Index

A

apply_distortion() (in module starred.psf.psf)

args2kwargs() (starred.deconvolution.parameters.ParametersDeconv method) (starred.psf.parameters.ParametersPSF method)

B

b_n() (in module starred.utils.light_profile_analytical) background_interpolate() (starred.deconvolution.deconvolution.Deconv method)

best_fit_values() (starred.utils.parameters.Parameters method) build_psf() (in module starred.procedures.psf_routines)

C

compute_fisher_information() (starred.optim.inference_base.FisherCovariance method) compute_fisher_matrix() (starred.optim.optimization.Optimizer method) convert_in_jnp_array() (starred.utils.parameters.Parameters method) convert_list_to_numpy_array() (in module starred.utils.generic_utils), [1]

convert_numpy_array_to_list() (in module starred.utils.generic_utils), [1] convolveSeparableDilated() (in module starred.utils.jax_utils) covariance_matrix (starred.optim.inference_base.FisherCovariance property) current_values() (starred.utils.parameters.Parameters method)

D

data (starred.deconvolution.loss.Loss property) (starred.psf.loss.Loss property) decompose() (in module starred.utils.jax_utils) Deconv (class in starred.deconvolution.deconvolution) dict_to_kwargs_list() (in module starred.plots.plot_function)

dirac_impulse() (in module starred.utils.noise_utils) display_data() (in module starred.plots.plot_function) Downsample() (in module starred.utils.generic_utils), [1] draw_samples() (starred.optim.inference_base.FisherCovariance method) dump() (starred.deconvolution.deconvolution.Deconv method) (starred.psf.psf.PSF method)

E

ellipticity2phi_q() (in module starred.utils.light_profile_analytical)

export() (starred.deconvolution.deconvolution.Deconv method) (starred.psf.psf.PSF method)

F

fft_convolve2d() (in module starred.utils.generic_utils), [1] fisher2covar() (starred.optim.inference_base.FisherCovariance method) fisher_matrix (starred.optim.inference_base.FisherCovariance property)

FisherCovariance (class in starred.optim.inference_base) flux_at_epoch() (starred.deconvolution.deconvolution.Deconv method) fourier_division() (in module starred.utils.generic_utils), [1] fwhm2sigma() (in module starred.utils.generic_utils), [1]

G

gaussian_function() (in module starred.utils.generic_utils), [1] gaussian_function_batched() (in module starred.utils.generic_utils), [1] get_all_free_param_names() (starred.deconvolution.parameters.ParametersDeconv method) (starred.psf.parameters.ParametersPSF method) get_amplitudes() (starred.psf.psf.PSF method) get_astrometry() (starred.psf.psf.PSF method) get_background() (starred.psf.psf.PSF method) get_bounds() (starred.utils.parameters.Parameters method) get_distance_from_center() (in module starred.utils.light_profile_analytical) get_full_psf() (starred.psf.psf.PSF method) get_gaussian() (starred.psf.psf.PSF method) get_gaussians_vectorized() (starred.psf.psf.PSF method)

get_kwargs_sigma() (starred.optim.inference_base.FisherCovariance method) get_l1_norm() (in module starred.utils.jax_utils) get_mask_pts_source() (starred.deconvolution.deconvolution.Deconv method) get_moffat() (starred.psf.psf.PSF method) get_nan_indices() (starred.utils.parameters.Parameters method) get_narrow_psf() (starred.psf.psf.PSF method) get_param_names_for_model() (starred.deconvolution.parameters.ParametersDeconv method) (starred.psf.parameters.ParametersPSF method) get_photometry() (starred.psf.psf.PSF method) getDeconvolved() (starred.deconvolution.deconvolution.Deconv method) getPts_source() (starred.deconvolution.deconvolution.Deconv method) gradient() (starred.optim.inference_base.InferenceBase method)

H

hessian() (starred.optim.inference_base.InferenceBase method)

hessian_vec_prod() (starred.optim.inference_base.InferenceBase method)

I

InferenceBase (class in starred.optim.inference_base)

initial_values() (starred.utils.parameters.Parameters method)

K

kwargs2args() (starred.deconvolution.parameters.ParametersDeconv method) (starred.psf.parameters.ParametersPSF method)

L

load_Deconv_model() (in module starred.deconvolution.deconvolution) load_PSF_model() (in module starred.psf.psf) log_likelihood() (starred.optim.inference_base.InferenceBase method) logL() (starred.deconvolution.loss.Prior method) (starred.psf.loss.Prior method)

Loss (class in starred.deconvolution.loss) (class in starred.psf.loss) loss() (starred.deconvolution.loss.Loss method) (starred.optim.inference_base.InferenceBase method) (starred.psf.loss.Loss method) loss_history (starred.optim.optimization.Optimizer property)

M

make_gif() (in module starred.plots.plot_function) make_grid() (in module starred.utils.generic_utils), [1] make_movie() (in module starred.plots.plot_function) make_video() (in module starred.plots.plot_function) masks (starred.psf.loss.Loss property) mean_pts_amps() (starred.deconvolution.deconvolution.Deconv method) minimize() (starred.optim.optimization.Optimizer method) model() (starred.deconvolution.deconvolution.Deconv method) (starred.psf.psf.PSF method) modelstack() (starred.deconvolution.deconvolution.Deconv method) modelstack_forloop() (starred.deconvolution.deconvolution.Deconv method) modelstack_scan() (starred.deconvolution.deconvolution.Deconv method) module starred starred.deconvolution starred.deconvolution.deconvolution starred.deconvolution.loss starred.deconvolution.parameters starred.optim starred.optim.inference_base starred.optim.optimization starred.optim.sampling starred.plots starred.plots.plot_function starred.procedures starred.procedures.deconvolution_routines starred.procedures.psf_routines starred.psf starred.psf.loss starred.psf.parameters starred.psf.psf starred.utils starred.utils.generic_utils, [1] starred.utils.jax_utils starred.utils.light_profile_analytical starred.utils.noise_utils starred.utils.parameters

moffat_elliptical_function() (in module starred.utils.generic_utils), [1] moffat_function() (in module starred.utils.generic_utils), [1] multi_steps_deconvolution() (in module starred.procedures.deconvolution_routines) multiple_PSF_plot() (in module starred.plots.plot_function)

N

narrow_psf_from_model() (in module starred.procedures.psf_routines)

O

one_epoch() (starred.deconvolution.deconvolution.Deconv method)

optimized (starred.utils.parameters.Parameters property) Optimizer (class in starred.optim.optimization)

P

pad_and_convolve() (in module starred.utils.generic_utils), [1] pad_and_convolve_fft() (in module starred.utils.generic_utils), [1] param_history (starred.optim.optimization.Optimizer property) param_names_analytic (starred.deconvolution.parameters.ParametersDeconv attribute) param_names_background (starred.deconvolution.parameters.ParametersDeconv attribute) (starred.psf.parameters.ParametersPSF attribute) param_names_distortion (starred.psf.parameters.ParametersPSF attribute) param_names_gaussian (starred.psf.parameters.ParametersPSF attribute) param_names_moffat (starred.psf.parameters.ParametersPSF attribute) param_names_sersic (starred.deconvolution.parameters.ParametersDeconv attribute) Parameters (class in starred.utils.parameters) parameters (starred.optim.inference_base.InferenceBase property)

ParametersDeconv (class in starred.deconvolution.parameters) ParametersPSF (class in starred.psf.parameters) phi_q2_ellipticity() (in module starred.utils.light_profile_analytical) plot_convergence_by_walker() (in module starred.plots.plot_function) plot_deconvolution() (in module starred.plots.plot_function) plot_loss() (in module starred.plots.plot_function) Prior (class in starred.deconvolution.loss) (class in starred.psf.loss) prior_draw() (starred.optim.sampling.Sampler method) prior_kwargs() (starred.deconvolution.loss.Prior static method) (starred.psf.loss.Prior static method) propagate_noise() (in module starred.utils.noise_utils) PSF (class in starred.psf.psf)

R

r_sersic() (in module starred.utils.light_profile_analytical) R_stable() (in module starred.utils.light_profile_analytical) reconstruct() (in module starred.utils.jax_utils)

reduced_chi2() (starred.deconvolution.loss.Loss method) (starred.psf.loss.Loss method) rotate_array() (in module starred.utils.jax_utils) run_multi_steps_PSF_reconstruction() (in module starred.procedures.psf_routines)

S

sample() (starred.optim.sampling.Sampler method) Sampler (class in starred.optim.sampling) sanitize_inputs() (in module starred.procedures.psf_routines) save_fits() (in module starred.utils.generic_utils), [1] save_npy() (in module starred.utils.generic_utils), [1] scale_norms() (in module starred.utils.jax_utils) scipy_convolve() (in module starred.utils.generic_utils), [1] sersic_background() (starred.deconvolution.deconvolution.Deconv method) sersic_ellipse() (in module starred.utils.light_profile_analytical) set_best_fit() (starred.utils.parameters.Parameters method) setup_model() (in module starred.deconvolution.deconvolution) setUpsamplingFactor() (starred.deconvolution.deconvolution.Deconv method) shear_stretch_transformation_from_polynomial() (in module starred.psf.psf) shifted_gaussians() (starred.deconvolution.deconvolution.Deconv method) (starred.psf.psf.PSF method) shifted_gaussians_vectorized() (starred.psf.psf.PSF method) sigma_2 (starred.deconvolution.loss.Loss property) (starred.psf.loss.Loss property) single_PSF_plot() (in module starred.plots.plot_function) smart_guess() (starred.psf.psf.PSF method) split_matrix() (starred.optim.inference_base.FisherCovariance static method) starred module starred.deconvolution module starred.deconvolution.deconvolution module starred.deconvolution.loss module starred.deconvolution.parameters module starred.optim module starred.optim.inference_base module

starred.optim.optimization module starred.optim.sampling module starred.plots module starred.plots.plot_function module starred.procedures module starred.procedures.deconvolution_routines module starred.procedures.psf_routines module starred.psf module starred.psf.loss module starred.psf.parameters module starred.psf.psf module starred.utils module starred.utils.generic_utils module, [1] starred.utils.jax_utils module starred.utils.light_profile_analytical module starred.utils.noise_utils module starred.utils.parameters module

T

timer_func() (in module starred.utils.generic_utils), [1] transform() (starred.optim.sampling.Sampler method)

translate_array() (in module starred.utils.jax_utils) twoD_Gaussian() (in module starred.utils.generic_utils), [1]

U

update_dataset() (starred.psf.loss.Loss method) update_kwargs() (starred.utils.parameters.Parameters method) update_lambda_pts_source() (starred.deconvolution.loss.Loss method)

update_PSF() (in module starred.procedures.psf_routines) update_weights() (starred.deconvolution.loss.Loss method) Upsample() (in module starred.utils.generic_utils), [1]

V

value_and_gradient() (starred.optim.inference_base.InferenceBase method)

view_deconv_model() (in module starred.plots.plot_function)