Index

_

__call__() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method)

A

activity_regularizer (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) add_layer() (HiddenLayers method) (Layers method) add_layer_by_class() (HiddenLayers method) (Layers method) add_loss() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) add_metric() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method)

add_skip_layer() (HiddenLayers method) (Layers method) add_update() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) add_variable() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) add_weight() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) Attention (class in phygnn.layers.custom_layers) AxialAttentionBlock (class in phygnn.layers.custom_layers)

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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (PhygnnModel class method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TfModel class method) (TileLayer method) (UnitConversion method)

build_from_config() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) build_trained() (PhygnnModel class method) (RandomForestModel class method) (TfModel class method)

C

calc_loss() (GradientUtils method) (PhysicsGuidedNeuralNetwork method) call() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin static method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder static method) (Sup3rConcat static method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) CBAM (class in phygnn.layers.custom_layers) channel_attention() (CBAM 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 (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) compute_mask() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method)

compute_output_shape() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) compute_output_signature() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) count_params() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel 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 (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) dtype_policy (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property)

dynamic (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel 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() (Attention class method) (AxialAttentionBlock class method) (CBAM class method) (ExpandDims class method) (FlattenAxis class method) (FlexiblePadding class method) (FNO class method) (FunctionalLayer class method) (GaussianAveragePooling2D class method) (GaussianNoiseAxis class method) (LogTransform class method) (MaskedSqueezeAndExcitation class method) (SigLin class method) (SkipConnection class method) (SparseAttention class method) (SpatialExpansion class method) (SpatioTemporalExpansion class method) (SqueezeAndExcitation class method) (Sup3rAdder class method) (Sup3rConcat class method) (Sup3rConcatObs class method) (Sup3rObsModel 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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) get_config() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) get_input_at() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) get_input_mask_at() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) get_input_shape_at() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel 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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) get_output_mask_at() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method) get_output_shape_at() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel 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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel 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

idw_fill() (in module phygnn.utilities.tf_utilities) inbound_nodes (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) input (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) input_feature_names (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) input_layer_kwargs (Layers property) input_mask (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property)

input_shape (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) input_spec (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel method) (TileLayer method) (UnitConversion method)

LogTransform (class in phygnn.layers.custom_layers) losses (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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) MaskedSqueezeAndExcitation (class in phygnn.layers.custom_layers) mbe() (in module phygnn.utilities.loss_metrics) mean_fill() (in module phygnn.utilities.tf_utilities) means (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) metrics (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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 mse() (in module phygnn.utilities.loss_metrics)

N

name (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) name_scope (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) non_trainable_variables (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property)

non_trainable_weights (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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 (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) output (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property)

output_layer_kwargs (Layers property) output_mask (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) output_shape (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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 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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel 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() (Attention method) (AxialAttentionBlock method) (CBAM method) (ExpandDims method) (FlattenAxis method) (FlexiblePadding method) (FNO method) (FunctionalLayer method) (GaussianAveragePooling2D method) (GaussianNoiseAxis method) (LogTransform method) (MaskedSqueezeAndExcitation method) (SigLin method) (SkipConnection method) (SparseAttention method) (SpatialExpansion method) (SpatioTemporalExpansion method) (SqueezeAndExcitation method) (Sup3rAdder method) (Sup3rConcat method) (Sup3rConcatObs method) (Sup3rObsModel 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) SparseAttention (class in phygnn.layers.custom_layers) SpatialExpansion (class in phygnn.layers.custom_layers) spatiotemporal_attention() (CBAM method) SpatioTemporalExpansion (class in phygnn.layers.custom_layers) SqueezeAndExcitation (class in phygnn.layers.custom_layers) stdevs (ModelBase property) (PhygnnModel property) (RandomForestModel property) (TfModel property) submodules (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) Sup3rAdder (class in phygnn.layers.custom_layers) Sup3rConcat (class in phygnn.layers.custom_layers) Sup3rConcatObs (class in phygnn.layers.custom_layers) Sup3rObsModel (class in phygnn.layers.custom_layers) supports_masking (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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 (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property)

trainable_weights (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel 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 (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property) variables (Attention property) (AxialAttentionBlock property) (CBAM property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (LogTransform property) (MaskedSqueezeAndExcitation property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TileLayer property) (UnitConversion property)

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

W

weights (Attention property) (AxialAttentionBlock property) (CBAM property) (CustomNetwork property) (ExpandDims property) (FlattenAxis property) (FlexiblePadding property) (FNO property) (FunctionalLayer property) (GaussianAveragePooling2D property) (GaussianNoiseAxis property) (HiddenLayers property) (Layers property) (LogTransform property) (MaskedSqueezeAndExcitation property) (PhygnnModel property) (PhysicsGuidedNeuralNetwork property) (SigLin property) (SkipConnection property) (SparseAttention property) (SpatialExpansion property) (SpatioTemporalExpansion property) (SqueezeAndExcitation property) (Sup3rAdder property) (Sup3rConcat property) (Sup3rConcatObs property) (Sup3rObsModel property) (TfModel property) (TileLayer property) (UnitConversion property)

with_name_scope() (Attention class method) (AxialAttentionBlock class method) (CBAM class method) (ExpandDims class method) (FlattenAxis class method) (FlexiblePadding class method) (FNO class method) (FunctionalLayer class method) (GaussianAveragePooling2D class method) (GaussianNoiseAxis class method) (LogTransform class method) (MaskedSqueezeAndExcitation class method) (SigLin class method) (SkipConnection class method) (SparseAttention class method) (SpatialExpansion class method) (SpatioTemporalExpansion class method) (SqueezeAndExcitation class method) (Sup3rAdder class method) (Sup3rConcat class method) (Sup3rConcatObs class method) (Sup3rObsModel class method) (TileLayer class method) (UnitConversion class method)