Index

_

__call__() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

A

activity_regularizer (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) add_layer() (HiddenLayers method) (Layers method) add_layer_by_class() (HiddenLayers method) (Layers method) add_loss() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) add_metric() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

add_skip_layer() (HiddenLayers method) (Layers method) add_update() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) add_variable() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) add_weight() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

B

bias_reg_term (PhysicsGuidedNeuralNetwork property) bias_weights (CustomNetwork property) (HiddenLayers property) (Layers property) (PhygnnModel property) (PhysicsGuidedNeuralNetwork property) (TfModel property) binary_crossentropy() (in module phygnn.utilities.loss_metrics) build() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (PhygnnModel class method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TfModel class method) (TileLayer method) (UnitConversion method)

build_from_config() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) build_trained() (PhygnnModel class method) (RandomForestModel class method) (TfModel class method)

C

calc_loss() (GradientUtils method) (PhysicsGuidedNeuralNetwork method) call() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin static method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder static method) (Sup3rConcat static method) (TileLayer method) (UnitConversion method) check_one_hot_categories() (PreProcess static method) compile() (HiddenLayers class method) (Layers class method) compile_model() (RandomForestModel static method) (TfModel static method) compute_dtype (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) compute_mask() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

compute_output_shape() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) compute_output_signature() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) count_params() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) CustomNetwork (class in phygnn.base)

D

dict_json_convert() (ModelBase static method) (PhygnnModel static method) (RandomForestModel static method) (TfModel static method) dtype (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) dtype_policy (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

dynamic (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

E

ExpandDims (class in phygnn.layers.custom_layers)

F

feature_dims (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) feature_means (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) feature_names (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) feature_stdevs (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) finalize_state() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

fit() (PhysicsGuidedNeuralNetwork method) FlattenAxis (class in phygnn.layers.custom_layers) FlexiblePadding (class in phygnn.layers.custom_layers) FNO (class in phygnn.layers.custom_layers) from_config() (ExpandDims class method) (FlattenAxis class method) (FlexiblePadding class method) (FNO class method) (FunctionalLayer class method) (GaussianAveragePooling2D class method) (GaussianNoiseAxis class method) (LogTransform class method) (SigLin class method) (SkipConnection class method) (SpatialExpansion class method) (SpatioTemporalExpansion class method) (SqueezeAndExcitation class method) (Sup3rAdder class method) (Sup3rConcat class method) (TileLayer class method) (UnitConversion class method) FunctionalLayer (class in phygnn.layers.custom_layers)

G

GaussianAveragePooling2D (class in phygnn.layers.custom_layers) GaussianNoiseAxis (class in phygnn.layers.custom_layers) get_build_config() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) get_config() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) get_input_at() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) get_input_mask_at() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) get_input_shape_at() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

get_mean() (ModelBase method) (PhygnnModel method) (RandomForestModel method) (TfModel method) get_norm_params() (ModelBase method) (PhygnnModel method) (RandomForestModel method) (TfModel method) get_output_at() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) get_output_mask_at() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) get_output_shape_at() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) get_stdev() (ModelBase method) (PhygnnModel method) (RandomForestModel method) (TfModel method) get_val_split() (CustomNetwork class method) (PhysicsGuidedNeuralNetwork class method) get_weights() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) GradientUtils (class in phygnn.base)

H

hidden_layer_kwargs (HiddenLayers property) (Layers property) HiddenLayers (class in phygnn.layers.handlers)

history (PhygnnModel property) (PhysicsGuidedNeuralNetwork property) (TfModel property)

I

inbound_nodes (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) input (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) input_feature_names (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) input_layer_kwargs (Layers property) input_mask (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

input_shape (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) input_spec (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

K

kernel_reg_term (PhysicsGuidedNeuralNetwork property) kernel_weights (CustomNetwork property) (HiddenLayers property) (Layers property) (PhygnnModel property) (PhysicsGuidedNeuralNetwork property) (TfModel property)

L

label_dims (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) label_means (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) label_names (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) label_stdevs (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) Layers (class in phygnn.layers.handlers) layers (CustomNetwork property) (HiddenLayers property) (Layers property) (PhygnnModel property) (PhysicsGuidedNeuralNetwork property) (TfModel property) layers_obj (CustomNetwork property) (PhysicsGuidedNeuralNetwork property) load() (CustomNetwork class method) (PhygnnModel class method) (PhysicsGuidedNeuralNetwork class method) (RandomForestModel class method) (TfModel class method) load_own_variables() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

LogTransform (class in phygnn.layers.custom_layers) losses (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

M

mae() (in module phygnn.utilities.loss_metrics) make_batches() (CustomNetwork static method) (PhysicsGuidedNeuralNetwork static method) make_kernel() (GaussianAveragePooling2D method) make_one_hot_feature_names() (ModelBase static method) (PhygnnModel static method) (RandomForestModel static method) (TfModel static method) mbe() (in module phygnn.utilities.loss_metrics) means (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) metrics (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

model (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) MODEL_CLASS (PhygnnModel attribute) model_params (CustomNetwork property) (PhysicsGuidedNeuralNetwork property) model_summary (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) ModelBase (class in phygnn.model_interfaces.base_model) module phygnn phygnn.base phygnn.layers phygnn.layers.custom_layers phygnn.layers.handlers phygnn.model_interfaces phygnn.model_interfaces.base_model phygnn.model_interfaces.phygnn_model phygnn.model_interfaces.random_forest_model phygnn.model_interfaces.tf_model phygnn.phygnn phygnn.utilities phygnn.utilities.loss_metrics phygnn.utilities.pre_processing phygnn.utilities.tf_utilities phygnn.version mse() (in module phygnn.utilities.loss_metrics)

N

name (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) name_scope (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) non_trainable_variables (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

non_trainable_weights (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) normalization_parameters (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) normalize() (ModelBase method) (PhygnnModel method) (PreProcess static method) (RandomForestModel method) (TfModel method) normalize_features (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) normalize_labels (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property)

O

one_hot() (PreProcess class method) one_hot_categories (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) one_hot_feature_names (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) one_hot_input_feature_names (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) outbound_nodes (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) output (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

output_layer_kwargs (Layers property) output_mask (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) output_shape (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

P

p_fun_dummy() (PhysicsGuidedNeuralNetwork static method) parse_features() (ModelBase method) (PhygnnModel method) (RandomForestModel method) (TfModel method) parse_labels() (ModelBase method) (PhygnnModel method) (RandomForestModel method) (TfModel method) parse_repeats() (HiddenLayers static method) (Layers static method) phygnn module phygnn.base module phygnn.layers module phygnn.layers.custom_layers module phygnn.layers.handlers module phygnn.model_interfaces module phygnn.model_interfaces.base_model module phygnn.model_interfaces.phygnn_model module phygnn.model_interfaces.random_forest_model module

phygnn.model_interfaces.tf_model module phygnn.phygnn module phygnn.utilities module phygnn.utilities.loss_metrics module phygnn.utilities.pre_processing module phygnn.utilities.tf_utilities module phygnn.version module PhygnnModel (class in phygnn.model_interfaces.phygnn_model) PhysicsGuidedNeuralNetwork (class in phygnn.phygnn) predict() (CustomNetwork method) (GradientUtils method) (ModelBase method) (PhygnnModel method) (PhysicsGuidedNeuralNetwork method) (RandomForestModel method) (TfModel method) preflight_data() (PhysicsGuidedNeuralNetwork method) preflight_features() (CustomNetwork method) (PhysicsGuidedNeuralNetwork method) preflight_p_fun() (PhysicsGuidedNeuralNetwork method) PreProcess (class in phygnn.utilities.pre_processing) process_one_hot() (PreProcess method)

R

RandomForestModel (class in phygnn.model_interfaces.random_forest_model) relative_mae() (in module phygnn.utilities.loss_metrics) relative_mbe() (in module phygnn.utilities.loss_metrics)

relative_mse() (in module phygnn.utilities.loss_metrics) reset_history() (PhysicsGuidedNeuralNetwork method) run_gradient_descent() (GradientUtils method) (PhysicsGuidedNeuralNetwork method)

S

save() (CustomNetwork method) (PhysicsGuidedNeuralNetwork method) save_model() (PhygnnModel method) (RandomForestModel method) (TfModel method) save_own_variables() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method) seed() (CustomNetwork static method) (ModelBase static method) (PhygnnModel static method) (PhysicsGuidedNeuralNetwork static method) (RandomForestModel static method) (TfModel static method) set_loss_weights() (PhygnnModel method) (PhysicsGuidedNeuralNetwork method) set_weights() (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (SigLin method) (SkipConnection method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (TileLayer method) (UnitConversion method)

SigLin (class in phygnn.layers.custom_layers) skip_layers (HiddenLayers property) (Layers property) SkipConnection (class in phygnn.layers.custom_layers) SpatialExpansion (class in phygnn.layers.custom_layers) SpatioTemporalExpansion (class in phygnn.layers.custom_layers) SqueezeAndExcitation (class in phygnn.layers.custom_layers) stdevs (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) submodules (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) Sup3rAdder (class in phygnn.layers.custom_layers) Sup3rConcat (class in phygnn.layers.custom_layers) supports_masking (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

T

tf_isin() (in module phygnn.utilities.tf_utilities) tf_log10() (in module phygnn.utilities.tf_utilities) TfModel (class in phygnn.model_interfaces.tf_model) TileLayer (class in phygnn.layers.custom_layers) train_model() (PhygnnModel method) (RandomForestModel method) (TfModel method) trainable_variables (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

trainable_weights (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

U

UnitConversion (class in phygnn.layers.custom_layers) unnormalize() (ModelBase method) (PhygnnModel method) (PreProcess static method) (RandomForestModel method) (TfModel method)

unnormalize_prediction() (RandomForestModel method) update_names() (PreProcess static method)

V

variable_dtype (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property) variables (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TileLayer property) (UnitConversion property)

version_record (CustomNetwork property) (ModelBase property) (PhygnnModel property) (PhysicsGuidedNeuralNetwork property) (RandomForestModel property) (TfModel property)

W

weights (CustomNetwork property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (HiddenLayers property) (Layers property) (LogTransform property) (PhygnnModel property) (PhysicsGuidedNeuralNetwork property) (SigLin property) (SkipConnection property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (TfModel property) (TileLayer property) (UnitConversion property)

with_name_scope() (ExpandDims class method) (FlattenAxis class method) (FlexiblePadding class method) (FNO class method) (FunctionalLayer class method) (GaussianAveragePooling2D class method) (GaussianNoiseAxis class method) (LogTransform class method) (SigLin class method) (SkipConnection class method) (SpatialExpansion class method) (SpatioTemporalExpansion class method) (SqueezeAndExcitation class method) (Sup3rAdder class method) (Sup3rConcat class method) (TileLayer class method) (UnitConversion class method)