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�	!root.network.layer_with_weights-1"_tf_keras_layer*�	{"name": "batch_normalization", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 9}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 10}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 11}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 12}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["concatenate", 0, 0, {}]]], "shared_object_id": 13, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 64}}, "shared_object_id": 451}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 64]}}2

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�root.network.layer-10"_tf_keras_layer*�{"name": "add", "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", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["conv2d_3", 0, 0, {}], ["conv2d_1", 0, 0, {}]]], "shared_object_id": 23, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 64, 64, 32]}, {"class_name": "TensorShape", "items": [null, 64, 64, 32]}]}2

�	!root.network.layer_with_weights-5"_tf_keras_layer*�	{"name": "batch_normalization_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_1", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 24}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 25}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 26}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 27}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["add", 0, 0, {}]]], "shared_object_id": 28, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 32}}, "shared_object_id": 455}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 32]}}2

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�
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�root.network.layer-14"_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": [[["conv2d_5", 0, 0, {}], ["add", 0, 0, {}]]], "shared_object_id": 35, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 64, 64, 32]}, {"class_name": "TensorShape", "items": [null, 64, 64, 32]}]}2

�root.network.layer-15"_tf_keras_layer*�{"name": "average_pooling2d", "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", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "inbound_nodes": [[["add_1", 0, 0, {}]]], "shared_object_id": 36, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 458}}2

�	!root.network.layer_with_weights-8"_tf_keras_layer*�	{"name": "batch_normalization_2", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_2", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 37}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 38}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 39}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 40}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["average_pooling2d", 0, 0, {}]]], "shared_object_id": 41, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 32}}, "shared_object_id": 459}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 32, 32]}}2

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�"root.network.layer-20"_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": [[["conv2d_8", 0, 0, {}], ["conv2d_6", 0, 0, {}]]], "shared_object_id": 51, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 32, 32, 64]}, {"class_name": "TensorShape", "items": [null, 32, 32, 64]}]}2

�	#"root.network.layer_with_weights-12"_tf_keras_layer*�	{"name": "batch_normalization_3", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_3", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 52}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 53}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 54}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 55}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["add_2", 0, 0, {}]]], "shared_object_id": 56, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 64}}, "shared_object_id": 463}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 32, 64]}}2

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$"root.network.layer_with_weights-13"_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": 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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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": [[["batch_normalization_3", 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": 464}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 32, 64]}}2

�
%"root.network.layer_with_weights-14"_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": 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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 60}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 61}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_9", 0, 0, {}]]], "shared_object_id": 62, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 465}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 32, 64]}}2

�&root.network.layer-24"_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": [[["conv2d_10", 0, 0, {}], ["add_2", 0, 0, {}]]], "shared_object_id": 63, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 32, 32, 64]}, {"class_name": "TensorShape", "items": [null, 32, 32, 64]}]}2

�'root.network.layer-25"_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": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "inbound_nodes": [[["add_3", 0, 0, {}]]], "shared_object_id": 64, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 466}}2

�	("root.network.layer_with_weights-15"_tf_keras_layer*�	{"name": "batch_normalization_4", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_4", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 65}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 66}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 67}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 68}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["average_pooling2d_1", 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": {"3": 64}}, "shared_object_id": 467}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 64]}}2

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)"root.network.layer_with_weights-16"_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": 96, "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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 70}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 71}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization_4", 0, 0, {}]]], "shared_object_id": 72, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 468}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 64]}}2

�
*"root.network.layer_with_weights-17"_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": 96, "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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 73}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 74}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_12", 0, 0, {}]]], "shared_object_id": 75, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 469}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 96]}}2

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+"root.network.layer_with_weights-18"_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": 96, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 76}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 77}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["average_pooling2d_1", 0, 0, {}]]], "shared_object_id": 78, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 470}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 64]}}2

�,root.network.layer-30"_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": [[["conv2d_13", 0, 0, {}], ["conv2d_11", 0, 0, {}]]], "shared_object_id": 79, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 16, 96]}, {"class_name": "TensorShape", "items": [null, 16, 16, 96]}]}2

�	-"root.network.layer_with_weights-19"_tf_keras_layer*�	{"name": "batch_normalization_5", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_5", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 80}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 81}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 82}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 83}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["add_4", 0, 0, {}]]], "shared_object_id": 84, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 96}}, "shared_object_id": 471}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 96]}}2

�
."root.network.layer_with_weights-20"_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": 96, "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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 85}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 86}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization_5", 0, 0, {}]]], "shared_object_id": 87, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 472}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 96]}}2

�
/"root.network.layer_with_weights-21"_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": 96, "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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 88}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 89}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_14", 0, 0, {}]]], "shared_object_id": 90, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 473}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 96]}}2

�0root.network.layer-34"_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": [[["conv2d_15", 0, 0, {}], ["add_4", 0, 0, {}]]], "shared_object_id": 91, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 16, 96]}, {"class_name": "TensorShape", "items": [null, 16, 16, 96]}]}2

�1root.network.layer-35"_tf_keras_layer*�{"name": "average_pooling2d_2", "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_2", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "inbound_nodes": [[["add_5", 0, 0, {}]]], "shared_object_id": 92, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 474}}2

�	2"root.network.layer_with_weights-22"_tf_keras_layer*�	{"name": "batch_normalization_6", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_6", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 93}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 94}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 95}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 96}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["average_pooling2d_2", 0, 0, {}]]], "shared_object_id": 97, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 96}}, "shared_object_id": 475}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8, 8, 96]}}2

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3"root.network.layer_with_weights-23"_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, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 98}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 99}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization_6", 0, 0, {}]]], "shared_object_id": 100, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 476}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8, 8, 96]}}2

�
4"root.network.layer_with_weights-24"_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": "GlorotUniform", "config": {"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": [[["conv2d_17", 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": 128}}, "shared_object_id": 477}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8, 8, 128]}}2

�
5"root.network.layer_with_weights-25"_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": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 104}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 105}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["average_pooling2d_2", 0, 0, {}]]], "shared_object_id": 106, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 478}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8, 8, 96]}}2

�6root.network.layer-40"_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": [[["conv2d_18", 0, 0, {}], ["conv2d_16", 0, 0, {}]]], "shared_object_id": 107, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 8, 8, 128]}, {"class_name": "TensorShape", "items": [null, 8, 8, 128]}]}2

�	7"root.network.layer_with_weights-26"_tf_keras_layer*�	{"name": "batch_normalization_7", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_7", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 108}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 109}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 110}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 111}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["add_6", 0, 0, {}]]], "shared_object_id": 112, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 479}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8, 8, 128]}}2

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8"root.network.layer_with_weights-27"_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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 113}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 114}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization_7", 0, 0, {}]]], "shared_object_id": 115, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 480}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8, 8, 128]}}2

�
9"root.network.layer_with_weights-28"_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, 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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 116}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 117}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_19", 0, 0, {}]]], "shared_object_id": 118, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 481}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 8, 8, 128]}}2

�:root.network.layer-44"_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": [[["conv2d_20", 0, 0, {}], ["add_6", 0, 0, {}]]], "shared_object_id": 119, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 8, 8, 128]}, {"class_name": "TensorShape", "items": [null, 8, 8, 128]}]}2

�;root.network.layer-45"_tf_keras_layer*�{"name": "up_sampling2d_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "UpSampling2D", "config": {"name": "up_sampling2d_1", "trainable": true, "dtype": "float32", "size": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last", "interpolation": "bilinear"}, "inbound_nodes": [[["add_7", 0, 0, {}]]], "shared_object_id": 120, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 482}}2

�<root.network.layer-46"_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": -1}, "inbound_nodes": [[["up_sampling2d_1", 0, 0, {}], ["add_5", 0, 0, {}]]], "shared_object_id": 121, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 16, 128]}, {"class_name": "TensorShape", "items": [null, 16, 16, 96]}]}2

�	="root.network.layer_with_weights-29"_tf_keras_layer*�	{"name": "batch_normalization_8", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_8", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 122}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 123}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 124}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 125}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["concatenate_1", 0, 0, {}]]], "shared_object_id": 126, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 224}}, "shared_object_id": 483}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 224]}}2

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?"root.network.layer_with_weights-31"_tf_keras_layer*�	{"name": "conv2d_23", "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_23", "trainable": true, "dtype": "float32", "filters": 96, "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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 130}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 131}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_22", 0, 0, {}]]], "shared_object_id": 132, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 485}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 96]}}2

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@"root.network.layer_with_weights-32"_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": 96, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 133}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 134}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_1", 0, 0, {}]]], "shared_object_id": 135, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 224}}, "shared_object_id": 486}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 224]}}2

�Aroot.network.layer-51"_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": [[["conv2d_23", 0, 0, {}], ["conv2d_21", 0, 0, {}]]], "shared_object_id": 136, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 16, 96]}, {"class_name": "TensorShape", "items": [null, 16, 16, 96]}]}2

�Broot.network.layer-52"_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": -1}, "inbound_nodes": [[["add_8", 0, 0, {}], ["add_4", 0, 0, {}]]], "shared_object_id": 137, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 16, 96]}, {"class_name": "TensorShape", "items": [null, 16, 16, 96]}]}2

�	C"root.network.layer_with_weights-33"_tf_keras_layer*�	{"name": "batch_normalization_9", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_9", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 138}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 139}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 140}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 141}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["concatenate_2", 0, 0, {}]]], "shared_object_id": 142, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 192}}, "shared_object_id": 487}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 192]}}2

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D"root.network.layer_with_weights-34"_tf_keras_layer*�	{"name": "conv2d_25", "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_25", "trainable": true, "dtype": "float32", "filters": 96, "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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 143}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 144}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization_9", 0, 0, {}]]], "shared_object_id": 145, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 192}}, "shared_object_id": 488}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 192]}}2

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E"root.network.layer_with_weights-35"_tf_keras_layer*�	{"name": "conv2d_26", "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_26", "trainable": true, "dtype": "float32", "filters": 96, "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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 146}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 147}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_25", 0, 0, {}]]], "shared_object_id": 148, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 489}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 96]}}2

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F"root.network.layer_with_weights-36"_tf_keras_layer*�	{"name": "conv2d_24", "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_24", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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_2", 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": 192}}, "shared_object_id": 490}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16, 16, 192]}}2

�Groot.network.layer-57"_tf_keras_layer*�{"name": "add_9", "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_9", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["conv2d_26", 0, 0, {}], ["conv2d_24", 0, 0, {}]]], "shared_object_id": 152, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 16, 16, 96]}, {"class_name": "TensorShape", "items": [null, 16, 16, 96]}]}2

�Hroot.network.layer-58"_tf_keras_layer*�{"name": "up_sampling2d_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "UpSampling2D", "config": {"name": "up_sampling2d_2", "trainable": true, "dtype": "float32", "size": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last", "interpolation": "bilinear"}, "inbound_nodes": [[["add_9", 0, 0, {}]]], "shared_object_id": 153, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 491}}2

�Iroot.network.layer-59"_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": -1}, "inbound_nodes": [[["up_sampling2d_2", 0, 0, {}], ["add_3", 0, 0, {}]]], "shared_object_id": 154, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 32, 32, 96]}, {"class_name": "TensorShape", "items": [null, 32, 32, 64]}]}2

�	J"root.network.layer_with_weights-37"_tf_keras_layer*�	{"name": "batch_normalization_10", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_10", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 155}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 156}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 157}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 158}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["concatenate_3", 0, 0, {}]]], "shared_object_id": 159, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 160}}, "shared_object_id": 492}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 32, 160]}}2

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K"root.network.layer_with_weights-38"_tf_keras_layer*�	{"name": "conv2d_28", "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_28", "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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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": [[["batch_normalization_10", 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": 160}}, "shared_object_id": 493}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 32, 160]}}2

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�	b"root.network.layer_with_weights-53"_tf_keras_layer*�	{"name": "conv2d_39", "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_39", "trainable": true, "dtype": "float32", "filters": 3, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 219}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 220}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["add_13", 0, 0, {}]]], "shared_object_id": 221, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 509}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 32]}}2

�iroot.ema_network.layer-0"_tf_keras_input_layer*�{"class_name": "InputLayer", "name": "input_2", "dtype": "float32", "sparse": false, "ragged": false, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 1, 1, 1]}, "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 1, 1, 1]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input_2"}}2

�jroot.ema_network.layer-1"_tf_keras_input_layer*�{"class_name": "InputLayer", "name": "input_1", "dtype": "float32", "sparse": false, "ragged": false, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 64, 64, 3]}, "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 64, 64, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input_1"}}2

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�
l%root.ema_network.layer_with_weights-0"_tf_keras_layer*�	{"name": "conv2d", "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", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 228}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 229}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["input_1", 0, 0, {}]]], "shared_object_id": 230, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 3}}, "shared_object_id": 510}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 3]}}2

�mroot.ema_network.layer-4"_tf_keras_layer*�{"name": "up_sampling2d", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "UpSampling2D", "config": {"name": "up_sampling2d", "trainable": true, "dtype": "float32", "size": {"class_name": "__tuple__", "items": [64, 64]}, "data_format": "channels_last", "interpolation": "nearest"}, "inbound_nodes": [[["lambda", 0, 0, {}]]], "shared_object_id": 231, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 511}}2

�nroot.ema_network.layer-5"_tf_keras_layer*�{"name": "concatenate", "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", "trainable": true, "dtype": "float32", "axis": -1}, "inbound_nodes": [[["conv2d", 0, 0, {}], ["up_sampling2d", 0, 0, {}]]], "shared_object_id": 232, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 64, 64, 32]}, {"class_name": "TensorShape", "items": [null, 64, 64, 32]}]}2

�	o%root.ema_network.layer_with_weights-1"_tf_keras_layer*�	{"name": "batch_normalization", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 233}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 234}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 235}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 236}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["concatenate", 0, 0, {}]]], "shared_object_id": 237, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 64}}, "shared_object_id": 512}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 64]}}2

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p%root.ema_network.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": 32, "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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 238}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 239}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization", 0, 0, {}]]], "shared_object_id": 240, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 513}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 64]}}2

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q%root.ema_network.layer_with_weights-3"_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": 32, "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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 241}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 242}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_2", 0, 0, {}]]], "shared_object_id": 243, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 514}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 32]}}2

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r%root.ema_network.layer_with_weights-4"_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": 32, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 244}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 245}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate", 0, 0, {}]]], "shared_object_id": 246, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 515}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 64]}}2

�sroot.ema_network.layer-10"_tf_keras_layer*�{"name": "add", "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", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["conv2d_3", 0, 0, {}], ["conv2d_1", 0, 0, {}]]], "shared_object_id": 247, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 64, 64, 32]}, {"class_name": "TensorShape", "items": [null, 64, 64, 32]}]}2

�	t%root.ema_network.layer_with_weights-5"_tf_keras_layer*�	{"name": "batch_normalization_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_1", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 248}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 249}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 250}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 251}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["add", 0, 0, {}]]], "shared_object_id": 252, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 32}}, "shared_object_id": 516}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 32]}}2

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u%root.ema_network.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": 32, "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": "swish", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 253}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 254}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization_1", 0, 0, {}]]], "shared_object_id": 255, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 517}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 32]}}2

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v%root.ema_network.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": 32, "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": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 256}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 257}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_4", 0, 0, {}]]], "shared_object_id": 258, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 518}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 64, 64, 32]}}2

�wroot.ema_network.layer-14"_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": [[["conv2d_5", 0, 0, {}], ["add", 0, 0, {}]]], "shared_object_id": 259, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 64, 64, 32]}, {"class_name": "TensorShape", "items": [null, 64, 64, 32]}]}2

�xroot.ema_network.layer-15"_tf_keras_layer*�{"name": "average_pooling2d", "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", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "inbound_nodes": [[["add_1", 0, 0, {}]]], "shared_object_id": 260, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 519}}2

�	y%root.ema_network.layer_with_weights-8"_tf_keras_layer*�	{"name": "batch_normalization_2", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_2", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": false, "scale": false, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 261}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 262}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 263}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 264}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["average_pooling2d", 0, 0, {}]]], "shared_object_id": 265, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 32}}, "shared_object_id": 520}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 32, 32, 32]}}2

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