Index

A

a_1_arr (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) a_2_arr (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) add_dictionaries_together() (in module gwsnr.utils) (in module gwsnr.utils.utils) ann (gwsnr.ann.ann_model_generator.ANNModelGenerator attribute) (gwsnr.ann.ANNModelGenerator attribute) ann_catalogue (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) ann_initilization() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) ann_model (gwsnr.ann.ann_model_generator.ANNModelGenerator attribute) (gwsnr.ann.ANNModelGenerator attribute) ann_model_4layers() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) ann_model_training() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) ANNModelGenerator (class in gwsnr.ann) (class in gwsnr.ann.ann_model_generator)

antenna_response_array() (in module gwsnr.jax) (in module gwsnr.jax.jaxjit_functions) (in module gwsnr.mlx) (in module gwsnr.mlx.mlx_functions) (in module gwsnr.numba) (in module gwsnr.numba.njit_functions) antenna_response_cross() (in module gwsnr.jax) (in module gwsnr.jax.jaxjit_functions) (in module gwsnr.mlx) (in module gwsnr.mlx.mlx_functions) (in module gwsnr.numba) (in module gwsnr.numba.njit_functions) antenna_response_plus() (in module gwsnr.jax) (in module gwsnr.jax.jaxjit_functions) (in module gwsnr.mlx) (in module gwsnr.mlx.mlx_functions) (in module gwsnr.numba) (in module gwsnr.numba.njit_functions) append_json() (in module gwsnr.utils) (in module gwsnr.utils.utils) arg_list (gwsnr.ripple.RippleInnerProduct attribute) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct attribute) arg_selection() (gwsnr.ripple.RippleInnerProduct method) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct method)

B

batch_size_interpolation (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

C

C (in module gwsnr.core.gwsnr) calculate_mtot_max() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method)

cross_entropy() (in module gwsnr.threshold) (in module gwsnr.threshold.crossentropydifference) cross_entropy_difference() (in module gwsnr.threshold), [1] (in module gwsnr.threshold.crossentropydifference)

D

dealing_with_psds() (in module gwsnr.utils) (in module gwsnr.utils.utils) default() (gwsnr.utils.NumpyEncoder method) (gwsnr.utils.utils.NumpyEncoder method) det_data() (gwsnr.threshold.SNRThresholdFinder method) (gwsnr.threshold.snrthresholdfinder.SNRThresholdFinder method) Detection of gravitational waves detector_list (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

detector_tensor_list (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) directory (gwsnr.ann.ann_model_generator.ANNModelGenerator attribute) (gwsnr.ann.ANNModelGenerator attribute) duration_max (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) duration_min (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

E

effective_distance() (in module gwsnr.numba) (in module gwsnr.numba.njit_functions) effective_distance_array() (in module gwsnr.numba) (in module gwsnr.numba.njit_functions)

einsum1() (in module gwsnr.numba.njit_functions) einsum2() (in module gwsnr.numba.njit_functions) error_adjustment (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

F

f_l (gwsnr.ripple.RippleInnerProduct attribute) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct attribute) f_min (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) f_ref (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) (gwsnr.ripple.RippleInnerProduct attribute) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct attribute) f_u (gwsnr.ripple.RippleInnerProduct attribute) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct attribute) find_best_SNR_threshold() (gwsnr.threshold.SNRThresholdFinder method) (gwsnr.threshold.snrthresholdfinder.SNRThresholdFinder method) find_index_1d_jax() (in module gwsnr.jax.jaxjit_interpolators) find_index_1d_mlx() (in module gwsnr.mlx.mlx_interpolators)

find_index_1d_numba() (in module gwsnr.numba.njit_interpolators) find_threshold() (gwsnr.threshold.SNRThresholdFinder method) (gwsnr.threshold.snrthresholdfinder.SNRThresholdFinder method) findchirp_chirptime() (in module gwsnr.numba) (in module gwsnr.numba.njit_functions) findchirp_chirptime_jax() (in module gwsnr.jax) (in module gwsnr.jax.jaxjit_functions) findchirp_chirptime_mlx() (in module gwsnr.mlx) (in module gwsnr.mlx.mlx_functions) fixed_duration (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) fmod_mlx() (in module gwsnr.mlx.mlx_functions) frequency_domain_source_model (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

G

G (in module gwsnr.core.gwsnr) Gamma (in module gwsnr.numba.njit_functions) gen_hphc (gwsnr.ripple.RippleInnerProduct attribute) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct attribute) get_gw_parameters() (in module gwsnr.utils) (in module gwsnr.utils.utils) get_input_data() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) get_input_output_data() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) get_interpolated_snr (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) get_interpolated_snr_aligned_spins_helper() (in module gwsnr.jax.jaxjit_interpolators) (in module gwsnr.mlx.mlx_interpolators) get_interpolated_snr_aligned_spins_jax() (in module gwsnr.jax) (in module gwsnr.jax.jaxjit_interpolators) get_interpolated_snr_aligned_spins_mlx() (in module gwsnr.mlx) (in module gwsnr.mlx.mlx_interpolators) get_interpolated_snr_aligned_spins_numba() (in module gwsnr.numba) (in module gwsnr.numba.njit_interpolators) get_interpolated_snr_no_spins_helper() (in module gwsnr.jax.jaxjit_interpolators) (in module gwsnr.mlx.mlx_interpolators) get_interpolated_snr_no_spins_jax() (in module gwsnr.jax) (in module gwsnr.jax.jaxjit_interpolators) get_interpolated_snr_no_spins_mlx() (in module gwsnr.mlx) (in module gwsnr.mlx.mlx_interpolators) get_interpolated_snr_no_spins_numba() (in module gwsnr.numba) (in module gwsnr.numba.njit_interpolators) get_param_from_json() (in module gwsnr.utils) (in module gwsnr.utils.utils) get_parameters() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) get_polarization_tensor_cross() (in module gwsnr.jax.jaxjit_functions) (in module gwsnr.mlx.mlx_functions) (in module gwsnr.numba.njit_functions) get_polarization_tensor_plus() (in module gwsnr.jax.jaxjit_functions) (in module gwsnr.mlx.mlx_functions) (in module gwsnr.numba.njit_functions) get_scaled_data() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) gps_to_gmst() (in module gwsnr.jax.jaxjit_functions) (in module gwsnr.mlx.mlx_functions) (in module gwsnr.numba.njit_functions) Gravitational waves gwsnr module GWSNR (class in gwsnr) (class in gwsnr.core) (class in gwsnr.core.gwsnr)

gwsnr (gwsnr.ann.ann_model_generator.ANNModelGenerator attribute) (gwsnr.ann.ANNModelGenerator attribute) gwsnr.ann module gwsnr.ann.ann_model_generator module gwsnr.core module gwsnr.core.gwsnr module gwsnr.jax module gwsnr.jax.jaxjit_functions module gwsnr.jax.jaxjit_interpolators module gwsnr.mlx module gwsnr.mlx.mlx_functions module gwsnr.mlx.mlx_interpolators module gwsnr.numba module gwsnr.numba.njit_functions module gwsnr.numba.njit_interpolators module gwsnr.ripple module gwsnr.ripple.rippleinnerproduct module gwsnr.threshold module gwsnr.threshold.crossentropydifference module gwsnr.threshold.snrthresholdfinder module gwsnr.utils module gwsnr.utils.multiprocessing_routine module gwsnr.utils.utils module gwsnr_args (gwsnr.ann.ann_model_generator.ANNModelGenerator attribute) (gwsnr.ann.ANNModelGenerator attribute)

H

helper_error_adjustment() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) horizon_distance_analytical() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method)

horizon_distance_numerical() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method)

I

ifos (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) init_partialscaled() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) interpolator_check() (in module gwsnr.utils) (in module gwsnr.utils.utils)

interpolator_dir (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) interpolator_pickle_path() (in module gwsnr.utils) (in module gwsnr.utils.utils) interpolator_setup() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method)

L

linear_interpolator() (in module gwsnr.numba) (in module gwsnr.numba.njit_functions) load_ann_h5() (in module gwsnr.utils) (in module gwsnr.utils.utils) load_ann_h5_from_module() (in module gwsnr.utils) (in module gwsnr.utils.utils) load_json() (in module gwsnr.utils) (in module gwsnr.utils.utils)

load_json_from_module() (in module gwsnr.utils) (in module gwsnr.utils.utils) load_model_scaler_error() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) load_pickle() (in module gwsnr.utils) (in module gwsnr.utils.utils) load_pickle_from_module() (in module gwsnr.utils) (in module gwsnr.utils.utils)

M

model_dict (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) module gwsnr gwsnr.ann gwsnr.ann.ann_model_generator gwsnr.core gwsnr.core.gwsnr gwsnr.jax gwsnr.jax.jaxjit_functions gwsnr.jax.jaxjit_interpolators gwsnr.mlx gwsnr.mlx.mlx_functions gwsnr.mlx.mlx_interpolators gwsnr.numba gwsnr.numba.njit_functions gwsnr.numba.njit_interpolators gwsnr.ripple gwsnr.ripple.rippleinnerproduct gwsnr.threshold gwsnr.threshold.crossentropydifference gwsnr.threshold.snrthresholdfinder gwsnr.utils gwsnr.utils.multiprocessing_routine gwsnr.utils.utils

mtot_arr (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) mtot_cut (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) mtot_max (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) mtot_min (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) mtot_resolution (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) MTSUN_SI (in module gwsnr.core.gwsnr) (in module gwsnr.numba.njit_functions) multiprocessing_verbose (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) (gwsnr.threshold.SNRThresholdFinder attribute) (gwsnr.threshold.snrthresholdfinder.SNRThresholdFinder attribute)

N

noise_realization (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) noise_weighted_inner_prod_d_inner_h() (in module gwsnr.utils) (in module gwsnr.utils.multiprocessing_routine) noise_weighted_inner_prod_h_inner_h() (in module gwsnr.utils) (in module gwsnr.utils.multiprocessing_routine) noise_weighted_inner_prod_ripple() (in module gwsnr.utils) (in module gwsnr.utils.multiprocessing_routine) noise_weighted_inner_product() (in module gwsnr.numba) (in module gwsnr.numba.njit_functions)

noise_weighted_inner_product_jax (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) noise_weighted_inner_product_jax() (gwsnr.ripple.RippleInnerProduct method) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct method) npool (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) (gwsnr.threshold.SNRThresholdFinder attribute) (gwsnr.threshold.snrthresholdfinder.SNRThresholdFinder attribute) NumpyEncoder (class in gwsnr.utils) (class in gwsnr.utils.utils)

O

optimal_snr() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) optimal_snr_with_ann() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) optimal_snr_with_inner_product() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method)

optimal_snr_with_inner_product_ripple() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) optimal_snr_with_interpolation() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) output_ann() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method)

P

param_dict_given (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) path_interpolator (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) pdet() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) pdet_confusion_matrix() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) pdet_error() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) pdet_kwargs (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

Pi (in module gwsnr.core.gwsnr) (in module gwsnr.numba.njit_functions) power_spectral_density_bilby() (in module gwsnr.utils.utils) power_spectral_density_pycbc() (in module gwsnr.utils) (in module gwsnr.utils.utils) predict_pdet() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) predict_snr() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) print_all_params() (gwsnr.core.GWSNR method) (gwsnr.core.gwsnr.GWSNR method) (gwsnr.GWSNR method) psds_list (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

R

ra_dec_to_theta_phi() (in module gwsnr.jax.jaxjit_functions) (in module gwsnr.mlx.mlx_functions) (in module gwsnr.numba.njit_functions) ratio_arr (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) ratio_max (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

ratio_min (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) ratio_resolution (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) RippleInnerProduct (class in gwsnr.ripple) (class in gwsnr.ripple.rippleinnerproduct)

S

sample_size (gwsnr.threshold.SNRThresholdFinder attribute) (gwsnr.threshold.snrthresholdfinder.SNRThresholdFinder attribute) sampling_frequency (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) save_ann_path_dict() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) save_json() (in module gwsnr.utils) (in module gwsnr.utils.utils) save_pickle() (in module gwsnr.utils) (in module gwsnr.utils.utils) scaler (gwsnr.ann.ann_model_generator.ANNModelGenerator attribute) (gwsnr.ann.ANNModelGenerator attribute) scaler_dict (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) select_waveform() (gwsnr.ripple.RippleInnerProduct method) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct method) selection_range (gwsnr.threshold.SNRThresholdFinder attribute) (gwsnr.threshold.snrthresholdfinder.SNRThresholdFinder attribute) snr_error_adjustment() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method) snr_method (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) snr_partialsacaled_list (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) snr_recalculation (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) snr_recalculation_range (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) snr_recalculation_waveform_approximant (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)

snr_th (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) snr_th_net (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) snr_type (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) SNRThresholdFinder (class in gwsnr.threshold) (class in gwsnr.threshold.snrthresholdfinder) spin_max (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) spin_resolution (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute) spline_interp_4pts_jax() (in module gwsnr.jax.jaxjit_interpolators) spline_interp_4pts_mlx() (in module gwsnr.mlx.mlx_interpolators) spline_interp_4pts_numba() (in module gwsnr.numba.njit_interpolators) spline_interp_4x4pts_batched_jax() (in module gwsnr.jax.jaxjit_interpolators) spline_interp_4x4pts_batched_mlx() (in module gwsnr.mlx.mlx_interpolators) spline_interp_4x4pts_batched_numba() (in module gwsnr.numba.njit_interpolators) spline_interp_4x4pts_jax() (in module gwsnr.jax.jaxjit_interpolators) spline_interp_4x4pts_mlx() (in module gwsnr.mlx.mlx_interpolators) spline_interp_4x4pts_numba() (in module gwsnr.numba.njit_interpolators) spline_interp_4x4x4x4pts_batched_jax() (in module gwsnr.jax.jaxjit_interpolators) spline_interp_4x4x4x4pts_batched_mlx() (in module gwsnr.mlx.mlx_interpolators) spline_interp_4x4x4x4pts_batched_numba() (in module gwsnr.numba.njit_interpolators) spline_interp_4x4x4x4pts_jax() (in module gwsnr.jax.jaxjit_interpolators) spline_interp_4x4x4x4pts_mlx() (in module gwsnr.mlx.mlx_interpolators) spline_interp_4x4x4x4pts_numba() (in module gwsnr.numba.njit_interpolators) standard_scaling_initialization() (gwsnr.ann.ann_model_generator.ANNModelGenerator method) (gwsnr.ann.ANNModelGenerator method)

T

trunc_mlx() (in module gwsnr.mlx.mlx_functions)

V

vmap_findchirp_chirptime (gwsnr.ripple.RippleInnerProduct attribute) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct attribute)

vmap_waveform (gwsnr.ripple.RippleInnerProduct attribute) (gwsnr.ripple.rippleinnerproduct.RippleInnerProduct attribute)

W

waveform_approximant (gwsnr.core.GWSNR attribute) (gwsnr.core.gwsnr.GWSNR attribute) (gwsnr.GWSNR attribute)