf.training wf_psf.training.train wf_psf.training.train_utils wf_psf.utils wf_psf.utils.configs_handler wf_psf.utils.graph_utils wf_psf.utils.interpolation wf_psf.utils.io wf_psf.utils.optimizer wf_psf.utils.read_config wf_psf.utils.types wf_psf.utils.utils

MonochromaticMetricsPlotHandler (class in wf_psf.plotting.plots_interface) multi_cycle_params (wf_psf.training.train.TrainingParamsHandler property)

N

n_bins_lambda (wf_psf.data.data_handler.DataHandler attribute) (wf_psf.inference.psf_inference.PSFInference property) n_epochs_non_params (wf_psf.training.train.TrainingParamsHandler property) n_epochs_params (wf_psf.training.train.TrainingParamsHandler property) n_points_per_ccd (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) n_zks_total (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property)

NoiseEstimator (class in wf_psf.utils.utils) None (wf_psf.psf_models.psf_models.PSFModelBaseFactory attribute) normal_list (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) normalize_psf() (wf_psf.psf_models.tf_modules.tf_modules.TFFftDiffract method) normalize_Z_matrix() (wf_psf.sims.spatial_varying_psf.ZernikeHelper static method) normalize_zernikes() (wf_psf.sims.psf_simulator.PSFSimulator method)

O

obscurations (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) (wf_psf.psf_models.tf_modules.tf_modules.TFBuildPhase attribute) on_epoch_begin() (wf_psf.training.train_utils.L1ParamScheduler method) opd_dim (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) opd_phase_plotter() (wf_psf.sims.psf_simulator.PSFSimulator static method) opd_to_phase() (wf_psf.psf_models.tf_modules.tf_modules.TFBuildPhase method)

output_dim (wf_psf.inference.psf_inference.PSFInference property) (wf_psf.inference.psf_inference.PSFInferenceEngine attribute) (wf_psf.psf_models.tf_modules.tf_modules.TFFftDiffract attribute) output_Q (wf_psf.psf_models.tf_modules.tf_modules.TFFftDiffract attribute) (wf_psf.psf_models.tf_modules.tf_modules.TFMonochromaticPSF attribute) overwrite_model_params() (wf_psf.inference.psf_inference.InferenceConfigHandler static method)

P

pad_contribution_to_order() (in module wf_psf.data.data_zernike_utils) pad_tf_zernikes() (in module wf_psf.data.data_zernike_utils) pad_zernikes() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) pairwise_distances() (in module wf_psf.utils.graph_utils) phase_N (wf_psf.psf_models.tf_modules.tf_modules.TFBuildPhase attribute) PhysicalPolychromaticFieldFactory (class in wf_psf.psf_models.models.psf_model_physical_polychromatic) pick_emax() (wf_psf.utils.graph_utils.GraphBuilder method) plot() (wf_psf.plotting.plots_interface.MetricsPlotHandler method) (wf_psf.plotting.plots_interface.MonochromaticMetricsPlotHandler method) (wf_psf.plotting.plots_interface.ShapeMetricsPlotHandler method) plot_metrics() (in module wf_psf.plotting.plots_interface) plot_opd_phase() (wf_psf.sims.psf_simulator.PSFSimulator method) plot_psf() (wf_psf.sims.psf_simulator.PSFSimulator method) plot_WFE_RMS() (wf_psf.sims.spatial_varying_psf.SpatialVaryingPSF method) plot_z_coeffs() (wf_psf.sims.psf_simulator.PSFSimulator method) plotting_conf (wf_psf.utils.configs_handler.MetricsConfigHandler property) PlottingConfigHandler (class in wf_psf.utils.configs_handler) PolynomialMatrixHelper (class in wf_psf.sims.spatial_varying_psf) predict() (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricGraphOPD method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricMCCDOPDv2 method) predict_mono_psfs() (wf_psf.psf_models.models.psf_model_parametric.TFParametricPSFFieldModel method) (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthPhysicalField method)

predict_opd() (wf_psf.psf_models.models.psf_model_parametric.TFParametricPSFFieldModel method) (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthPhysicalField method) predict_step() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthPhysicalField method) predict_zernikes() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthPhysicalField method) prepare_configs() (wf_psf.inference.psf_inference.PSFInference method) prepare_metrics_data() (wf_psf.plotting.plots_interface.ShapeMetricsPlotHandler method) process_sed_data() (wf_psf.data.data_handler.DataHandler method) project_DD_features() (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) psf_plotter() (wf_psf.sims.psf_simulator.PSFSimulator static method) PSFInference (class in wf_psf.inference.psf_inference) PSFInferenceEngine (class in wf_psf.inference.psf_inference) PSFModelBaseFactory (class in wf_psf.psf_models.psf_models) PSFModelError PSFSimulator (class in wf_psf.sims.psf_simulator)

R

read_conf() (in module wf_psf.utils.read_config) read_stream() (in module wf_psf.utils.read_config) read_yaml() (in module wf_psf.utils.read_config) RecursiveNamespace (class in wf_psf.utils.read_config) register_configclass() (in module wf_psf.utils.configs_handler) register_psfclass() (in module wf_psf.psf_models.psf_models)

reset_state() (wf_psf.training.train_utils.MaskedMeanSquaredErrorMetric method) result() (wf_psf.training.train_utils.MaskedMeanSquaredErrorMetric method) run() (wf_psf.utils.configs_handler.MetricsConfigHandler method) (wf_psf.utils.configs_handler.PlottingConfigHandler method) (wf_psf.utils.configs_handler.TrainingConfigHandler method) run_inference() (wf_psf.inference.psf_inference.PSFInference method)

S

save_nonparam_history (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) save_param_history (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) scale_position_to_tile_reference() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator method) scale_position_to_wavediff_reference() (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator method) scale_positions() (wf_psf.sims.spatial_varying_psf.CoordinateHelper static method) scale_to_range() (in module wf_psf.utils.utils) scaled_data (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) sed_data (wf_psf.data.data_handler.DataHandler attribute) SED_gen_noise() (wf_psf.sims.psf_simulator.PSFSimulator static method) seds (wf_psf.inference.psf_inference.PSFInference attribute) select_params() (wf_psf.utils.graph_utils.GraphBuilder method) select_vstar() (in module wf_psf.utils.graph_utils) SemiParamFieldFactory (class in wf_psf.psf_models.models.psf_model_semiparametric) set_alpha_identity() (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricGraphOPD method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricMCCDOPDv2 method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricPolynomialVariationsOPD method) set_alpha_zero() (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricGraphOPD method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricMCCDOPDv2 method) (wf_psf.psf_models.tf_modules.tf_layers.TFNonParametricPolynomialVariationsOPD method) set_config_paths() (wf_psf.inference.psf_inference.InferenceConfigHandler method) set_lambda_phaseN() (wf_psf.psf_models.tf_modules.tf_layers.TFBatchMonochromaticPSF method) set_nonzero_nonparam() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) set_output_params() (wf_psf.psf_models.tf_modules.tf_layers.TFBatchMonochromaticPSF method)

set_output_Q() (wf_psf.psf_models.models.psf_model_parametric.TFParametricPSFFieldModel method) (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) (wf_psf.psf_models.tf_modules.tf_psf_field.TFGroundTruthPhysicalField method) set_psf_model() (in module wf_psf.psf_models.psf_models) set_run_config() (in module wf_psf.utils.configs_handler) set_trainable_layers() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) set_z_coeffs() (wf_psf.sims.psf_simulator.PSFSimulator method) set_zero_nonparam() (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField method) (wf_psf.psf_models.models.psf_model_semiparametric.TFSemiParametricField method) setProgramOptions() (in module wf_psf.run) setup_outputs() (wf_psf.utils.io.FileIOHandler method) setup_training() (in module wf_psf.training.train) ShapeMetricsPlotHandler (class in wf_psf.plotting.plots_interface) shift_ker_stack() (in module wf_psf.data.centroids) shift_x_y_to_zk1_2_wavediff() (in module wf_psf.data.data_zernike_utils) sigma_mad() (wf_psf.utils.utils.NoiseEstimator static method) simPSF (wf_psf.data.data_handler.DataHandler attribute) (wf_psf.inference.psf_inference.PSFInference property) simPSF() (in module wf_psf.psf_models.psf_models) single_mask_generator() (in module wf_psf.utils.utils) sources (wf_psf.inference.psf_inference.PSFInference attribute) SpatialVaryingPSF (class in wf_psf.sims.spatial_varying_psf)

T

tf_build_opd_zernike (wf_psf.psf_models.tf_modules.tf_modules.TFZernikeMonochromaticPSF attribute) tf_build_phase (wf_psf.psf_models.tf_modules.tf_modules.TFMonochromaticPSF attribute) (wf_psf.psf_models.tf_modules.tf_modules.TFZernikeMonochromaticPSF attribute) tf_crop_img() (wf_psf.psf_models.tf_modules.tf_modules.TFFftDiffract method) tf_fft_diffract (wf_psf.psf_models.tf_modules.tf_modules.TFMonochromaticPSF attribute) (wf_psf.psf_models.tf_modules.tf_modules.TFZernikeMonochromaticPSF attribute) tf_np_poly_opd (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) tf_obscurations() (in module wf_psf.psf_models.psf_models) tf_physical_layer (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) tf_poly_Z_field (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) tf_positions (wf_psf.data.data_handler.DataHandler property) tf_zernike_OPD (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) tfa_interpolate_spline_rbf() (in module wf_psf.utils.interpolation) TFBatchMonochromaticPSF (class in wf_psf.psf_models.tf_modules.tf_layers) TFBatchPolychromaticPSF (class in wf_psf.psf_models.tf_modules.tf_layers) TFBuildPhase (class in wf_psf.psf_models.tf_modules.tf_modules) TFFftDiffract (class in wf_psf.psf_models.tf_modules.tf_modules) TFGroundTruthPhysicalField (class in wf_psf.psf_models.tf_modules.tf_psf_field) TFGroundTruthSemiParametricField (class in wf_psf.psf_models.tf_modules.tf_psf_field) TFMonochromaticPSF (class in wf_psf.psf_models.tf_modules.tf_modules) TFNonParametricGraphOPD (class in wf_psf.psf_models.tf_modules.tf_layers) TFNonParametricMCCDOPDv2 (class in wf_psf.psf_models.tf_modules.tf_layers) TFNonParametricPolynomialVariationsOPD (class in wf_psf.psf_models.tf_modules.tf_layers) TFParametricPSFFieldModel (class in wf_psf.psf_models.models.psf_model_parametric)

TFPhysicalLayer (class in wf_psf.psf_models.tf_modules.tf_layers) TFPhysicalPolychromaticField (class in wf_psf.psf_models.models.psf_model_physical_polychromatic) TFPolynomialZernikeField (class in wf_psf.psf_models.tf_modules.tf_layers) TFSemiParametricField (class in wf_psf.psf_models.models.psf_model_semiparametric) TFZernikeMonochromaticPSF (class in wf_psf.psf_models.tf_modules.tf_modules) TFZernikeOPD (class in wf_psf.psf_models.tf_modules.tf_layers) (class in wf_psf.psf_models.tf_modules.tf_modules) tiles_data (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) tiles_x_lims (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) tiles_y_lims (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) tiles_z_average (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) tiles_z_lims (wf_psf.instrument.ccd_misalignments.CCDMisalignmentCalculator attribute) total_cycles (wf_psf.training.train.TrainingParamsHandler property) train() (in module wf_psf.training.train) train_cycle_part() (in module wf_psf.training.train_utils) trained_model (wf_psf.inference.psf_inference.PSFInferenceEngine attribute) trained_model_config_path (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) trained_model_path (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) trained_psf_model (wf_psf.inference.psf_inference.PSFInference property) training_conf (wf_psf.utils.configs_handler.MetricsConfigHandler property) training_config (wf_psf.inference.psf_inference.InferenceConfigHandler attribute) (wf_psf.inference.psf_inference.PSFInference property) training_hparams (wf_psf.training.train.TrainingParamsHandler property) TrainingConfigHandler (class in wf_psf.utils.configs_handler) TrainingParamsHandler (class in wf_psf.training.train)

U

update_grid() (wf_psf.data.centroids.CentroidEstimator method), [1]

update_state() (wf_psf.training.train_utils.MaskedMeanSquaredErrorMetric method)

V

validate_and_process_dataset() (wf_psf.data.data_handler.DataHandler method)

W

wf_psf.data module wf_psf.data.centroids module wf_psf.data.data_handler module wf_psf.data.data_zernike_utils module wf_psf.inference module wf_psf.inference.psf_inference module wf_psf.instrument module wf_psf.instrument.ccd_misalignments module wf_psf.metrics module wf_psf.metrics.metrics module wf_psf.metrics.metrics_interface module wf_psf.plotting module wf_psf.plotting.plots_interface module wf_psf.psf_models module wf_psf.psf_models.models module wf_psf.psf_models.models.psf_model_parametric module wf_psf.psf_models.models.psf_model_physical_polychromatic module wf_psf.psf_models.models.psf_model_semiparametric module wf_psf.psf_models.psf_model_loader module wf_psf.psf_models.psf_models module wf_psf.psf_models.tf_modules module

wf_psf.psf_models.tf_modules.tf_layers module wf_psf.psf_models.tf_modules.tf_modules module wf_psf.psf_models.tf_modules.tf_psf_field module wf_psf.psf_models.tf_modules.tf_utils module wf_psf.run module wf_psf.sims module wf_psf.sims.psf_simulator module wf_psf.sims.spatial_varying_psf module wf_psf.training module wf_psf.training.train module wf_psf.training.train_utils module wf_psf.utils module wf_psf.utils.configs_handler module wf_psf.utils.graph_utils module wf_psf.utils.interpolation module wf_psf.utils.io module wf_psf.utils.optimizer module wf_psf.utils.read_config module wf_psf.utils.types module wf_psf.utils.utils module

X

x_field (wf_psf.inference.psf_inference.PSFInference attribute)

xc (wf_psf.data.centroids.CentroidEstimator attribute)

Y

y_field (wf_psf.inference.psf_inference.PSFInference attribute)

yc (wf_psf.data.centroids.CentroidEstimator attribute)

Z

zernike_generator() (in module wf_psf.utils.utils) zernike_maps (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property) zernike_prior (wf_psf.data.data_zernike_utils.ZernikeInputs attribute) ZernikeHelper (class in wf_psf.sims.spatial_varying_psf)

ZernikeInputs (class in wf_psf.data.data_zernike_utils) ZernikeInputsFactory (class in wf_psf.data.data_zernike_utils) ZernikeInterpolation (class in wf_psf.utils.utils) zero_padding_diffraction() (wf_psf.psf_models.tf_modules.tf_modules.TFBuildPhase method) zks_total_contribution (wf_psf.psf_models.models.psf_model_physical_polychromatic.TFPhysicalPolychromaticField property)