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layers_master.py
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LAYERS_MASTER = {
'path': 'layers/', # TODO
'title': 'Layers API',
'toc': True,
'children': [
{
'path': 'base_layer',
'title': 'The base Layer class',
'generate': [
'tensorflow.keras.layers.Layer',
'tensorflow.keras.layers.Layer.weights',
'tensorflow.keras.layers.Layer.trainable_weights',
'tensorflow.keras.layers.Layer.non_trainable_weights',
'tensorflow.keras.layers.Layer.trainable',
'tensorflow.keras.layers.Layer.get_weights',
'tensorflow.keras.layers.Layer.set_weights',
'tensorflow.keras.Model.get_config',
'tensorflow.keras.layers.Layer.add_loss',
'tensorflow.keras.layers.Layer.add_metric',
'tensorflow.keras.layers.Layer.losses',
'tensorflow.keras.layers.Layer.metrics',
'tensorflow.keras.layers.Layer.dynamic',
],
},
{
'path': 'activations',
'title': 'Layer activations',
'generate': [
'tensorflow.keras.activations.relu',
'tensorflow.keras.activations.sigmoid',
'tensorflow.keras.activations.softmax',
'tensorflow.keras.activations.softplus',
'tensorflow.keras.activations.softsign',
'tensorflow.keras.activations.tanh',
'tensorflow.keras.activations.selu',
'tensorflow.keras.activations.elu',
'tensorflow.keras.activations.exponential',
]
},
{
'path': 'initializers',
'title': 'Layer weight initializers',
'generate': [
'tensorflow.keras.initializers.RandomNormal',
'tensorflow.keras.initializers.RandomUniform',
'tensorflow.keras.initializers.TruncatedNormal',
'tensorflow.keras.initializers.Zeros',
'tensorflow.keras.initializers.Ones',
'tensorflow.keras.initializers.GlorotNormal',
'tensorflow.keras.initializers.GlorotUniform',
'tensorflow.keras.initializers.HeNormal',
'tensorflow.keras.initializers.HeUniform',
'tensorflow.keras.initializers.Identity',
'tensorflow.keras.initializers.Orthogonal',
'tensorflow.keras.initializers.Constant',
'tensorflow.keras.initializers.VarianceScaling',
]
},
{
'path': 'regularizers',
'title': 'Layer weight regularizers',
'generate': [
'tensorflow.keras.regularizers.l1',
'tensorflow.keras.regularizers.l2',
'tensorflow.keras.regularizers.l1_l2',
]
},
{
'path': 'constraints',
'title': 'Layer weight constraints',
'generate': [
'tensorflow.keras.constraints.MaxNorm',
'tensorflow.keras.constraints.MinMaxNorm',
'tensorflow.keras.constraints.NonNeg',
'tensorflow.keras.constraints.UnitNorm',
'tensorflow.keras.constraints.RadialConstraint',
]
},
{
'path': 'core_layers/',
'title': 'Core layers',
'toc': True,
'children': [
{
'path': 'input',
'title': 'Input object',
'generate': ['tensorflow.keras.Input']
},
{
'path': 'dense',
'title': 'Dense layer',
'generate': ['tensorflow.keras.layers.Dense']
},
{
'path': 'activation',
'title': 'Activation layer',
'generate': ['tensorflow.keras.layers.Activation']
},
{
'path': 'embedding',
'title': 'Embedding layer',
'generate': ['tensorflow.keras.layers.Embedding']
},
{
'path': 'masking',
'title': 'Masking layer',
'generate': ['tensorflow.keras.layers.Masking']
},
{
'path': 'lambda',
'title': 'Lambda layer',
'generate': ['tensorflow.keras.layers.Lambda']
}
]
},
{
'path': 'convolution_layers/',
'title': 'Convolution layers',
'toc': True,
'children': [
{
'path': 'convolution1d',
'title': 'Conv1D layer',
'generate': ['tensorflow.keras.layers.Conv1D']
},
{
'path': 'convolution2d',
'title': 'Conv2D layer',
'generate': ['tensorflow.keras.layers.Conv2D']
},
{
'path': 'convolution3d',
'title': 'Conv3D layer',
'generate': ['tensorflow.keras.layers.Conv3D']
},
{
'path': 'separable_convolution1d',
'title': 'SeparableConv1D layer',
'generate': ['tensorflow.keras.layers.SeparableConv1D']
},
{
'path': 'separable_convolution2d',
'title': 'SeparableConv2D layer',
'generate': ['tensorflow.keras.layers.SeparableConv2D']
},
{
'path': 'depthwise_convolution2d',
'title': 'DepthwiseConv2D layer',
'generate': ['tensorflow.keras.layers.DepthwiseConv2D']
},
{
'path': 'convolution2d_transpose',
'title': 'Conv2DTranspose layer',
'generate': ['tensorflow.keras.layers.Conv2DTranspose']
},
{
'path': 'convolution3d_transpose',
'title': 'Conv3DTranspose layer',
'generate': ['tensorflow.keras.layers.Conv3DTranspose']
},
]
},
{
'path': 'pooling_layers/',
'title': 'Pooling layers',
'toc': True,
'children': [
{
'path': 'max_pooling1d',
'title': 'MaxPooling1D layer',
'generate': ['tensorflow.keras.layers.MaxPooling1D']
},
{
'path': 'max_pooling2d',
'title': 'MaxPooling2D layer',
'generate': ['tensorflow.keras.layers.MaxPooling2D']
},
{
'path': 'max_pooling3d',
'title': 'MaxPooling3D layer',
'generate': ['tensorflow.keras.layers.MaxPooling3D']
},
{
'path': 'average_pooling1d',
'title': 'AveragePooling1D layer',
'generate': ['tensorflow.keras.layers.AveragePooling1D']
},
{
'path': 'average_pooling2d',
'title': 'AveragePooling2D layer',
'generate': ['tensorflow.keras.layers.AveragePooling2D']
},
{
'path': 'average_pooling3d',
'title': 'AveragePooling3D layer',
'generate': ['tensorflow.keras.layers.AveragePooling3D']
},
{
'path': 'global_max_pooling1d',
'title': 'GlobalMaxPooling1D layer',
'generate': ['tensorflow.keras.layers.GlobalMaxPooling1D']
},
{
'path': 'global_max_pooling2d',
'title': 'GlobalMaxPooling2D layer',
'generate': ['tensorflow.keras.layers.GlobalMaxPooling2D']
},
{
'path': 'global_max_pooling3d',
'title': 'GlobalMaxPooling3D layer',
'generate': ['tensorflow.keras.layers.GlobalMaxPooling3D']
},
{
'path': 'global_average_pooling1d',
'title': 'GlobalAveragePooling1D layer',
'generate': ['tensorflow.keras.layers.GlobalAveragePooling1D']
},
{
'path': 'global_average_pooling2d',
'title': 'GlobalAveragePooling2D layer',
'generate': ['tensorflow.keras.layers.GlobalAveragePooling2D']
},
{
'path': 'global_average_pooling3d',
'title': 'GlobalAveragePooling3D layer',
'generate': ['tensorflow.keras.layers.GlobalAveragePooling3D']
},
]
},
{
'path': 'recurrent_layers/',
'title': 'Recurrent layers',
'toc': True,
'children': [
{
'path': 'lstm',
'title': 'LSTM layer',
'generate': ['tensorflow.keras.layers.LSTM']
},
{
'path': 'gru',
'title': 'GRU layer',
'generate': ['tensorflow.keras.layers.GRU']
},
{
'path': 'simple_rnn',
'title': 'SimpleRNN layer',
'generate': ['tensorflow.keras.layers.SimpleRNN']
},
{
'path': 'time_distributed',
'title': 'TimeDistributed layer',
'generate': ['tensorflow.keras.layers.TimeDistributed']
},
{
'path': 'bidirectional',
'title': 'Bidirectional layer',
'generate': ['tensorflow.keras.layers.Bidirectional']
},
{
'path': 'conv_lstm2d',
'title': 'ConvLSTM2D layer',
'generate': ['tensorflow.keras.layers.ConvLSTM2D']
},
{
'path': 'rnn',
'title': 'Base RNN layer',
'generate': ['tensorflow.keras.layers.RNN']
},
]
},
{
'path': 'preprocessing_layers/',
'title': 'Preprocessing layers',
'toc': True,
'children': [
{
'path': 'text/',
'title': 'Text preprocessing',
'toc': True,
'children': [
{
'path': 'text_vectorization',
'title': 'TextVectorization layer',
'generate': ['tensorflow.keras.layers.TextVectorization']
},
]
},
{
'path': 'numerical/',
'title': 'Numerical features preprocessing layers',
'toc': True,
'children': [
{
'path': 'normalization',
'title': 'Normalization layer',
'generate': ['tensorflow.keras.layers.Normalization']
},
{
'path': 'discretization',
'title': 'Discretization layer',
'generate': ['tensorflow.keras.layers.Discretization'],
},
]
},
{
'path': 'categorical/',
'title': 'Categorical features preprocessing layers',
'toc': True,
'children': [
{
'path': 'category_encoding',
'title': 'CategoryEncoding layer',
'generate': ['tensorflow.keras.layers.CategoryEncoding'],
},
{
'path': 'hashing',
'title': 'Hashing layer',
'generate': ['tensorflow.keras.layers.Hashing'],
},
{
'path': 'string_lookup',
'title': 'StringLookup layer',
'generate': ['tensorflow.keras.layers.StringLookup'],
},
{
'path': 'integer_lookup',
'title': 'IntegerLookup layer',
'generate': ['tensorflow.keras.layers.IntegerLookup'],
},
]
},
{
'path': 'image_preprocessing/',
'title': 'Image preprocessing layers',
'toc': True,
'children': [
{
'path': 'resizing',
'title': 'Resizing layer',
'generate': ['tensorflow.keras.layers.Resizing'],
},
{
'path': 'rescaling',
'title': 'Rescaling layer',
'generate': ['tensorflow.keras.layers.Rescaling'],
},
{
'path': 'center_crop',
'title': 'CenterCrop layer',
'generate': ['tensorflow.keras.layers.CenterCrop'],
},
]
},
{
'path': 'image_augmentation/',
'title': 'Image augmentation layers',
'toc': True,
'children': [
{
'path': 'random_crop',
'title': 'RandomCrop layer',
'generate': ['tensorflow.keras.layers.RandomCrop'],
},
{
'path': 'random_flip',
'title': 'RandomFlip layer',
'generate': ['tensorflow.keras.layers.RandomFlip'],
},
{
'path': 'random_translation',
'title': 'RandomTranslation layer',
'generate': ['tensorflow.keras.layers.RandomTranslation'],
},
{
'path': 'random_rotation',
'title': 'RandomRotation layer',
'generate': ['tensorflow.keras.layers.RandomRotation'],
},
{
'path': 'random_zoom',
'title': 'RandomZoom layer',
'generate': ['tensorflow.keras.layers.RandomZoom'],
},
{
'path': 'random_height',
'title': 'RandomHeight layer',
'generate': ['tensorflow.keras.layers.RandomHeight'],
},
{
'path': 'random_width',
'title': 'RandomWidth layer',
'generate': ['tensorflow.keras.layers.RandomWidth'],
},
{
'path': 'random_contrast',
'title': 'RandomContrast layer',
'generate': ['tensorflow.keras.layers.RandomContrast'],
},
]
},
]
},
{
'path': 'normalization_layers/',
'title': 'Normalization layers',
'toc': True,
'children': [
{
'path': 'batch_normalization',
'title': 'BatchNormalization layer',
'generate': ['tensorflow.keras.layers.BatchNormalization']
},
{
'path': 'layer_normalization',
'title': 'LayerNormalization layer',
'generate': ['tensorflow.keras.layers.LayerNormalization']
},
]
},
{
'path': 'regularization_layers/',
'title': 'Regularization layers',
'toc': True,
'children': [
{
'path': 'dropout',
'title': 'Dropout layer',
'generate': ['tensorflow.keras.layers.Dropout']
},
{
'path': 'spatial_dropout1d',
'title': 'SpatialDropout1D layer',
'generate': ['tensorflow.keras.layers.SpatialDropout1D']
},
{
'path': 'spatial_dropout2d',
'title': 'SpatialDropout2D layer',
'generate': ['tensorflow.keras.layers.SpatialDropout2D']
},
{
'path': 'spatial_dropout3d',
'title': 'SpatialDropout3D layer',
'generate': ['tensorflow.keras.layers.SpatialDropout3D']
},
{
'path': 'gaussian_dropout',
'title': 'GaussianDropout layer',
'generate': ['tensorflow.keras.layers.GaussianDropout']
},
{
'path': 'gaussian_noise',
'title': 'GaussianNoise layer',
'generate': ['tensorflow.keras.layers.GaussianNoise']
},
{
'path': 'activity_regularization',
'title': 'ActivityRegularization layer',
'generate': ['tensorflow.keras.layers.ActivityRegularization']
},
{
'path': 'alpha_dropout',
'title': 'AlphaDropout layer',
'generate': ['tensorflow.keras.layers.AlphaDropout']
},
]
},
{
'path': 'attention_layers/',
'title': 'Attention layers',
'toc': True,
'children': [
{
'path': 'multi_head_attention',
'title': 'MultiHeadAttention layer',
'generate': ['tensorflow.keras.layers.MultiHeadAttention']
},
{
'path': 'attention',
'title': 'Attention layer',
'generate': ['tensorflow.keras.layers.Attention']
},
{
'path': 'additive_attention',
'title': 'AdditiveAttention layer',
'generate': ['tensorflow.keras.layers.AdditiveAttention']
},
]
},
{
'path': 'reshaping_layers/',
'title': 'Reshaping layers',
'toc': True,
'children': [
{
'path': 'reshape',
'title': 'Reshape layer',
'generate': ['tensorflow.keras.layers.Reshape']
},
{
'path': 'flatten',
'title': 'Flatten layer',
'generate': ['tensorflow.keras.layers.Flatten']
},
{
'path': 'repeat_vector',
'title': 'RepeatVector layer',
'generate': ['tensorflow.keras.layers.RepeatVector']
},
{
'path': 'permute',
'title': 'Permute layer',
'generate': ['tensorflow.keras.layers.Permute']
},
{
'path': 'cropping1d',
'title': 'Cropping1D layer',
'generate': ['tensorflow.keras.layers.Cropping1D']
},
{
'path': 'cropping2d',
'title': 'Cropping2D layer',
'generate': ['tensorflow.keras.layers.Cropping2D']
},
{
'path': 'cropping3d',
'title': 'Cropping3D layer',
'generate': ['tensorflow.keras.layers.Cropping3D']
},
{
'path': 'up_sampling1d',
'title': 'UpSampling1D layer',
'generate': ['tensorflow.keras.layers.UpSampling1D']
},
{
'path': 'up_sampling2d',
'title': 'UpSampling2D layer',
'generate': ['tensorflow.keras.layers.UpSampling2D']
},
{
'path': 'up_sampling3d',
'title': 'UpSampling3D layer',
'generate': ['tensorflow.keras.layers.UpSampling3D']
},
{
'path': 'zero_padding1d',
'title': 'ZeroPadding1D layer',
'generate': ['tensorflow.keras.layers.ZeroPadding1D']
},
{
'path': 'zero_padding2d',
'title': 'ZeroPadding2D layer',
'generate': ['tensorflow.keras.layers.ZeroPadding2D']
},
{
'path': 'zero_padding3d',
'title': 'ZeroPadding3D layer',
'generate': ['tensorflow.keras.layers.ZeroPadding3D']
},
]
},
{
'path': 'merging_layers/',
'title': 'Merging layers',
'toc': True,
'children': [
{
'path': 'concatenate',
'title': 'Concatenate layer',
'generate': ['tensorflow.keras.layers.Concatenate']
},
{
'path': 'average',
'title': 'Average layer',
'generate': ['tensorflow.keras.layers.Average']
},
{
'path': 'maximum',
'title': 'Maximum layer',
'generate': ['tensorflow.keras.layers.Maximum']
},
{
'path': 'minimum',
'title': 'Minimum layer',
'generate': ['tensorflow.keras.layers.Minimum']
},
{
'path': 'add',
'title': 'Add layer',
'generate': ['tensorflow.keras.layers.Add']
},
{
'path': 'subtract',
'title': 'Subtract layer',
'generate': ['tensorflow.keras.layers.Subtract']
},
{
'path': 'multiply',
'title': 'Multiply layer',
'generate': ['tensorflow.keras.layers.Multiply']
},
{
'path': 'dot',
'title': 'Dot layer',
'generate': ['tensorflow.keras.layers.Dot']
},
]
},
{
'path': 'locally_connected_layers/',
'title': 'Locally-connected layers',
'toc': True,
'children': [
{
'path': 'locall_connected1d',
'title': 'LocallyConnected1D layer',
'generate': ['tensorflow.keras.layers.LocallyConnected1D']
},
{
'path': 'locall_connected2d',
'title': 'LocallyConnected2D layer',
'generate': ['tensorflow.keras.layers.LocallyConnected2D']
},
]
},
{
'path': 'activation_layers/',
'title': 'Activation layers',
'toc': True,
'children': [
{
'path': 'relu',
'title': 'ReLU layer',
'generate': ['tensorflow.keras.layers.ReLU']
},
{
'path': 'softmax',
'title': 'Softmax layer',
'generate': ['tensorflow.keras.layers.Softmax']
},
{
'path': 'leaky_relu',
'title': 'LeakyReLU layer',
'generate': ['tensorflow.keras.layers.LeakyReLU']
},
{
'path': 'prelu',
'title': 'PReLU layer',
'generate': ['tensorflow.keras.layers.PReLU']
},
{
'path': 'elu',
'title': 'ELU layer',
'generate': ['tensorflow.keras.layers.ELU']
},
{
'path': 'threshold_relu',
'title': 'ThresholdedReLU layer',
'generate': ['tensorflow.keras.layers.ThresholdedReLU']
},
]
},
]
}