Index

A

add_lognormal_noise() (in module vindy.utils.utils) assert_additional_args() (VindyLayer method) assert_arguments() (AutoencoderSindy method) (BaseModel method) (SindyLayer method)

AutoencoderSindy (class in vindy.networks.autoencoder_sindy)

B

BaseDistribution (class in vindy.distributions.base_distribution) BaseLibrary (class in vindy.libraries.base_library) BaseModel (class in vindy.networks.base_model) beta (VindyLayer attribute) build_decoder() (AutoencoderSindy method) build_encoder() (AutoencoderSindy method) (VAESindy method)

build_loss() (AutoencoderSindy method) (SindyNetwork method) build_model() (AutoencoderSindy method) (SindyNetwork method) build_sindy() (BaseModel method)

C

calc_latent_time_derivatives() (AutoencoderSindy method) call() (BaseDistribution method), [1] (Gaussian method), [1] (Laplace method), [1] (SindyLayer method) (VAESindy method) (VindyLayer method) call_pySINDy() (SindyCallback method)

cancel_coefficients() (PDFThresholdCallback method) coefficient_distributions_to_csv() (in module vindy.utils.utils) coefficient_matrix_shape (SindyLayer property) compile() (AutoencoderSindy method) concat_features() (SindyLayer method) concatenate_sindy_input() (BaseModel method) create_loss_trackers() (AutoencoderSindy method) (SindyNetwork method) (VAESindy method)

D

decode() (AutoencoderSindy method)

define_scaling() (AutoencoderSindy method)

E

encode() (AutoencoderSindy method) (VAESindy method)

evaluate_sindy_layer() (BaseModel method) ExponentialLibrary (class in vindy.libraries.exponential_library)

F

fill_coefficient_matrix() (SindyLayer method) fit() (BaseModel method) flatten3d() (BaseModel method)

flatten_dummy() (BaseModel static method) ForceLibrary (class in vindy.libraries.force_library) FourierLibrary (class in vindy.libraries.fourier_library)

G

Gaussian (class in vindy.distributions.gaussian) get_feature_names() (SindyLayer method) get_int_loss() (BaseModel method) get_loss() (AutoencoderSindy method) (SindyNetwork method) get_loss_2nd() (AutoencoderSindy method) (SindyNetwork method) get_loss_rec() (AutoencoderSindy method) get_names() (BaseLibrary method) (ExponentialLibrary method) (ForceLibrary method) (FourierLibrary method) (PolynomialLibrary method)

get_prunable_weights() (SindyLayer method) get_sindy_coeffs() (SindyLayer method) (VindyLayer method) get_trainable_weights() (AutoencoderSindy method) (SindyNetwork method)

I

init_weigths() (SindyLayer method) (VindyLayer method)

integrate() (BaseModel method)

K

kernel_shape (SindyLayer property) KL_divergence() (BaseDistribution method), [1] (Gaussian method), [1] (Laplace method), [1]

kl_loss() (VAESindy method) (VindyLayer method) kl_loss_tracker (VindyLayer attribute)

L

Laplace (class in vindy.distributions.laplace) load() (BaseModel static method) log_scale_to_deviation() (Laplace method) log_var_to_deviation() (Gaussian method), [1]

LogVarL1L2Regularizer (class in vindy.layers.vindy_layer) loop_rec() (PolynomialLibrary method) loop_rec_names() (PolynomialLibrary method) loss_trackers (SindyLayer property) (VindyLayer property)

M

model_equation_to_str() (SindyLayer method) module vindy vindy.callbacks vindy.callbacks.pdf_threshold_callback vindy.callbacks.save_coefficients_callback vindy.callbacks.sindy_callback vindy.callbacks.spotify_callback vindy.callbacks.threshold_prune_callback vindy.distributions vindy.distributions.base_distribution vindy.distributions.gaussian vindy.distributions.laplace vindy.layers vindy.layers.sindy_layer vindy.layers.vindy_layer vindy.libraries vindy.libraries.base_library vindy.libraries.exponential_library vindy.libraries.force_library vindy.libraries.fourier_library vindy.libraries.polynomial_library vindy.networks vindy.networks.autoencoder_sindy vindy.networks.base_model vindy.networks.sindy_network vindy.networks.variational_autoencoder_sindy vindy.utils vindy.utils.utils

O

on_epoch_end() (PDFThresholdCallback method) (SaveCoefficientsCallback method) (SindyCallback method) (SpotifyCallback method) (ThresholdPruneCallback method)

on_train_end() (PDFThresholdCallback method) (SindyCallback method) (ThresholdPruneCallback method)

P

pdf_thresholding() (VindyLayer method) PDFThresholdCallback (class in vindy.callbacks.pdf_threshold_callback) perform_update() (SindyCallback method) plot() (BaseDistribution method), [1] poly_higher_order() (PolynomialLibrary method) PolynomialLibrary (class in vindy.libraries.polynomial_library) prepare_data_for_pysindy() (SindyCallback method) print() (BaseModel method) (SindyLayer method)

priors (VindyLayer attribute) prob_density_fcn() (BaseDistribution method), [1] (Gaussian method), [1] (Laplace method), [1] process_data_for_sindy() (SindyCallback method) prune_weights() (SindyLayer method) (ThresholdPruneCallback method)

R

reconstruct() (AutoencoderSindy method) reconstruction_loss() (AutoencoderSindy static method) (VAESindy static method)

rescale() (AutoencoderSindy method) reverse_log() (BaseDistribution method), [1] rhs_() (BaseModel method)

S

save() (BaseModel method) SaveCoefficientsCallback (class in vindy.callbacks.save_coefficients_callback) scale() (AutoencoderSindy method) set_mask() (SindyLayer method) sindy_coeffs() (BaseModel method)

SindyCallback (class in vindy.callbacks.sindy_callback) SindyLayer (class in vindy.layers.sindy_layer) SindyNetwork (class in vindy.networks.sindy_network) split_inputs() (BaseModel method) SpotifyCallback (class in vindy.callbacks.spotify_callback)

T

test_step() (BaseModel method) tfFeat() (SindyLayer method)

ThresholdPruneCallback (class in vindy.callbacks.threshold_prune_callback) train_step() (BaseModel method)

U

unflatten3d() (BaseModel method)

update_weights() (SindyCallback method)

V

VAESindy (class in vindy.networks.variational_autoencoder_sindy) variance() (BaseDistribution method), [1] (Gaussian method), [1] (Laplace method), [1] variance_to_log_scale() (Gaussian method), [1] (Laplace method), [1] vindy module vindy.callbacks module vindy.callbacks.pdf_threshold_callback module vindy.callbacks.save_coefficients_callback module vindy.callbacks.sindy_callback module vindy.callbacks.spotify_callback module vindy.callbacks.threshold_prune_callback module vindy.distributions module vindy.distributions.base_distribution module vindy.distributions.gaussian module vindy.distributions.laplace module vindy.layers module vindy.layers.sindy_layer module

vindy.layers.vindy_layer module vindy.libraries module vindy.libraries.base_library module vindy.libraries.exponential_library module vindy.libraries.force_library module vindy.libraries.fourier_library module vindy.libraries.polynomial_library module vindy.networks module vindy.networks.autoencoder_sindy module vindy.networks.base_model module vindy.networks.sindy_network module vindy.networks.variational_autoencoder_sindy module vindy.utils module vindy.utils.utils module VindyLayer (class in vindy.layers.vindy_layer) vis_modes() (BaseModel method) visualize_coefficients() (VindyLayer method)