keras_metadata.pb

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"channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "sigmoid", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 197}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 198}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_21", "inbound_nodes": [[["concatenate_4", 0, 0, {}]]], "shared_object_id": 199}, {"class_name": "Multiply", "config": {"name": "multiply_8", "trainable": true, "dtype": "float32"}, "name": "multiply_8", "inbound_nodes": [[["multiply_7", 0, 0, {}], ["conv2d_21", 0, 0, {}]]], "shared_object_id": 200}, {"class_name": "AveragePooling2D", "config": {"name": "average_pooling2d_1", "trainable": true, "dtype": "float32", "pool_size": {"class_name": 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null}, "shared_object_id": 204}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 205}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.009999999776482582, "l2": 0.009999999776482582}, "shared_object_id": 206}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_9", "inbound_nodes": [[["dropout_1", 0, 0, {}]]], "shared_object_id": 207}, {"class_name": "Dense", "config": {"name": "dense_10", "trainable": true, "dtype": "float32", "units": 2, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}, "shared_object_id": 208}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 209}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": 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root.layer-0"_tf_keras_input_layer*{"class_name": "InputLayer", "name": "input", "dtype": "float32", "sparse": false, "ragged": false, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 128, 1875, 1]}, "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 128, 1875, 1]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input"}}2


root.layer_with_weights-0"_tf_keras_layer*
{"name": "conv2d_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_1", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [7, 7]}, "strides": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 1}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 2}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["input", 0, 0, {}]]], "shared_object_id": 3, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1}}, "shared_object_id": 215}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128, 1875, 1]}}2

root.layer_with_weights-1"_tf_keras_layer*{"name": "instance_normalization_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_1", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 4}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 5}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_1", 0, 0, {}]]], "shared_object_id": 6, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 216}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 938, 64]}}2

root.layer-3"_tf_keras_layer*{"name": "activation_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_1", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_1", 0, 0, {}]]], "shared_object_id": 7}2

root.layer-4"_tf_keras_layer*{"name": "max_pooling2d_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "MaxPooling2D", "config": {"name": "max_pooling2d_1", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [3, 3]}, "padding": "same", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "inbound_nodes": [[["activation_1", 0, 0, {}]]], "shared_object_id": 8, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 217}}2


root.layer_with_weights-2"_tf_keras_layer*
{"name": "conv2d_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_2", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 9}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 10}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_1", 0, 0, {}]]], "shared_object_id": 11, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 218}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2

root.layer_with_weights-3"_tf_keras_layer*{"name": "instance_normalization_2", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_2", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 12}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 13}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_2", 0, 0, {}]]], "shared_object_id": 14, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 219}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2

root.layer-7"_tf_keras_layer*{"name": "activation_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_2", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_2", 0, 0, {}]]], "shared_object_id": 15}2


	root.layer_with_weights-4"_tf_keras_layer*
{"name": "conv2d_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_3", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 16}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 17}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_2", 0, 0, {}]]], "shared_object_id": 18, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 220}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2


root.layer_with_weights-5"_tf_keras_layer*{"name": "instance_normalization_3", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_3", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 19}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 20}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_3", 0, 0, {}]]], "shared_object_id": 21, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 221}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2


root.layer-10"_tf_keras_layer*{"name": "activation_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_3", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_3", 0, 0, {}]]], "shared_object_id": 22}2


root.layer_with_weights-6"_tf_keras_layer*
{"name": "conv2d_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_4", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 23}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 24}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_3", 0, 0, {}]]], "shared_object_id": 25, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 222}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2



root.layer_with_weights-7"_tf_keras_layer*
{"name": "conv2d_5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_5", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 26}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 27}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_1", 0, 0, {}]]], "shared_object_id": 28, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 223}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2

root.layer_with_weights-8"_tf_keras_layer*{"name": "instance_normalization_4", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_4", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 29}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 30}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_4", 0, 0, {}]]], "shared_object_id": 31, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 224}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2

root.layer_with_weights-9"_tf_keras_layer*{"name": "instance_normalization_5", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_5", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 32}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 33}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_5", 0, 0, {}]]], "shared_object_id": 34, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 225}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2


root.layer-15"_tf_keras_layer*{"name": "add_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_1", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["instance_normalization_4", 0, 0, {}], ["instance_normalization_5", 0, 0, {}]]], "shared_object_id": 35, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 32, 469, 64]}, {"class_name": "TensorShape", "items": [null, 32, 469, 64]}]}2


root.layer-16"_tf_keras_layer*{"name": "activation_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_4", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["add_1", 0, 0, {}]]], "shared_object_id": 36}2


root.layer-17"_tf_keras_layer*{"name": "global_average_pooling2d_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_1", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_4", 0, 0, {}]]], "shared_object_id": 37, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 226}}2


root.layer-18"_tf_keras_layer*{"name": "global_max_pooling2d_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalMaxPooling2D", "config": {"name": "global_max_pooling2d_1", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_4", 0, 0, {}]]], "shared_object_id": 38, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 227}}2


root.layer-19"_tf_keras_layer*{"name": "reshape_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_1", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 64]}}, "inbound_nodes": [[["global_average_pooling2d_1", 0, 0, {}]]], "shared_object_id": 39}2


root.layer-20"_tf_keras_layer*{"name": "reshape_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_2", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 64]}}, "inbound_nodes": [[["global_max_pooling2d_1", 0, 0, {}]]], "shared_object_id": 40}2

root.layer_with_weights-10"_tf_keras_layer*{"name": "dense_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_1", "trainable": true, "dtype": "float32", "units": 8, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 41}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 42}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["reshape_1", 0, 0, {}]], [["reshape_2", 0, 0, {}]]], "shared_object_id": 43, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 64}}, "shared_object_id": 228}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 64]}}2

root.layer_with_weights-11"_tf_keras_layer*{"name": "dense_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "dtype": "float32", "units": 64, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 44}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 45}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dense_1", 0, 0, {}]], [["dense_1", 1, 0, {}]]], "shared_object_id": 46, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 8}}, "shared_object_id": 229}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 8]}}2


root.layer-23"_tf_keras_layer*{"name": "add_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_2", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["dense_2", 0, 0, {}], ["dense_2", 1, 0, {}]]], "shared_object_id": 47, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 1, 1, 64]}, {"class_name": "TensorShape", "items": [null, 1, 1, 64]}]}2


root.layer-24"_tf_keras_layer*{"name": "activation_5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_5", "trainable": true, "dtype": "float32", "activation": "sigmoid"}, "inbound_nodes": [[["add_2", 0, 0, {}]]], "shared_object_id": 48}2


root.layer-25"_tf_keras_layer*{"name": "multiply_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_1", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["activation_4", 0, 0, {}], ["activation_5", 0, 0, {}]]], "shared_object_id": 49, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 32, 469, 64]}, {"class_name": "TensorShape", "items": [null, 1, 1, 64]}]}2


root.layer-26"_tf_keras_layer*{"name": "lambda_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_1", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaBG1lYW4pAdoBeKkAcgcAAAB6NC9pbnB1dC9jb2RlL1BhcGFlcklk\nZW50aWZ5R3JiRm9yVHJhaW4vbGF5ZXJfdXRpbHMucHnaCDxsYW1iZGE+fQEAAPMAAAAA\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_1", 0, 0, {}]]], "shared_object_id": 50}2


root.layer-27"_tf_keras_layer*{"name": "lambda_2", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_2", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaA21heCkB2gF4qQByBwAAAHo0L2lucHV0L2NvZGUvUGFwYWVySWRl\nbnRpZnlHcmJGb3JUcmFpbi9sYXllcl91dGlscy5wedoIPGxhbWJkYT5+AQAA8wAAAAA=\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_1", 0, 0, {}]]], "shared_object_id": 51}2


root.layer-28"_tf_keras_layer*{"name": "concatenate_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Concatenate", "config": {"name": "concatenate_1", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["lambda_1", 0, 0, {}], ["lambda_2", 0, 0, {}]]], "shared_object_id": 52, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 32, 469, 1]}, {"class_name": "TensorShape", "items": [null, 32, 469, 1]}]}2


root.layer_with_weights-12"_tf_keras_layer*
{"name": "conv2d_6", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_6", "trainable": true, "dtype": "float32", "filters": 1, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "sigmoid", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 53}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 54}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_1", 0, 0, {}]]], "shared_object_id": 55, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 2}}, "shared_object_id": 230}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 2]}}2


root.layer-30"_tf_keras_layer*{"name": "multiply_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_2", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["multiply_1", 0, 0, {}], ["conv2d_6", 0, 0, {}]]], "shared_object_id": 56, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 32, 469, 64]}, {"class_name": "TensorShape", "items": [null, 32, 469, 1]}]}2


 root.layer_with_weights-13"_tf_keras_layer*
{"name": "conv2d_7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_7", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 57}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 58}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["multiply_2", 0, 0, {}]]], "shared_object_id": 59, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 231}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2

!root.layer_with_weights-14"_tf_keras_layer*{"name": "instance_normalization_6", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_6", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 60}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 61}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_7", 0, 0, {}]]], "shared_object_id": 62, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 232}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2

"
root.layer-33"_tf_keras_layer*{"name": "activation_6", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_6", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_6", 0, 0, {}]]], "shared_object_id": 63}2


#root.layer_with_weights-15"_tf_keras_layer*
{"name": "conv2d_8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_8", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 64}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 65}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_6", 0, 0, {}]]], "shared_object_id": 66, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 233}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2

$root.layer_with_weights-16"_tf_keras_layer*{"name": "instance_normalization_7", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_7", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 67}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 68}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_8", 0, 0, {}]]], "shared_object_id": 69, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 234}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2

%
root.layer-36"_tf_keras_layer*{"name": "activation_7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_7", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_7", 0, 0, {}]]], "shared_object_id": 70}2


&root.layer_with_weights-17"_tf_keras_layer*
{"name": "conv2d_9", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_9", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 71}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 72}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_7", 0, 0, {}]]], "shared_object_id": 73, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 235}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2


'root.layer_with_weights-18"_tf_keras_layer*
{"name": "conv2d_10", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_10", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 74}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 75}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["multiply_2", 0, 0, {}]]], "shared_object_id": 76, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 236}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 469, 64]}}2

(root.layer_with_weights-19"_tf_keras_layer*{"name": "instance_normalization_8", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_8", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 77}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 78}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_9", 0, 0, {}]]], "shared_object_id": 79, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 237}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2

)root.layer_with_weights-20"_tf_keras_layer*{"name": "instance_normalization_9", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_9", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 80}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 81}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_10", 0, 0, {}]]], "shared_object_id": 82, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 238}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2

*
root.layer-41"_tf_keras_layer*{"name": "add_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_3", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["instance_normalization_8", 0, 0, {}], ["instance_normalization_9", 0, 0, {}]]], "shared_object_id": 83, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 235, 128]}, {"class_name": "TensorShape", "items": [null, 16, 235, 128]}]}2

+
root.layer-42"_tf_keras_layer*{"name": "activation_8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_8", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["add_3", 0, 0, {}]]], "shared_object_id": 84}2

,
root.layer-43"_tf_keras_layer*{"name": "global_average_pooling2d_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_2", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_8", 0, 0, {}]]], "shared_object_id": 85, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 239}}2

-
root.layer-44"_tf_keras_layer*{"name": "global_max_pooling2d_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalMaxPooling2D", "config": {"name": "global_max_pooling2d_2", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_8", 0, 0, {}]]], "shared_object_id": 86, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 240}}2

.
root.layer-45"_tf_keras_layer*{"name": "reshape_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_3", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 128]}}, "inbound_nodes": [[["global_average_pooling2d_2", 0, 0, {}]]], "shared_object_id": 87}2

/
root.layer-46"_tf_keras_layer*{"name": "reshape_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_4", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 128]}}, "inbound_nodes": [[["global_max_pooling2d_2", 0, 0, {}]]], "shared_object_id": 88}2

0root.layer_with_weights-21"_tf_keras_layer*{"name": "dense_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": "float32", "units": 16, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 89}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 90}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["reshape_3", 0, 0, {}]], [["reshape_4", 0, 0, {}]]], "shared_object_id": 91, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 128}}, "shared_object_id": 241}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 128]}}2

1root.layer_with_weights-22"_tf_keras_layer*{"name": "dense_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_4", "trainable": true, "dtype": "float32", "units": 128, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 92}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 93}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dense_3", 0, 0, {}]], [["dense_3", 1, 0, {}]]], "shared_object_id": 94, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 16}}, "shared_object_id": 242}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 16]}}2

2
root.layer-49"_tf_keras_layer*{"name": "add_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_4", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["dense_4", 0, 0, {}], ["dense_4", 1, 0, {}]]], "shared_object_id": 95, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 1, 1, 128]}, {"class_name": "TensorShape", "items": [null, 1, 1, 128]}]}2

3
root.layer-50"_tf_keras_layer*{"name": "activation_9", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_9", "trainable": true, "dtype": "float32", "activation": "sigmoid"}, "inbound_nodes": [[["add_4", 0, 0, {}]]], "shared_object_id": 96}2

4
root.layer-51"_tf_keras_layer*{"name": "multiply_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_3", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["activation_8", 0, 0, {}], ["activation_9", 0, 0, {}]]], "shared_object_id": 97, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 235, 128]}, {"class_name": "TensorShape", "items": [null, 1, 1, 128]}]}2

5
root.layer-52"_tf_keras_layer*{"name": "lambda_3", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_3", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaBG1lYW4pAdoBeKkAcgcAAAB6NC9pbnB1dC9jb2RlL1BhcGFlcklk\nZW50aWZ5R3JiRm9yVHJhaW4vbGF5ZXJfdXRpbHMucHnaCDxsYW1iZGE+fQEAAPMAAAAA\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_3", 0, 0, {}]]], "shared_object_id": 98}2

6
root.layer-53"_tf_keras_layer*{"name": "lambda_4", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_4", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaA21heCkB2gF4qQByBwAAAHo0L2lucHV0L2NvZGUvUGFwYWVySWRl\nbnRpZnlHcmJGb3JUcmFpbi9sYXllcl91dGlscy5wedoIPGxhbWJkYT5+AQAA8wAAAAA=\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_3", 0, 0, {}]]], "shared_object_id": 99}2

7
root.layer-54"_tf_keras_layer*{"name": "concatenate_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Concatenate", "config": {"name": "concatenate_2", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["lambda_3", 0, 0, {}], ["lambda_4", 0, 0, {}]]], "shared_object_id": 100, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 235, 1]}, {"class_name": "TensorShape", "items": [null, 16, 235, 1]}]}2


8root.layer_with_weights-23"_tf_keras_layer*
{"name": "conv2d_11", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_11", "trainable": true, "dtype": "float32", "filters": 1, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "sigmoid", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 101}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 102}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_2", 0, 0, {}]]], "shared_object_id": 103, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 2}}, "shared_object_id": 243}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 2]}}2

9
root.layer-56"_tf_keras_layer*{"name": "multiply_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_4", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["multiply_3", 0, 0, {}], ["conv2d_11", 0, 0, {}]]], "shared_object_id": 104, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 235, 128]}, {"class_name": "TensorShape", "items": [null, 16, 235, 1]}]}2


:root.layer_with_weights-24"_tf_keras_layer*
{"name": "conv2d_12", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_12", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 2]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 105}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 106}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["multiply_4", 0, 0, {}]]], "shared_object_id": 107, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 244}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2

;root.layer_with_weights-25"_tf_keras_layer*{"name": "instance_normalization_10", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_10", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 108}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 109}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_12", 0, 0, {}]]], "shared_object_id": 110, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 245}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2

<
root.layer-59"_tf_keras_layer*{"name": "activation_10", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_10", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_10", 0, 0, {}]]], "shared_object_id": 111}2


=root.layer_with_weights-26"_tf_keras_layer*
{"name": "conv2d_13", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_13", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 112}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 113}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_10", 0, 0, {}]]], "shared_object_id": 114, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 246}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2

>root.layer_with_weights-27"_tf_keras_layer*{"name": "instance_normalization_11", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_11", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 115}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 116}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_13", 0, 0, {}]]], "shared_object_id": 117, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 247}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2

?
root.layer-62"_tf_keras_layer*{"name": "activation_11", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_11", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_11", 0, 0, {}]]], "shared_object_id": 118}2


@root.layer_with_weights-28"_tf_keras_layer*
{"name": "conv2d_14", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_14", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 119}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 120}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_11", 0, 0, {}]]], "shared_object_id": 121, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 248}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2


Aroot.layer_with_weights-29"_tf_keras_layer*
{"name": "conv2d_15", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_15", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 2]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 122}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 123}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["multiply_4", 0, 0, {}]]], "shared_object_id": 124, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 249}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 235, 128]}}2

Broot.layer_with_weights-30"_tf_keras_layer*{"name": "instance_normalization_12", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_12", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 125}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 126}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_14", 0, 0, {}]]], "shared_object_id": 127, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 250}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2

Croot.layer_with_weights-31"_tf_keras_layer*{"name": "instance_normalization_13", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_13", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 128}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 129}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_15", 0, 0, {}]]], "shared_object_id": 130, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 251}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2

D
root.layer-67"_tf_keras_layer*{"name": "add_5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_5", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["instance_normalization_12", 0, 0, {}], ["instance_normalization_13", 0, 0, {}]]], "shared_object_id": 131, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 118, 128]}, {"class_name": "TensorShape", "items": [null, 16, 118, 128]}]}2

E
root.layer-68"_tf_keras_layer*{"name": "activation_12", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_12", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["add_5", 0, 0, {}]]], "shared_object_id": 132}2

F
root.layer-69"_tf_keras_layer*{"name": "global_average_pooling2d_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_3", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_12", 0, 0, {}]]], "shared_object_id": 133, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 252}}2

G
root.layer-70"_tf_keras_layer*{"name": "global_max_pooling2d_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalMaxPooling2D", "config": {"name": "global_max_pooling2d_3", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_12", 0, 0, {}]]], "shared_object_id": 134, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 253}}2

H
root.layer-71"_tf_keras_layer*{"name": "reshape_5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_5", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 128]}}, "inbound_nodes": [[["global_average_pooling2d_3", 0, 0, {}]]], "shared_object_id": 135}2

I
root.layer-72"_tf_keras_layer*{"name": "reshape_6", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_6", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 128]}}, "inbound_nodes": [[["global_max_pooling2d_3", 0, 0, {}]]], "shared_object_id": 136}2

Jroot.layer_with_weights-32"_tf_keras_layer*{"name": "dense_5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_5", "trainable": true, "dtype": "float32", "units": 16, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 137}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 138}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["reshape_5", 0, 0, {}]], [["reshape_6", 0, 0, {}]]], "shared_object_id": 139, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 128}}, "shared_object_id": 254}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 128]}}2

Kroot.layer_with_weights-33"_tf_keras_layer*{"name": "dense_6", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 128, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 140}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 141}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dense_5", 0, 0, {}]], [["dense_5", 1, 0, {}]]], "shared_object_id": 142, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 16}}, "shared_object_id": 255}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 16]}}2

L
root.layer-75"_tf_keras_layer*{"name": "add_6", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_6", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["dense_6", 0, 0, {}], ["dense_6", 1, 0, {}]]], "shared_object_id": 143, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 1, 1, 128]}, {"class_name": "TensorShape", "items": [null, 1, 1, 128]}]}2

M
root.layer-76"_tf_keras_layer*{"name": "activation_13", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_13", "trainable": true, "dtype": "float32", "activation": "sigmoid"}, "inbound_nodes": [[["add_6", 0, 0, {}]]], "shared_object_id": 144}2

N
root.layer-77"_tf_keras_layer*{"name": "multiply_5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_5", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["activation_12", 0, 0, {}], ["activation_13", 0, 0, {}]]], "shared_object_id": 145, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 118, 128]}, {"class_name": "TensorShape", "items": [null, 1, 1, 128]}]}2

O
root.layer-78"_tf_keras_layer*{"name": "lambda_5", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_5", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaBG1lYW4pAdoBeKkAcgcAAAB6NC9pbnB1dC9jb2RlL1BhcGFlcklk\nZW50aWZ5R3JiRm9yVHJhaW4vbGF5ZXJfdXRpbHMucHnaCDxsYW1iZGE+fQEAAPMAAAAA\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_5", 0, 0, {}]]], "shared_object_id": 146}2

P
root.layer-79"_tf_keras_layer*{"name": "lambda_6", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_6", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaA21heCkB2gF4qQByBwAAAHo0L2lucHV0L2NvZGUvUGFwYWVySWRl\nbnRpZnlHcmJGb3JUcmFpbi9sYXllcl91dGlscy5wedoIPGxhbWJkYT5+AQAA8wAAAAA=\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_5", 0, 0, {}]]], "shared_object_id": 147}2

Q
root.layer-80"_tf_keras_layer*{"name": "concatenate_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Concatenate", "config": {"name": "concatenate_3", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["lambda_5", 0, 0, {}], ["lambda_6", 0, 0, {}]]], "shared_object_id": 148, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 118, 1]}, {"class_name": "TensorShape", "items": [null, 16, 118, 1]}]}2


Rroot.layer_with_weights-34"_tf_keras_layer*
{"name": "conv2d_16", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_16", "trainable": true, "dtype": "float32", "filters": 1, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "sigmoid", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 149}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 150}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_3", 0, 0, {}]]], "shared_object_id": 151, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 2}}, "shared_object_id": 256}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 2]}}2

S
root.layer-82"_tf_keras_layer*{"name": "multiply_6", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_6", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["multiply_5", 0, 0, {}], ["conv2d_16", 0, 0, {}]]], "shared_object_id": 152, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 118, 128]}, {"class_name": "TensorShape", "items": [null, 16, 118, 1]}]}2


Troot.layer_with_weights-35"_tf_keras_layer*
{"name": "conv2d_17", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_17", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 2]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 153}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 154}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["multiply_6", 0, 0, {}]]], "shared_object_id": 155, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 257}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2

Uroot.layer_with_weights-36"_tf_keras_layer*{"name": "instance_normalization_14", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_14", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 156}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 157}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_17", 0, 0, {}]]], "shared_object_id": 158, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 258}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 59, 128]}}2

V
root.layer-85"_tf_keras_layer*{"name": "activation_14", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_14", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_14", 0, 0, {}]]], "shared_object_id": 159}2


Wroot.layer_with_weights-37"_tf_keras_layer*
{"name": "conv2d_18", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_18", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 160}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 161}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_14", 0, 0, {}]]], "shared_object_id": 162, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 259}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 59, 128]}}2

Xroot.layer_with_weights-38"_tf_keras_layer*{"name": "instance_normalization_15", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_15", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 163}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 164}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_18", 0, 0, {}]]], "shared_object_id": 165, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 260}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 59, 128]}}2

Y
root.layer-88"_tf_keras_layer*{"name": "activation_15", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_15", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["instance_normalization_15", 0, 0, {}]]], "shared_object_id": 166}2


Zroot.layer_with_weights-39"_tf_keras_layer*
{"name": "conv2d_19", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_19", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 167}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 168}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_15", 0, 0, {}]]], "shared_object_id": 169, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 261}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 59, 128]}}2


[root.layer_with_weights-40"_tf_keras_layer*
{"name": "conv2d_20", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_20", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 2]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 170}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 171}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["multiply_6", 0, 0, {}]]], "shared_object_id": 172, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 262}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 118, 128]}}2

\root.layer_with_weights-41"_tf_keras_layer*{"name": "instance_normalization_16", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_16", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 173}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 174}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_19", 0, 0, {}]]], "shared_object_id": 175, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 263}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 59, 128]}}2

]root.layer_with_weights-42"_tf_keras_layer*{"name": "instance_normalization_17", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "InstanceNormalization", "config": {"name": "instance_normalization_17", "trainable": true, "dtype": "float32", "axis": null, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 176}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 177}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_20", 0, 0, {}]]], "shared_object_id": 178, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 264}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 59, 128]}}2

^
root.layer-93"_tf_keras_layer*{"name": "add_7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_7", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["instance_normalization_16", 0, 0, {}], ["instance_normalization_17", 0, 0, {}]]], "shared_object_id": 179, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 59, 128]}, {"class_name": "TensorShape", "items": [null, 16, 59, 128]}]}2

_
root.layer-94"_tf_keras_layer*{"name": "activation_16", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_16", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["add_7", 0, 0, {}]]], "shared_object_id": 180}2

`
root.layer-95"_tf_keras_layer*{"name": "global_average_pooling2d_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_4", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_16", 0, 0, {}]]], "shared_object_id": 181, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 265}}2

a
root.layer-96"_tf_keras_layer*{"name": "global_max_pooling2d_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalMaxPooling2D", "config": {"name": "global_max_pooling2d_4", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["activation_16", 0, 0, {}]]], "shared_object_id": 182, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 266}}2

b
root.layer-97"_tf_keras_layer*{"name": "reshape_7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_7", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 128]}}, "inbound_nodes": [[["global_average_pooling2d_4", 0, 0, {}]]], "shared_object_id": 183}2

c
root.layer-98"_tf_keras_layer*{"name": "reshape_8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_8", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 128]}}, "inbound_nodes": [[["global_max_pooling2d_4", 0, 0, {}]]], "shared_object_id": 184}2

droot.layer_with_weights-43"_tf_keras_layer*{"name": "dense_7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_7", "trainable": true, "dtype": "float32", "units": 16, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 185}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 186}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["reshape_7", 0, 0, {}]], [["reshape_8", 0, 0, {}]]], "shared_object_id": 187, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 128}}, "shared_object_id": 267}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 128]}}2

eroot.layer_with_weights-44"_tf_keras_layer*{"name": "dense_8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_8", "trainable": true, "dtype": "float32", "units": 128, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 188}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 189}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dense_7", 0, 0, {}]], [["dense_7", 1, 0, {}]]], "shared_object_id": 190, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 16}}, "shared_object_id": 268}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 16]}}2

froot.layer-101"_tf_keras_layer*{"name": "add_8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "add_8", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["dense_8", 0, 0, {}], ["dense_8", 1, 0, {}]]], "shared_object_id": 191, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 1, 1, 128]}, {"class_name": "TensorShape", "items": [null, 1, 1, 128]}]}2

groot.layer-102"_tf_keras_layer*{"name": "activation_17", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_17", "trainable": true, "dtype": "float32", "activation": "sigmoid"}, "inbound_nodes": [[["add_8", 0, 0, {}]]], "shared_object_id": 192}2

hroot.layer-103"_tf_keras_layer*{"name": "multiply_7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_7", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["activation_16", 0, 0, {}], ["activation_17", 0, 0, {}]]], "shared_object_id": 193, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 59, 128]}, {"class_name": "TensorShape", "items": [null, 1, 1, 128]}]}2

iroot.layer-104"_tf_keras_layer*{"name": "lambda_7", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_7", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaBG1lYW4pAdoBeKkAcgcAAAB6NC9pbnB1dC9jb2RlL1BhcGFlcklk\nZW50aWZ5R3JiRm9yVHJhaW4vbGF5ZXJfdXRpbHMucHnaCDxsYW1iZGE+fQEAAPMAAAAA\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_7", 0, 0, {}]]], "shared_object_id": 194}2

jroot.layer-105"_tf_keras_layer*{"name": "lambda_8", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Lambda", "config": {"name": "lambda_8", "trainable": true, "dtype": "float32", "function": {"class_name": "__tuple__", "items": ["4wEAAAAAAAAAAQAAAAUAAABTAAAAcxAAAAB0AGoBfABkAWQCZAONA1MAKQRO6QMAAABUKQLaBGF4\naXPaCGtlZXBkaW1zKQLaAUvaA21heCkB2gF4qQByBwAAAHo0L2lucHV0L2NvZGUvUGFwYWVySWRl\nbnRpZnlHcmJGb3JUcmFpbi9sYXllcl91dGlscy5wedoIPGxhbWJkYT5+AQAA8wAAAAA=\n", null, null]}, "function_type": "lambda", "module": "keras.layers.core", "output_shape": null, "output_shape_type": "raw", "output_shape_module": null, "arguments": {}}, "inbound_nodes": [[["multiply_7", 0, 0, {}]]], "shared_object_id": 195}2

kroot.layer-106"_tf_keras_layer*{"name": "concatenate_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Concatenate", "config": {"name": "concatenate_4", "trainable": true, "dtype": "float32", "axis": 3}, "inbound_nodes": [[["lambda_7", 0, 0, {}], ["lambda_8", 0, 0, {}]]], "shared_object_id": 196, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 59, 1]}, {"class_name": "TensorShape", "items": [null, 16, 59, 1]}]}2


lroot.layer_with_weights-45"_tf_keras_layer*
{"name": "conv2d_21", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2d_21", "trainable": true, "dtype": "float32", "filters": 1, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "sigmoid", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 197}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 198}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_4", 0, 0, {}]]], "shared_object_id": 199, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 2}}, "shared_object_id": 269}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 59, 2]}}2

mroot.layer-108"_tf_keras_layer*{"name": "multiply_8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "multiply_8", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["multiply_7", 0, 0, {}], ["conv2d_21", 0, 0, {}]]], "shared_object_id": 200, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 59, 128]}, {"class_name": "TensorShape", "items": [null, 16, 59, 1]}]}2

nroot.layer-109"_tf_keras_layer*{"name": "average_pooling2d_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "AveragePooling2D", "config": {"name": "average_pooling2d_1", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [3, 3]}, "padding": "same", "strides": {"class_name": "__tuple__", "items": [1, 1]}, "data_format": "channels_last"}, "inbound_nodes": [[["multiply_8", 0, 0, {}]]], "shared_object_id": 201, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 270}}2

oroot.layer-110"_tf_keras_layer*{"name": "flatten_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Flatten", "config": {"name": "flatten_1", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "inbound_nodes": [[["average_pooling2d_1", 0, 0, {}]]], "shared_object_id": 202, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 271}}2

proot.layer-111"_tf_keras_layer*{"name": "dropout_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dropout", "config": {"name": "dropout_1", "trainable": true, "dtype": "float32", "rate": 0.5, "noise_shape": null, "seed": null}, "inbound_nodes": [[["flatten_1", 0, 0, {}]]], "shared_object_id": 203}2

	qroot.layer_with_weights-46"_tf_keras_layer*{"name": "dense_9", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_9", "trainable": true, "dtype": "float32", "units": 8, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}, "shared_object_id": 204}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 205}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.009999999776482582, "l2": 0.009999999776482582}, "shared_object_id": 206}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dropout_1", 0, 0, {}]]], "shared_object_id": 207, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 120832}}, "shared_object_id": 272}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 120832]}}2

rroot.layer_with_weights-47"_tf_keras_layer*{"name": "dense_10", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense_10", "trainable": true, "dtype": "float32", "units": 2, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}, "shared_object_id": 208}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 209}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dense_9", 0, 0, {}]]], "shared_object_id": 210, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 8}}, "shared_object_id": 273}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8]}}2

sroot.layer-114"_tf_keras_layer*{"name": "activation_18", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "activation_18", "trainable": true, "dtype": "float32", "activation": "softmax"}, "inbound_nodes": [[["dense_10", 0, 0, {}]]], "shared_object_id": 211}2


	root.keras_api.metrics.0"_tf_keras_metric*
{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 274}2


	root.keras_api.metrics.1"_tf_keras_metric*
{"class_name": "MeanMetricWrapper", "name": "accuracy", "dtype": "float32", "config": {"name": "accuracy", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 214}2