keras_metadata.pb

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root.layer-0"_tf_keras_input_layer*Ú{"class_name": "InputLayer", "name": "input_1", "dtype": "float32", "sparse": false, "ragged": false, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 224, 224, 3]}, "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 224, 224, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input_1"}}2

ð	root.layer_with_weights-0"_tf_keras_layer*¹	{"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": 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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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_1", 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": 3}}, "shared_object_id": 418}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 224, 224, 3]}}2

Öroot.layer-2"_tf_keras_layer*¬{"name": "max_pooling2d", "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", "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": [[["conv2d", 0, 0, {}]]], "shared_object_id": 4, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 419}}2

½	root.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": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 5}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 6}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 7}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 8}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["max_pooling2d", 0, 0, {}]]], "shared_object_id": 9, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 64}}, "shared_object_id": 420}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 64]}}2

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root.layer_with_weights-2"_tf_keras_layer*Ì	{"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": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 10}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 11}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["batch_normalization", 0, 0, {}]]], "shared_object_id": 12, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 421}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 64]}}2

ù	root.layer_with_weights-3"_tf_keras_layer*Â	{"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": 192, "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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 13}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 14}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_1", 0, 0, {}]]], "shared_object_id": 15, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 422}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 64]}}2

Ã	root.layer_with_weights-4"_tf_keras_layer*Œ	{"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": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 16}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 17}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 18}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 19}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv2d_2", 0, 0, {}]]], "shared_object_id": 20, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 192}}, "shared_object_id": 423}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 192]}}2

êroot.layer-7"_tf_keras_layer*À{"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": [[["batch_normalization_1", 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": 424}}2

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	root.layer_with_weights-5"_tf_keras_layer*Ê	{"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": 96, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 22}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 23}, "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": 24, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 192}}, "shared_object_id": 425}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 192]}}2

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root.layer_with_weights-6"_tf_keras_layer*Ê	{"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": 16, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 25}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 26}, "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": 27, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 192}}, "shared_object_id": 426}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 192]}}2

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root.layer-10"_tf_keras_layer*º{"name": "max_pooling2d_2", "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_2", "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": [[["max_pooling2d_1", 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": {}}, "shared_object_id": 427}}2

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root.layer_with_weights-7"_tf_keras_layer*Ê	{"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": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 29}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 30}, "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": 31, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 192}}, "shared_object_id": 428}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 192]}}2

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root.layer_with_weights-8"_tf_keras_layer*Â	{"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": 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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 32}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 33}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_4", 0, 0, {}]]], "shared_object_id": 34, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 429}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 96]}}2

ø	root.layer_with_weights-9"_tf_keras_layer*Á	{"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": 32, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 35}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 36}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_6", 0, 0, {}]]], "shared_object_id": 37, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 16}}, "shared_object_id": 430}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 16]}}2

‚
root.layer_with_weights-10"_tf_keras_layer*Ê	{"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": 32, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 38}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 39}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_2", 0, 0, {}]]], "shared_object_id": 40, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 192}}, "shared_object_id": 431}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 192]}}2

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root.layer-15"_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_3", 0, 0, {}], ["conv2d_5", 0, 0, {}], ["conv2d_7", 0, 0, {}], ["conv2d_8", 0, 0, {}]]], "shared_object_id": 41, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 28, 28, 64]}, {"class_name": "TensorShape", "items": [null, 28, 28, 128]}, {"class_name": "TensorShape", "items": [null, 28, 28, 32]}, {"class_name": "TensorShape", "items": [null, 28, 28, 32]}]}2

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root.layer_with_weights-11"_tf_keras_layer*É	{"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": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 42}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 43}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate", 0, 0, {}]]], "shared_object_id": 44, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 432}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 256]}}2

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root.layer_with_weights-12"_tf_keras_layer*È	{"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": 32, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 45}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 46}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate", 0, 0, {}]]], "shared_object_id": 47, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 433}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 256]}}2

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root.layer-18"_tf_keras_layer*¶{"name": "max_pooling2d_3", "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_3", "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": [[["concatenate", 0, 0, {}]]], "shared_object_id": 48, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 434}}2

ÿ	root.layer_with_weights-13"_tf_keras_layer*Ç	{"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": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 49}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 50}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate", 0, 0, {}]]], "shared_object_id": 51, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 435}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 256]}}2

ÿ	root.layer_with_weights-14"_tf_keras_layer*Ç	{"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": 192, "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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 52}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 53}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_10", 0, 0, {}]]], "shared_object_id": 54, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 436}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 128]}}2

ü	root.layer_with_weights-15"_tf_keras_layer*Ä	{"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": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 55}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 56}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_12", 0, 0, {}]]], "shared_object_id": 57, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 437}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 32]}}2

„
root.layer_with_weights-16"_tf_keras_layer*Ì	{"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": 64, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 58}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 59}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_3", 0, 0, {}]]], "shared_object_id": 60, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 438}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 256]}}2

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root.layer-23"_tf_keras_layer*¾{"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": [[["conv2d_9", 0, 0, {}], ["conv2d_11", 0, 0, {}], ["conv2d_13", 0, 0, {}], ["conv2d_14", 0, 0, {}]]], "shared_object_id": 61, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 28, 28, 128]}, {"class_name": "TensorShape", "items": [null, 28, 28, 192]}, {"class_name": "TensorShape", "items": [null, 28, 28, 96]}, {"class_name": "TensorShape", "items": [null, 28, 28, 64]}]}2

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root.layer-24"_tf_keras_layer*¸{"name": "max_pooling2d_4", "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_4", "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": [[["concatenate_1", 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": 439}}2

„
root.layer_with_weights-17"_tf_keras_layer*Ì	{"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": 96, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 63}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 64}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_4", 0, 0, {}]]], "shared_object_id": 65, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 480}}, "shared_object_id": 440}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 480]}}2

„
root.layer_with_weights-18"_tf_keras_layer*Ì	{"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": 16, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 66}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 67}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_4", 0, 0, {}]]], "shared_object_id": 68, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 480}}, "shared_object_id": 441}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 480]}}2

å
root.layer-27"_tf_keras_layer*º{"name": "max_pooling2d_5", "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_5", "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": [[["max_pooling2d_4", 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": 442}}2

…
root.layer_with_weights-19"_tf_keras_layer*Í	{"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": 192, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "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": [[["max_pooling2d_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": 480}}, "shared_object_id": 443}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 480]}}2

ý	root.layer_with_weights-20"_tf_keras_layer*Å	{"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": 208, "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": "relu", "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_16", 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": 444}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 96]}}2

ü	root.layer_with_weights-21"_tf_keras_layer*Ä	{"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": 48, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "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": [[["conv2d_18", 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": 16}}, "shared_object_id": 445}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 16]}}2

„
 root.layer_with_weights-22"_tf_keras_layer*Ì	{"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": 64, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 79}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 80}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_5", 0, 0, {}]]], "shared_object_id": 81, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 480}}, "shared_object_id": 446}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 480]}}2

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root.layer-32"_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": [[["conv2d_15", 0, 0, {}], ["conv2d_17", 0, 0, {}], ["conv2d_19", 0, 0, {}], ["conv2d_20", 0, 0, {}]]], "shared_object_id": 82, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 192]}, {"class_name": "TensorShape", "items": [null, 14, 14, 208]}, {"class_name": "TensorShape", "items": [null, 14, 14, 48]}, {"class_name": "TensorShape", "items": [null, 14, 14, 64]}]}2

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"root.layer_with_weights-23"_tf_keras_layer*Ë	{"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": 112, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 83}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 84}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_2", 0, 0, {}]]], "shared_object_id": 85, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 447}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

‚
#root.layer_with_weights-24"_tf_keras_layer*Ê	{"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": 24, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 86}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 87}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_2", 0, 0, {}]]], "shared_object_id": 88, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 448}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

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root.layer-35"_tf_keras_layer*¸{"name": "max_pooling2d_6", "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_6", "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": [[["concatenate_2", 0, 0, {}]]], "shared_object_id": 89, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 449}}2

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%root.layer_with_weights-25"_tf_keras_layer*Ë	{"name": "conv2d_22", "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_22", "trainable": true, "dtype": "float32", "filters": 160, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 90}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 91}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_2", 0, 0, {}]]], "shared_object_id": 92, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 450}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

ÿ	&root.layer_with_weights-26"_tf_keras_layer*Ç	{"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": 224, "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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 93}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 94}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_23", 0, 0, {}]]], "shared_object_id": 95, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 112}}, "shared_object_id": 451}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 112]}}2

ü	'root.layer_with_weights-27"_tf_keras_layer*Ä	{"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": 64, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 96}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 97}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_25", 0, 0, {}]]], "shared_object_id": 98, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 24}}, "shared_object_id": 452}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 24]}}2

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(root.layer_with_weights-28"_tf_keras_layer*Î	{"name": "conv2d_27", "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_27", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 99}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 100}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_6", 0, 0, {}]]], "shared_object_id": 101, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 453}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

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root.layer-40"_tf_keras_layer*À{"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": [[["conv2d_22", 0, 0, {}], ["conv2d_24", 0, 0, {}], ["conv2d_26", 0, 0, {}], ["conv2d_27", 0, 0, {}]]], "shared_object_id": 102, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 160]}, {"class_name": "TensorShape", "items": [null, 14, 14, 224]}, {"class_name": "TensorShape", "items": [null, 14, 14, 64]}, {"class_name": "TensorShape", "items": [null, 14, 14, 64]}]}2

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*root.layer_with_weights-29"_tf_keras_layer*Î	{"name": "conv2d_29", "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_29", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 103}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 104}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_3", 0, 0, {}]]], "shared_object_id": 105, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 454}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

…
+root.layer_with_weights-30"_tf_keras_layer*Í	{"name": "conv2d_31", "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_31", "trainable": true, "dtype": "float32", "filters": 24, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 106}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 107}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_3", 0, 0, {}]]], "shared_object_id": 108, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 455}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

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root.layer-43"_tf_keras_layer*¹{"name": "max_pooling2d_7", "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_7", "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": [[["concatenate_3", 0, 0, {}]]], "shared_object_id": 109, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 456}}2

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-root.layer_with_weights-31"_tf_keras_layer*Î	{"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": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 110}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 111}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_3", 0, 0, {}]]], "shared_object_id": 112, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 457}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

‚
.root.layer_with_weights-32"_tf_keras_layer*Ê	{"name": "conv2d_30", "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_30", "trainable": true, "dtype": "float32", "filters": 256, "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": "relu", "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": [[["conv2d_29", 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": 458}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 128]}}2

ÿ	/root.layer_with_weights-33"_tf_keras_layer*Ç	{"name": "conv2d_32", "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_32", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "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_31", 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": 24}}, "shared_object_id": 459}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 24]}}2

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0root.layer_with_weights-34"_tf_keras_layer*Ï	{"name": "conv2d_33", "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_33", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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": [[["max_pooling2d_7", 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": 512}}, "shared_object_id": 460}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

ë1
root.layer-48"_tf_keras_layer*À{"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": -1}, "inbound_nodes": [[["conv2d_28", 0, 0, {}], ["conv2d_30", 0, 0, {}], ["conv2d_32", 0, 0, {}], ["conv2d_33", 0, 0, {}]]], "shared_object_id": 122, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 128]}, {"class_name": "TensorShape", "items": [null, 14, 14, 256]}, {"class_name": "TensorShape", "items": [null, 14, 14, 64]}, {"class_name": "TensorShape", "items": [null, 14, 14, 64]}]}2

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2root.layer_with_weights-35"_tf_keras_layer*Î	{"name": "conv2d_35", "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_35", "trainable": true, "dtype": "float32", "filters": 144, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 123}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 124}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_4", 0, 0, {}]]], "shared_object_id": 125, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 461}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

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3root.layer_with_weights-36"_tf_keras_layer*Í	{"name": "conv2d_37", "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_37", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 126}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 127}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_4", 0, 0, {}]]], "shared_object_id": 128, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 462}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

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root.layer-51"_tf_keras_layer*¹{"name": "max_pooling2d_8", "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_8", "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": [[["concatenate_4", 0, 0, {}]]], "shared_object_id": 129, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 463}}2

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5root.layer_with_weights-37"_tf_keras_layer*Î	{"name": "conv2d_34", "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_34", "trainable": true, "dtype": "float32", "filters": 112, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "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": [[["concatenate_4", 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": 512}}, "shared_object_id": 464}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

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6root.layer_with_weights-38"_tf_keras_layer*Ê	{"name": "conv2d_36", "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_36", "trainable": true, "dtype": "float32", "filters": 288, "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": "relu", "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": [[["conv2d_35", 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": 144}}, "shared_object_id": 465}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 144]}}2

ÿ	7root.layer_with_weights-39"_tf_keras_layer*Ç	{"name": "conv2d_38", "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_38", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 136}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 137}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_37", 0, 0, {}]]], "shared_object_id": 138, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 466}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 32]}}2

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8root.layer_with_weights-40"_tf_keras_layer*Ï	{"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": 64, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 139}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 140}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_8", 0, 0, {}]]], "shared_object_id": 141, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 467}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 512]}}2

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root.layer-56"_tf_keras_layer*À{"name": "concatenate_5", "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_5", "trainable": true, "dtype": "float32", "axis": -1}, "inbound_nodes": [[["conv2d_34", 0, 0, {}], ["conv2d_36", 0, 0, {}], ["conv2d_38", 0, 0, {}], ["conv2d_39", 0, 0, {}]]], "shared_object_id": 142, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 112]}, {"class_name": "TensorShape", "items": [null, 14, 14, 288]}, {"class_name": "TensorShape", "items": [null, 14, 14, 64]}, {"class_name": "TensorShape", "items": [null, 14, 14, 64]}]}2

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:root.layer_with_weights-41"_tf_keras_layer*Î	{"name": "conv2d_42", "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_42", "trainable": true, "dtype": "float32", "filters": 160, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "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": [[["concatenate_5", 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": 528}}, "shared_object_id": 468}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 528]}}2

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;root.layer_with_weights-42"_tf_keras_layer*Í	{"name": "conv2d_44", "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_44", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "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": [[["concatenate_5", 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": 528}}, "shared_object_id": 469}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 528]}}2

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root.layer-59"_tf_keras_layer*¹{"name": "max_pooling2d_9", "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_9", "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": [[["concatenate_5", 0, 0, {}]]], "shared_object_id": 149, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 470}}2

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=root.layer_with_weights-43"_tf_keras_layer*Î	{"name": "conv2d_41", "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_41", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 150}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 151}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_5", 0, 0, {}]]], "shared_object_id": 152, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 528}}, "shared_object_id": 471}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 528]}}2

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>root.layer_with_weights-44"_tf_keras_layer*Ê	{"name": "conv2d_43", "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_43", "trainable": true, "dtype": "float32", "filters": 320, "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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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": [[["conv2d_42", 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": 160}}, "shared_object_id": 472}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 160]}}2

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?root.layer_with_weights-45"_tf_keras_layer*È	{"name": "conv2d_45", "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_45", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 156}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 157}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_44", 0, 0, {}]]], "shared_object_id": 158, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 473}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 32]}}2

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@root.layer_with_weights-46"_tf_keras_layer*Ð	{"name": "conv2d_46", "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_46", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 159}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 160}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_9", 0, 0, {}]]], "shared_object_id": 161, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 528}}, "shared_object_id": 474}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 528]}}2

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root.layer-64"_tf_keras_layer*Â{"name": "concatenate_6", "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_6", "trainable": true, "dtype": "float32", "axis": -1}, "inbound_nodes": [[["conv2d_41", 0, 0, {}], ["conv2d_43", 0, 0, {}], ["conv2d_45", 0, 0, {}], ["conv2d_46", 0, 0, {}]]], "shared_object_id": 162, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 256]}, {"class_name": "TensorShape", "items": [null, 14, 14, 320]}, {"class_name": "TensorShape", "items": [null, 14, 14, 128]}, {"class_name": "TensorShape", "items": [null, 14, 14, 128]}]}2

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root.layer-65"_tf_keras_layer*»{"name": "max_pooling2d_10", "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_10", "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": [[["concatenate_6", 0, 0, {}]]], "shared_object_id": 163, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 475}}2

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Croot.layer_with_weights-47"_tf_keras_layer*Ï	{"name": "conv2d_48", "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_48", "trainable": true, "dtype": "float32", "filters": 160, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 164}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 165}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_10", 0, 0, {}]]], "shared_object_id": 166, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 476}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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Droot.layer_with_weights-48"_tf_keras_layer*Î	{"name": "conv2d_50", "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_50", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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": [[["max_pooling2d_10", 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": 832}}, "shared_object_id": 477}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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root.layer-68"_tf_keras_layer*¾{"name": "max_pooling2d_11", "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_11", "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": [[["max_pooling2d_10", 0, 0, {}]]], "shared_object_id": 170, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 478}}2

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Froot.layer_with_weights-49"_tf_keras_layer*Ï	{"name": "conv2d_47", "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_47", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 171}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 172}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_10", 0, 0, {}]]], "shared_object_id": 173, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 479}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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Groot.layer_with_weights-50"_tf_keras_layer*È	{"name": "conv2d_49", "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_49", "trainable": true, "dtype": "float32", "filters": 320, "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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 174}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 175}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_48", 0, 0, {}]]], "shared_object_id": 176, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 160}}, "shared_object_id": 480}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 160]}}2

þ	Hroot.layer_with_weights-51"_tf_keras_layer*Æ	{"name": "conv2d_51", "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_51", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 177}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 178}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_50", 0, 0, {}]]], "shared_object_id": 179, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 32}}, "shared_object_id": 481}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 32]}}2

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Iroot.layer_with_weights-52"_tf_keras_layer*Ï	{"name": "conv2d_52", "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_52", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 180}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 181}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_11", 0, 0, {}]]], "shared_object_id": 182, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 482}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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root.layer-73"_tf_keras_layer*º{"name": "concatenate_7", "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_7", "trainable": true, "dtype": "float32", "axis": -1}, "inbound_nodes": [[["conv2d_47", 0, 0, {}], ["conv2d_49", 0, 0, {}], ["conv2d_51", 0, 0, {}], ["conv2d_52", 0, 0, {}]]], "shared_object_id": 183, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 256]}, {"class_name": "TensorShape", "items": [null, 7, 7, 320]}, {"class_name": "TensorShape", "items": [null, 7, 7, 128]}, {"class_name": "TensorShape", "items": [null, 7, 7, 128]}]}2

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Kroot.layer_with_weights-53"_tf_keras_layer*Ì	{"name": "conv2d_54", "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_54", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 184}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 185}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_7", 0, 0, {}]]], "shared_object_id": 186, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 483}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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Lroot.layer_with_weights-54"_tf_keras_layer*Ë	{"name": "conv2d_56", "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_56", "trainable": true, "dtype": "float32", "filters": 48, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 187}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 188}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_7", 0, 0, {}]]], "shared_object_id": 189, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 484}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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root.layer-76"_tf_keras_layer*»{"name": "max_pooling2d_12", "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_12", "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": [[["concatenate_7", 0, 0, {}]]], "shared_object_id": 190, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 485}}2

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Nroot.layer_with_weights-55"_tf_keras_layer*Ì	{"name": "conv2d_53", "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_53", "trainable": true, "dtype": "float32", "filters": 384, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 191}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 192}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["concatenate_7", 0, 0, {}]]], "shared_object_id": 193, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 486}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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Oroot.layer_with_weights-56"_tf_keras_layer*È	{"name": "conv2d_55", "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_55", "trainable": true, "dtype": "float32", "filters": 384, "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": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 194}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 195}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv2d_54", 0, 0, {}]]], "shared_object_id": 196, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 192}}, "shared_object_id": 487}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 192]}}2

þ	Proot.layer_with_weights-57"_tf_keras_layer*Æ	{"name": "conv2d_57", "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_57", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [5, 5]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"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": [[["conv2d_56", 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": 48}}, "shared_object_id": 488}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 48]}}2

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Qroot.layer_with_weights-58"_tf_keras_layer*Ï	{"name": "conv2d_58", "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_58", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 200}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 201}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["max_pooling2d_12", 0, 0, {}]]], "shared_object_id": 202, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 832}}, "shared_object_id": 489}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 832]}}2

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root.layer-81"_tf_keras_layer*º{"name": "concatenate_8", "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_8", "trainable": true, "dtype": "float32", "axis": -1}, "inbound_nodes": [[["conv2d_53", 0, 0, {}], ["conv2d_55", 0, 0, {}], ["conv2d_57", 0, 0, {}], ["conv2d_58", 0, 0, {}]]], "shared_object_id": 203, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 384]}, {"class_name": "TensorShape", "items": [null, 7, 7, 384]}, {"class_name": "TensorShape", "items": [null, 7, 7, 128]}, {"class_name": "TensorShape", "items": [null, 7, 7, 128]}]}2

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root.layer-82"_tf_keras_layer*Å{"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": [7, 7]}, "padding": "same", "strides": {"class_name": "__tuple__", "items": [1, 1]}, "data_format": "channels_last"}, "inbound_nodes": [[["concatenate_8", 0, 0, {}]]], "shared_object_id": 204, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 490}}2

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Troot.layer_with_weights-59"_tf_keras_layer*Þ	{"name": "res4a_branch2a", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4a_branch2a", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [2, 2]}, "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": 0}, "shared_object_id": 205}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 206}, "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": 207, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 491}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1024]}}2

½	Uroot.layer_with_weights-60"_tf_keras_layer*…	{"name": "bn4a_branch2a", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4a_branch2a", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 208}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 209}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 210}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 211}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4a_branch2a", 0, 0, {}]]], "shared_object_id": 212, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 492}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer-85"_tf_keras_layer*ó{"name": "activation", "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", "trainable": true, "dtype": "float32", "activation": "relu"}, "inbound_nodes": [[["bn4a_branch2a", 0, 0, {}]]], "shared_object_id": 213}2

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Wroot.layer_with_weights-61"_tf_keras_layer*Ò	{"name": "res4a_branch2b", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4a_branch2b", "trainable": true, "dtype": "float32", "filters": 256, "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": 0}, "shared_object_id": 214}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 215}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation", 0, 0, {}]]], "shared_object_id": 216, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 493}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

½	Xroot.layer_with_weights-62"_tf_keras_layer*…	{"name": "bn4a_branch2b", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4a_branch2b", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 217}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 218}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 219}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 220}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4a_branch2b", 0, 0, {}]]], "shared_object_id": 221, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 494}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer-88"_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": [[["bn4a_branch2b", 0, 0, {}]]], "shared_object_id": 222}2

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Zroot.layer_with_weights-63"_tf_keras_layer*Ö	{"name": "res4a_branch2c", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4a_branch2c", "trainable": true, "dtype": "float32", "filters": 1024, "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": 0}, "shared_object_id": 223}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 224}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_1", 0, 0, {}]]], "shared_object_id": 225, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 495}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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[root.layer_with_weights-64"_tf_keras_layer*Ý	{"name": "res4a_branch1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4a_branch1", "trainable": true, "dtype": "float32", "filters": 1024, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [2, 2]}, "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": 0}, "shared_object_id": 226}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 227}, "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": 228, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 496}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1024]}}2

¿	\root.layer_with_weights-65"_tf_keras_layer*‡	{"name": "bn4a_branch2c", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4a_branch2c", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 229}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 230}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 231}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 232}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4a_branch2c", 0, 0, {}]]], "shared_object_id": 233, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 497}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

¼	]root.layer_with_weights-66"_tf_keras_layer*„	{"name": "bn4a_branch1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4a_branch1", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 234}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 235}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 236}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 237}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4a_branch1", 0, 0, {}]]], "shared_object_id": 238, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 498}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

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root.layer-93"_tf_keras_layer*ó{"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": [[["bn4a_branch2c", 0, 0, {}], ["bn4a_branch1", 0, 0, {}]]], "shared_object_id": 239, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 4, 4, 1024]}, {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}]}2

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root.layer-94"_tf_keras_layer*í{"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": [[["add", 0, 0, {}]]], "shared_object_id": 240}2

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`root.layer_with_weights-67"_tf_keras_layer*Ö	{"name": "res4b_branch2a", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4b_branch2a", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "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": [[["activation_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": 1024}}, "shared_object_id": 499}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

½	aroot.layer_with_weights-68"_tf_keras_layer*…	{"name": "bn4b_branch2a", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4b_branch2a", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 244}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 245}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 246}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 247}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4b_branch2a", 0, 0, {}]]], "shared_object_id": 248, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 500}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer-97"_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": [[["bn4b_branch2a", 0, 0, {}]]], "shared_object_id": 249}2

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croot.layer_with_weights-69"_tf_keras_layer*Ô	{"name": "res4b_branch2b", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4b_branch2b", "trainable": true, "dtype": "float32", "filters": 256, "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": 0}, "shared_object_id": 250}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 251}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_3", 0, 0, {}]]], "shared_object_id": 252, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 501}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

½	droot.layer_with_weights-70"_tf_keras_layer*…	{"name": "bn4b_branch2b", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4b_branch2b", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 253}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 254}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 255}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 256}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4b_branch2b", 0, 0, {}]]], "shared_object_id": 257, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 502}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

£eroot.layer-100"_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": [[["bn4b_branch2b", 0, 0, {}]]], "shared_object_id": 258}2

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froot.layer_with_weights-71"_tf_keras_layer*Õ	{"name": "res4b_branch2c", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4b_branch2c", "trainable": true, "dtype": "float32", "filters": 1024, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 259}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 260}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_4", 0, 0, {}]]], "shared_object_id": 261, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 503}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

¿	groot.layer_with_weights-72"_tf_keras_layer*‡	{"name": "bn4b_branch2c", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4b_branch2c", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 262}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 263}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 264}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 265}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4b_branch2c", 0, 0, {}]]], "shared_object_id": 266, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 504}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

£hroot.layer-103"_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": [[["bn4b_branch2c", 0, 0, {}], ["activation_2", 0, 0, {}]]], "shared_object_id": 267, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 4, 4, 1024]}, {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}]}2

›iroot.layer-104"_tf_keras_layer*ï{"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": "relu"}, "inbound_nodes": [[["add_1", 0, 0, {}]]], "shared_object_id": 268}2

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jroot.layer_with_weights-73"_tf_keras_layer*Ö	{"name": "res4c_branch2a", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4c_branch2a", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 269}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 270}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_5", 0, 0, {}]]], "shared_object_id": 271, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 505}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

½	kroot.layer_with_weights-74"_tf_keras_layer*…	{"name": "bn4c_branch2a", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4c_branch2a", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 272}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 273}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 274}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 275}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4c_branch2a", 0, 0, {}]]], "shared_object_id": 276, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 506}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

£lroot.layer-107"_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": [[["bn4c_branch2a", 0, 0, {}]]], "shared_object_id": 277}2

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mroot.layer_with_weights-75"_tf_keras_layer*Ô	{"name": "res4c_branch2b", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4c_branch2b", "trainable": true, "dtype": "float32", "filters": 256, "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": 0}, "shared_object_id": 278}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 279}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_6", 0, 0, {}]]], "shared_object_id": 280, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 507}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

½	nroot.layer_with_weights-76"_tf_keras_layer*…	{"name": "bn4c_branch2b", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4c_branch2b", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 281}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 282}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 283}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 284}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4c_branch2b", 0, 0, {}]]], "shared_object_id": 285, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 508}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

£oroot.layer-110"_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": [[["bn4c_branch2b", 0, 0, {}]]], "shared_object_id": 286}2

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proot.layer_with_weights-77"_tf_keras_layer*Õ	{"name": "res4c_branch2c", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4c_branch2c", "trainable": true, "dtype": "float32", "filters": 1024, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 287}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 288}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_7", 0, 0, {}]]], "shared_object_id": 289, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 509}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

¿	qroot.layer_with_weights-78"_tf_keras_layer*‡	{"name": "bn4c_branch2c", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4c_branch2c", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 290}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 291}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 292}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 293}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4c_branch2c", 0, 0, {}]]], "shared_object_id": 294, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 510}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

£rroot.layer-113"_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": [[["bn4c_branch2c", 0, 0, {}], ["activation_5", 0, 0, {}]]], "shared_object_id": 295, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 4, 4, 1024]}, {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}]}2

›sroot.layer-114"_tf_keras_layer*ï{"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_2", 0, 0, {}]]], "shared_object_id": 296}2

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troot.layer_with_weights-79"_tf_keras_layer*Ö	{"name": "res4d_branch2a", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4d_branch2a", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 297}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 298}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_8", 0, 0, {}]]], "shared_object_id": 299, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 511}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

½	uroot.layer_with_weights-80"_tf_keras_layer*…	{"name": "bn4d_branch2a", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4d_branch2a", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 300}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 301}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 302}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 303}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4d_branch2a", 0, 0, {}]]], "shared_object_id": 304, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 512}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

£vroot.layer-117"_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": "relu"}, "inbound_nodes": [[["bn4d_branch2a", 0, 0, {}]]], "shared_object_id": 305}2

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wroot.layer_with_weights-81"_tf_keras_layer*Ô	{"name": "res4d_branch2b", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4d_branch2b", "trainable": true, "dtype": "float32", "filters": 256, "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": 0}, "shared_object_id": 306}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 307}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_9", 0, 0, {}]]], "shared_object_id": 308, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 513}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

½	xroot.layer_with_weights-82"_tf_keras_layer*…	{"name": "bn4d_branch2b", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4d_branch2b", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 309}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 310}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 311}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 312}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4d_branch2b", 0, 0, {}]]], "shared_object_id": 313, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 514}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

¥yroot.layer-120"_tf_keras_layer*ù{"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": [[["bn4d_branch2b", 0, 0, {}]]], "shared_object_id": 314}2

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zroot.layer_with_weights-83"_tf_keras_layer*Ö	{"name": "res4d_branch2c", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4d_branch2c", "trainable": true, "dtype": "float32", "filters": 1024, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 315}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 316}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_10", 0, 0, {}]]], "shared_object_id": 317, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 515}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

¿	{root.layer_with_weights-84"_tf_keras_layer*‡	{"name": "bn4d_branch2c", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4d_branch2c", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 318}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 319}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 320}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 321}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4d_branch2c", 0, 0, {}]]], "shared_object_id": 322, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 516}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

£|root.layer-123"_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": [[["bn4d_branch2c", 0, 0, {}], ["activation_8", 0, 0, {}]]], "shared_object_id": 323, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 4, 4, 1024]}, {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}]}2

}root.layer-124"_tf_keras_layer*ñ{"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": [[["add_3", 0, 0, {}]]], "shared_object_id": 324}2

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~root.layer_with_weights-85"_tf_keras_layer*×	{"name": "res4e_branch2a", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4e_branch2a", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 325}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 326}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_11", 0, 0, {}]]], "shared_object_id": 327, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 517}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

½	root.layer_with_weights-86"_tf_keras_layer*…	{"name": "bn4e_branch2a", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4e_branch2a", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 328}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 329}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 330}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 331}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4e_branch2a", 0, 0, {}]]], "shared_object_id": 332, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 518}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer-127"_tf_keras_layer*ù{"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": [[["bn4e_branch2a", 0, 0, {}]]], "shared_object_id": 333}2

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root.layer_with_weights-87"_tf_keras_layer*Õ	{"name": "res4e_branch2b", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4e_branch2b", "trainable": true, "dtype": "float32", "filters": 256, "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": 0}, "shared_object_id": 334}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 335}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_12", 0, 0, {}]]], "shared_object_id": 336, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 519}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer_with_weights-88"_tf_keras_layer*…	{"name": "bn4e_branch2b", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4e_branch2b", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 337}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 338}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 339}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 340}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4e_branch2b", 0, 0, {}]]], "shared_object_id": 341, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 520}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer-130"_tf_keras_layer*ù{"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": "relu"}, "inbound_nodes": [[["bn4e_branch2b", 0, 0, {}]]], "shared_object_id": 342}2

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root.layer_with_weights-89"_tf_keras_layer*Ö	{"name": "res4e_branch2c", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4e_branch2c", "trainable": true, "dtype": "float32", "filters": 1024, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 343}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 344}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_13", 0, 0, {}]]], "shared_object_id": 345, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 521}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer_with_weights-90"_tf_keras_layer*‡	{"name": "bn4e_branch2c", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4e_branch2c", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 346}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 347}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 348}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 349}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4e_branch2c", 0, 0, {}]]], "shared_object_id": 350, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 522}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

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root.layer-133"_tf_keras_layer*ø{"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": [[["bn4e_branch2c", 0, 0, {}], ["activation_11", 0, 0, {}]]], "shared_object_id": 351, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 4, 4, 1024]}, {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}]}2

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root.layer-134"_tf_keras_layer*ñ{"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": [[["add_4", 0, 0, {}]]], "shared_object_id": 352}2

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root.layer_with_weights-91"_tf_keras_layer*×	{"name": "res4f_branch2a", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4f_branch2a", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 353}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 354}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_14", 0, 0, {}]]], "shared_object_id": 355, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1024}}, "shared_object_id": 523}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

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root.layer_with_weights-92"_tf_keras_layer*…	{"name": "bn4f_branch2a", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4f_branch2a", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 356}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 357}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 358}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 359}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4f_branch2a", 0, 0, {}]]], "shared_object_id": 360, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 524}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer-137"_tf_keras_layer*ù{"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": [[["bn4f_branch2a", 0, 0, {}]]], "shared_object_id": 361}2

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root.layer_with_weights-93"_tf_keras_layer*Õ	{"name": "res4f_branch2b", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4f_branch2b", "trainable": true, "dtype": "float32", "filters": 256, "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": 0}, "shared_object_id": 362}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 363}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_15", 0, 0, {}]]], "shared_object_id": 364, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 525}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer_with_weights-94"_tf_keras_layer*…	{"name": "bn4f_branch2b", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4f_branch2b", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 365}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 366}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 367}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 368}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4f_branch2b", 0, 0, {}]]], "shared_object_id": 369, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 256}}, "shared_object_id": 526}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer-140"_tf_keras_layer*ù{"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": [[["bn4f_branch2b", 0, 0, {}]]], "shared_object_id": 370}2

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root.layer_with_weights-95"_tf_keras_layer*Ö	{"name": "res4f_branch2c", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "res4f_branch2c", "trainable": true, "dtype": "float32", "filters": 1024, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "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": 0}, "shared_object_id": 371}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 372}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["activation_16", 0, 0, {}]]], "shared_object_id": 373, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 256}}, "shared_object_id": 527}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 256]}}2

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root.layer_with_weights-96"_tf_keras_layer*‡	{"name": "bn4f_branch2c", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "bn4f_branch2c", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 374}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 375}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 376}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 377}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["res4f_branch2c", 0, 0, {}]]], "shared_object_id": 378, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1024}}, "shared_object_id": 528}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}}2

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root.layer-143"_tf_keras_layer*ø{"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": [[["bn4f_branch2c", 0, 0, {}], ["activation_14", 0, 0, {}]]], "shared_object_id": 379, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 4, 4, 1024]}, {"class_name": "TensorShape", "items": [null, 4, 4, 1024]}]}2

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root.layer-144"_tf_keras_layer*Â{"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": [5, 5]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [3, 3]}, "data_format": "channels_last"}, "inbound_nodes": [[["concatenate_2", 0, 0, {}]]], "shared_object_id": 380, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 529}}2

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root.layer-145"_tf_keras_layer*Æ{"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": [5, 5]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [3, 3]}, "data_format": "channels_last"}, "inbound_nodes": [[["concatenate_5", 0, 0, {}]]], "shared_object_id": 381, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 530}}2

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root.layer-146"_tf_keras_layer*ñ{"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": "relu"}, "inbound_nodes": [[["add_5", 0, 0, {}]]], "shared_object_id": 382}2

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root.layer_with_weights-97"_tf_keras_layer*Ð	{"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": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 383}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 384}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["average_pooling2d", 0, 0, {}]]], "shared_object_id": 385, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 512}}, "shared_object_id": 531}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 512]}}2

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root.layer_with_weights-98"_tf_keras_layer*Ò	{"name": "conv2d_40", "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_40", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 386}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 387}, "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": 388, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 528}}, "shared_object_id": 532}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 4, 4, 528]}}2

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root.layer-149"_tf_keras_layer*¡{"name": "flatten_2", "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_2", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "inbound_nodes": [[["activation_17", 0, 0, {}]]], "shared_object_id": 389, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 533}}2

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root.layer-150"_tf_keras_layer*™{"name": "flatten", "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", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "inbound_nodes": [[["conv2d_21", 0, 0, {}]]], "shared_object_id": 390, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 534}}2

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root.layer-151"_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": [[["conv2d_40", 0, 0, {}]]], "shared_object_id": 391, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 535}}2

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root.layer-152"_tf_keras_layer*Ï{"name": "dropout_2", "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_2", "trainable": true, "dtype": "float32", "rate": 0.4, "noise_shape": null, "seed": null}, "inbound_nodes": [[["flatten_2", 0, 0, {}]]], "shared_object_id": 392, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16384]}}2

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root.layer_with_weights-99"_tf_keras_layer*Â{"name": "dense", "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", "trainable": true, "dtype": "float32", "units": 256, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 393}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 394}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["flatten", 0, 0, {}]]], "shared_object_id": 395, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 2048}}, "shared_object_id": 536}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048]}}2

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root.layer_with_weights-100"_tf_keras_layer*È{"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": 256, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 396}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 397}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["flatten_1", 0, 0, {}]]], "shared_object_id": 398, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 2048}}, "shared_object_id": 537}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048]}}2

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root.layer_with_weights-101"_tf_keras_layer*Ì{"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": 256, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 399}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 400}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dropout_2", 0, 0, {}]]], "shared_object_id": 401, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 16384}}, "shared_object_id": 538}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 16384]}}2

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root.layer-156"_tf_keras_layer*Å{"name": "dropout", "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", "trainable": true, "dtype": "float32", "rate": 0.4, "noise_shape": null, "seed": null}, "inbound_nodes": [[["dense", 0, 0, {}]]], "shared_object_id": 402, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2

øž
root.layer-157"_tf_keras_layer*Ë{"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": 0.4, "noise_shape": null, "seed": null}, "inbound_nodes": [[["dense_1", 0, 0, {}]]], "shared_object_id": 403, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2

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root.layer_with_weights-102"_tf_keras_layer*¿{"name": "main", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "main", "trainable": true, "dtype": "float32", "units": 5, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 404}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 405}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dense_2", 0, 0, {}]]], "shared_object_id": 406, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 256}}, "shared_object_id": 539}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2

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root.layer_with_weights-103"_tf_keras_layer*¿{"name": "aux1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "aux1", "trainable": true, "dtype": "float32", "units": 5, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 407}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 408}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dropout", 0, 0, {}]]], "shared_object_id": 409, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 256}}, "shared_object_id": 540}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2

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root.layer_with_weights-104"_tf_keras_layer*Á{"name": "aux2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "aux2", "trainable": true, "dtype": "float32", "units": 5, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 410}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 411}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["dropout_1", 0, 0, {}]]], "shared_object_id": 412, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 256}}, "shared_object_id": 541}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2

»
ªroot.keras_api.metrics.0"_tf_keras_metric*ƒ
{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 542}2

Å
«root.keras_api.metrics.1"_tf_keras_metric*
{"class_name": "Mean", "name": "main_loss", "dtype": "float32", "config": {"name": "main_loss", "dtype": "float32"}, "shared_object_id": 543}2

Å
¬root.keras_api.metrics.2"_tf_keras_metric*
{"class_name": "Mean", "name": "aux1_loss", "dtype": "float32", "config": {"name": "aux1_loss", "dtype": "float32"}, "shared_object_id": 544}2

Å
­root.keras_api.metrics.3"_tf_keras_metric*
{"class_name": "Mean", "name": "aux2_loss", "dtype": "float32", "config": {"name": "aux2_loss", "dtype": "float32"}, "shared_object_id": 545}2

ø
®root.keras_api.metrics.4"_tf_keras_metric*À
{"class_name": "MeanMetricWrapper", "name": "main_accuracy", "dtype": "float32", "config": {"name": "main_accuracy", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 415}2

ø
¯root.keras_api.metrics.5"_tf_keras_metric*À
{"class_name": "MeanMetricWrapper", "name": "aux1_accuracy", "dtype": "float32", "config": {"name": "aux1_accuracy", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 416}2

ø
°root.keras_api.metrics.6"_tf_keras_metric*À
{"class_name": "MeanMetricWrapper", "name": "aux2_accuracy", "dtype": "float32", "config": {"name": "aux2_accuracy", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 417}2