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 �
 
root.layer_with_weights-0"_tf_keras_layer*�
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 �
 root.layer_with_weights-1"_tf_keras_layer*�
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-�root.layer-2"_tf_keras_layer*�{"name": "maxpool1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "MaxPooling2D", "config": {"name": "maxpool1", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 7, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 74}}2

-�	root.layer_with_weights-2"_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": 8}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 9}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 10}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 11}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 12, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 64}}, "shared_object_id": 75}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 24, 24, 64]}}2

-�	root.layer_with_weights-3"_tf_keras_layer*�	{"name": "conv3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv3", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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}, "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": 76}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 24, 24, 64]}}2

-�	root.layer_with_weights-4"_tf_keras_layer*�	{"name": "conv4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv4", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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": 16}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 17}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 18, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 77}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 24, 24, 96]}}2

-�root.layer-6"_tf_keras_layer*�{"name": "maxpool2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "MaxPooling2D", "config": {"name": "maxpool2", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 19, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 78}}2

-�	root.layer_with_weights-5"_tf_keras_layer*�{"name": "batch_normalization_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_1", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 20}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 21}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 22}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 23}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 24, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 96}}, "shared_object_id": 79}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 12, 12, 96]}}2

-�		root.layer_with_weights-6"_tf_keras_layer*�	{"name": "conv5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv5", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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}, "shared_object_id": 27, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 80}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 12, 12, 96]}}2

+{"name": "conv2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": {"class_name": "__tuple__", "items": [null, 48, 48, 1]}, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv2", "trainable": true, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 48, 48, 1]}, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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": 4}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 5}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 6, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 64}}, "shared_object_id": 75}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 48, 48, 64]}}2

+�root.layer-2"_tf_keras_layer*�{"name": "maxpool1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "MaxPooling2D", "config": {"name": "maxpool1", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 7, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 76}}2

+�	root.layer_with_weights-2"_tf_keras_layer*�{"name": "batch_normalization_56", "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_56", "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": 8}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 9}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 10}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 11}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 12, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 64}}, "shared_object_id": 77}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 24, 24, 64]}}2

+�	root.layer_with_weights-3"_tf_keras_layer*�	{"name": "conv3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv3", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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}, "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": 78}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 24, 24, 64]}}2

+�	root.layer_with_weights-4"_tf_keras_layer*�	{"name": "conv4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv4", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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": 16}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 17}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 18, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 96}}, "shared_object_id": 79}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 24, 24, 96]}}2

+�root.layer-6"_tf_keras_layer*�{"name": "maxpool2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "MaxPooling2D", "config": {"name": "maxpool2", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 19, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 80}}2

+�	root.layer_with_weights-5"_tf_keras_layer*�{"name": "batch_normalization_57", "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_57", "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": 20}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 21}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 22}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 23}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 24, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 96}}, "shared_object_id": 81}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 12, 12, 96]}}2

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 �	
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-�	
root.layer_with_weights-9"_tf_keras_layer*�	{"name": "conv7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv7", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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": 37}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 38}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 39, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 84}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 6, 6, 128]}}2

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-�
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-�
root.layer-16"_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"}, "shared_object_id": 49, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 88}}2

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+�
root.layer-10"_tf_keras_layer*�{"name": "maxpool3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "MaxPooling2D", "config": {"name": "maxpool3", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 31, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 84}}2

+�	root.layer_with_weights-8"_tf_keras_layer*�{"name": "batch_normalization_58", "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_58", "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": 32}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 33}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 34}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 35}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 36, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 128}}, "shared_object_id": 85}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 6, 6, 128]}}2

+�	
root.layer_with_weights-9"_tf_keras_layer*�	{"name": "conv7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv7", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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": 37}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 38}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 39, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 128}}, "shared_object_id": 86}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 6, 6, 128]}}2

+�	root.layer_with_weights-10"_tf_keras_layer*�	{"name": "conv8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "conv8", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": {"class_name": "__tuple__", "items": [4, 4]}, "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": 40}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 41}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 42, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 192}}, "shared_object_id": 87}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 6, 6, 192]}}2

+�
root.layer-14"_tf_keras_layer*�{"name": "maxpool4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "MaxPooling2D", "config": {"name": "maxpool4", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 43, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 88}}2

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+�
root.layer-16"_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"}, "shared_object_id": 49, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 90}}2

+�root.layer_with_weights-12"_tf_keras_layer*�{"name": "fc1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "fc1", "trainable": true, "dtype": "float32", "units": 196, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 50}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 51}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 52, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 1728}}, "shared_object_id": 91}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1728]}}2

 �
root.layer-18"_tf_keras_layer*�{"name": "drop1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dropout", "config": {"name": "drop1", "trainable": true, "dtype": "float32", "rate": 0.25, "noise_shape": null, "seed": null}, "shared_object_id": 53}2

-�root.layer_with_weights-13"_tf_keras_layer*�{"name": "fc2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "fc2", "trainable": true, "dtype": "float32", "units": 128, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 54}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 55}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 56, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 196}}, "shared_object_id": 90}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 196]}}2

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 �
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diff --git a/model/model_cache/saved_model.pb b/model/model_cache/saved_model.pb
index 8f91e2ac..4fcf85e9 100644
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diff --git a/model/model_cache/variables/variables.data-00000-of-00001 b/model/model_cache/variables/variables.data-00000-of-00001
index f6cf10c5..4078fc8b 100644
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diff --git a/model/model_cache/variables/variables.index b/model/model_cache/variables/variables.index
index 0997294f..b52d9b4f 100644
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diff --git a/predicted/test_t_cnn_pred.npy b/predicted/test_t_cnn_pred.npy
index e2703e98..7fac7030 100644
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diff --git a/src/baselines.ipynb b/src/baselines.ipynb
index d55d6a5d..c45ccbc7 100644
--- a/src/baselines.ipynb
+++ b/src/baselines.ipynb
@@ -304,9 +304,9 @@
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diff --git a/src/cnn_test.ipynb b/src/cnn_test.ipynb
index 10a61602..ad590314 100644
--- a/src/cnn_test.ipynb
+++ b/src/cnn_test.ipynb
@@ -9,7 +9,7 @@
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+   "execution_count": 31,
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+   "execution_count": 33,
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@@ -104,7 +104,7 @@
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      "metadata": {},
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@@ -120,7 +120,7 @@
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     {
@@ -129,7 +129,7 @@
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      "metadata": {},
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@@ -151,7 +151,7 @@
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+   "execution_count": 35,
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@@ -163,7 +163,7 @@
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+   "execution_count": 36,
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@@ -177,7 +177,7 @@
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@@ -186,7 +186,7 @@
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+     "execution_count": 37,
      "metadata": {},
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@@ -198,7 +198,7 @@
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+   "execution_count": 38,
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@@ -209,13 +209,13 @@
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-     "execution_count": 8,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
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\n",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -236,12 +236,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -266,18 +266,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2024-04-26 13:34:39.453899: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE4.1 SSE4.2 AVX AVX2 FMA\n",
-      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
-      "2024-04-26 13:34:42.281741: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78911 MB memory:  -> device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:4e:00.0, compute capability: 8.0\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -292,8 +283,8 @@
       "                                                                 \n",
       " maxpool1 (MaxPooling2D)     (None, 24, 24, 64)        0         \n",
       "                                                                 \n",
-      " batch_normalization (BatchN  (None, 24, 24, 64)       256       \n",
-      " ormalization)                                                   \n",
+      " batch_normalization_56 (Bat  (None, 24, 24, 64)       256       \n",
+      " chNormalization)                                                \n",
       "                                                                 \n",
       " conv3 (Conv2D)              (None, 24, 24, 96)        98400     \n",
       "                                                                 \n",
@@ -301,8 +292,8 @@
       "                                                                 \n",
       " maxpool2 (MaxPooling2D)     (None, 12, 12, 96)        0         \n",
       "                                                                 \n",
-      " batch_normalization_1 (Batc  (None, 12, 12, 96)       384       \n",
-      " hNormalization)                                                 \n",
+      " batch_normalization_57 (Bat  (None, 12, 12, 96)       384       \n",
+      " chNormalization)                                                \n",
       "                                                                 \n",
       " conv5 (Conv2D)              (None, 12, 12, 128)       196736    \n",
       "                                                                 \n",
@@ -310,8 +301,8 @@
       "                                                                 \n",
       " maxpool3 (MaxPooling2D)     (None, 6, 6, 128)         0         \n",
       "                                                                 \n",
-      " batch_normalization_2 (Batc  (None, 6, 6, 128)        512       \n",
-      " hNormalization)                                                 \n",
+      " batch_normalization_58 (Bat  (None, 6, 6, 128)        512       \n",
+      " chNormalization)                                                \n",
       "                                                                 \n",
       " conv7 (Conv2D)              (None, 6, 6, 192)         393408    \n",
       "                                                                 \n",
@@ -319,8 +310,8 @@
       "                                                                 \n",
       " maxpool4 (MaxPooling2D)     (None, 3, 3, 192)         0         \n",
       "                                                                 \n",
-      " batch_normalization_3 (Batc  (None, 3, 3, 192)        768       \n",
-      " hNormalization)                                                 \n",
+      " batch_normalization_59 (Bat  (None, 3, 3, 192)        768       \n",
+      " chNormalization)                                                \n",
       "                                                                 \n",
       " Flatten (Flatten)           (None, 1728)              0         \n",
       "                                                                 \n",
@@ -352,6 +343,7 @@
    ],
    "source": [
     "from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\n",
+    "from tensorflow.keras.metrics import Precision, Recall\n",
     "\n",
     "\n",
     "model = keras.models.Sequential(name='CNN')\n",
@@ -399,79 +391,65 @@
     "# Optimizer\n",
     "opt = keras.optimizers.Adam(learning_rate=0.001)\n",
     "\n",
-    "model.summary()\n",
-    "model.compile(loss='categorical_crossentropy', optimizer=opt, metrics=['accuracy'])"
+    "model.summary()    \n",
+    "model.compile(loss='categorical_crossentropy', optimizer=opt, metrics=['accuracy', Precision(), Recall()])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch 1/20\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2024-04-26 13:34:48.759791: I tensorflow/stream_executor/cuda/cuda_dnn.cc:366] Loaded cuDNN version 8201\n",
-      "2024-04-26 13:34:53.388723: I tensorflow/stream_executor/cuda/cuda_blas.cc:1774] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "145/145 [==============================] - 28s 114ms/step - loss: 1.7795 - accuracy: 0.2711 - val_loss: 1.8167 - val_accuracy: 0.2452\n",
+      "Epoch 1/20\n",
+      "290/290 [==============================] - 14s 41ms/step - loss: 1.7216 - accuracy: 0.2940 - precision_6: 0.6883 - recall_6: 0.0565 - val_loss: 1.8124 - val_accuracy: 0.2870 - val_precision_6: 0.0000e+00 - val_recall_6: 0.0000e+00\n",
       "Epoch 2/20\n",
-      "145/145 [==============================] - 16s 109ms/step - loss: 1.4674 - accuracy: 0.4149 - val_loss: 1.9490 - val_accuracy: 0.1711\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 1.3824 - accuracy: 0.4632 - precision_6: 0.7815 - recall_6: 0.2281 - val_loss: 1.4672 - val_accuracy: 0.4379 - val_precision_6: 0.9489 - val_recall_6: 0.1035\n",
       "Epoch 3/20\n",
-      "145/145 [==============================] - 16s 112ms/step - loss: 1.2805 - accuracy: 0.5025 - val_loss: 1.7957 - val_accuracy: 0.2385\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 1.2128 - accuracy: 0.5452 - precision_6: 0.7851 - recall_6: 0.3185 - val_loss: 1.2080 - val_accuracy: 0.5397 - val_precision_6: 0.7625 - val_recall_6: 0.3327\n",
       "Epoch 4/20\n",
-      "145/145 [==============================] - 17s 115ms/step - loss: 1.1627 - accuracy: 0.5605 - val_loss: 1.4628 - val_accuracy: 0.4419\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 1.1103 - accuracy: 0.5937 - precision_6: 0.7873 - recall_6: 0.3860 - val_loss: 1.1299 - val_accuracy: 0.5826 - val_precision_6: 0.7810 - val_recall_6: 0.3795\n",
       "Epoch 5/20\n",
-      "145/145 [==============================] - 17s 115ms/step - loss: 1.0616 - accuracy: 0.6080 - val_loss: 1.0775 - val_accuracy: 0.5997\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 1.0079 - accuracy: 0.6374 - precision_6: 0.7965 - recall_6: 0.4599 - val_loss: 1.0103 - val_accuracy: 0.6299 - val_precision_6: 0.7990 - val_recall_6: 0.4483\n",
       "Epoch 6/20\n",
-      "145/145 [==============================] - 17s 115ms/step - loss: 0.9726 - accuracy: 0.6457 - val_loss: 1.0306 - val_accuracy: 0.6140\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 0.9174 - accuracy: 0.6715 - precision_6: 0.8057 - recall_6: 0.5209 - val_loss: 0.9600 - val_accuracy: 0.6496 - val_precision_6: 0.8048 - val_recall_6: 0.4849\n",
       "Epoch 7/20\n",
-      "145/145 [==============================] - 15s 104ms/step - loss: 0.8863 - accuracy: 0.6803 - val_loss: 1.0308 - val_accuracy: 0.6220\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 0.8449 - accuracy: 0.7019 - precision_6: 0.8171 - recall_6: 0.5727 - val_loss: 1.0385 - val_accuracy: 0.6227 - val_precision_6: 0.7412 - val_recall_6: 0.5060\n",
       "Epoch 8/20\n",
-      "145/145 [==============================] - 15s 105ms/step - loss: 0.8016 - accuracy: 0.7155 - val_loss: 0.9570 - val_accuracy: 0.6626\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 0.7591 - accuracy: 0.7334 - precision_6: 0.8314 - recall_6: 0.6268 - val_loss: 0.9830 - val_accuracy: 0.6625 - val_precision_6: 0.7495 - val_recall_6: 0.5807\n",
       "Epoch 9/20\n",
-      "145/145 [==============================] - 16s 113ms/step - loss: 0.7201 - accuracy: 0.7457 - val_loss: 1.0080 - val_accuracy: 0.6521\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 0.6699 - accuracy: 0.7661 - precision_6: 0.8487 - recall_6: 0.6811 - val_loss: 0.9068 - val_accuracy: 0.6846 - val_precision_6: 0.7816 - val_recall_6: 0.5878\n",
       "Epoch 10/20\n",
-      "145/145 [==============================] - 17s 114ms/step - loss: 0.6395 - accuracy: 0.7760 - val_loss: 1.0365 - val_accuracy: 0.6652\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.5883 - accuracy: 0.7972 - precision_6: 0.8666 - recall_6: 0.7260 - val_loss: 1.0105 - val_accuracy: 0.6745 - val_precision_6: 0.7342 - val_recall_6: 0.6127\n",
       "Epoch 11/20\n",
-      "145/145 [==============================] - 16s 112ms/step - loss: 0.5647 - accuracy: 0.8051 - val_loss: 0.9272 - val_accuracy: 0.6981\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.5180 - accuracy: 0.8232 - precision_6: 0.8825 - recall_6: 0.7645 - val_loss: 1.0096 - val_accuracy: 0.6734 - val_precision_6: 0.7523 - val_recall_6: 0.5982\n",
       "Epoch 12/20\n",
-      "145/145 [==============================] - 17s 117ms/step - loss: 0.4954 - accuracy: 0.8308 - val_loss: 1.0502 - val_accuracy: 0.6959\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.4548 - accuracy: 0.8455 - precision_6: 0.8964 - recall_6: 0.7984 - val_loss: 0.9986 - val_accuracy: 0.7232 - val_precision_6: 0.7736 - val_recall_6: 0.6799\n",
       "Epoch 13/20\n",
-      "145/145 [==============================] - 17s 115ms/step - loss: 0.4330 - accuracy: 0.8547 - val_loss: 0.9255 - val_accuracy: 0.7121\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.3983 - accuracy: 0.8658 - precision_6: 0.9078 - recall_6: 0.8270 - val_loss: 1.0258 - val_accuracy: 0.7161 - val_precision_6: 0.7604 - val_recall_6: 0.6784\n",
       "Epoch 14/20\n",
-      "145/145 [==============================] - 16s 114ms/step - loss: 0.3774 - accuracy: 0.8748 - val_loss: 1.0253 - val_accuracy: 0.7143\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.3432 - accuracy: 0.8862 - precision_6: 0.9204 - recall_6: 0.8553 - val_loss: 1.0908 - val_accuracy: 0.7199 - val_precision_6: 0.7638 - val_recall_6: 0.6890\n",
       "Epoch 15/20\n",
-      "145/145 [==============================] - 17s 115ms/step - loss: 0.3275 - accuracy: 0.8935 - val_loss: 0.9248 - val_accuracy: 0.7384\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.3100 - accuracy: 0.8992 - precision_6: 0.9274 - recall_6: 0.8724 - val_loss: 0.9572 - val_accuracy: 0.7578 - val_precision_6: 0.7926 - val_recall_6: 0.7353\n",
       "Epoch 16/20\n",
-      "145/145 [==============================] - 17s 114ms/step - loss: 0.2878 - accuracy: 0.9069 - val_loss: 0.9786 - val_accuracy: 0.7656\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.2620 - accuracy: 0.9156 - precision_6: 0.9376 - recall_6: 0.8951 - val_loss: 1.2099 - val_accuracy: 0.7204 - val_precision_6: 0.7482 - val_recall_6: 0.6992\n",
       "Epoch 17/20\n",
-      "145/145 [==============================] - 17s 115ms/step - loss: 0.2514 - accuracy: 0.9203 - val_loss: 1.0663 - val_accuracy: 0.7349\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.2580 - accuracy: 0.9169 - precision_6: 0.9373 - recall_6: 0.8973 - val_loss: 1.0864 - val_accuracy: 0.7516 - val_precision_6: 0.7808 - val_recall_6: 0.7284\n",
       "Epoch 18/20\n",
-      "145/145 [==============================] - 17s 115ms/step - loss: 0.2198 - accuracy: 0.9309 - val_loss: 1.1440 - val_accuracy: 0.7544\n",
+      "290/290 [==============================] - 11s 39ms/step - loss: 0.2132 - accuracy: 0.9318 - precision_6: 0.9475 - recall_6: 0.9174 - val_loss: 1.2052 - val_accuracy: 0.7321 - val_precision_6: 0.7580 - val_recall_6: 0.7147\n",
       "Epoch 19/20\n",
-      "145/145 [==============================] - 15s 104ms/step - loss: 0.1954 - accuracy: 0.9387 - val_loss: 1.1936 - val_accuracy: 0.7490\n",
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.1885 - accuracy: 0.9408 - precision_6: 0.9531 - recall_6: 0.9295 - val_loss: 1.3816 - val_accuracy: 0.7195 - val_precision_6: 0.7385 - val_recall_6: 0.7057\n",
       "Epoch 20/20\n",
-      "145/145 [==============================] - 15s 104ms/step - loss: 0.1750 - accuracy: 0.9458 - val_loss: 1.3064 - val_accuracy: 0.7295\n"
+      "290/290 [==============================] - 11s 38ms/step - loss: 0.1970 - accuracy: 0.9381 - precision_6: 0.9505 - recall_6: 0.9257 - val_loss: 1.3793 - val_accuracy: 0.7509 - val_precision_6: 0.7656 - val_recall_6: 0.7360\n"
      ]
     }
    ],
    "source": [
     "max_epochs = 20\n",
-    "batch_size = 1024\n",
+    "batch_size = 512\n",
     "\n",
     "early_stop_cb = keras.callbacks.EarlyStopping(monitor='loss', mode='min', patience=5)\n",
     "checkpoint_cb = keras.callbacks.ModelCheckpoint(\"../model/cnn.keras\",monitor='val_loss', save_best_only=True, save_weights_only=False)\n",
@@ -481,33 +459,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2024-04-26 13:41:08.576124: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n"
+      "2024-04-26 19:23:42.775595: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "INFO:tensorflow:Assets written to: ram://b8ac4e82-eef8-4e88-984b-b9148429efd5/assets\n",
       "INFO:tensorflow:Assets written to: ../model/model_cache/assets\n"
      ]
     }
    ],
    "source": [
-    "np.save(\"../histories/cnn_hist\", history)\n",
+    "np.save(\"../histories/my_hist\", history.history)\n",
     "model.save('../model/model_cache')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 46,
    "metadata": {
     "tags": []
    },
@@ -516,19 +493,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "169/169 [==============================] - 2s 3ms/step - loss: 1.3935 - accuracy: 0.7225\n",
-      "Test Accuracy: 0.7225111722946167\n"
+      "169/169 [==============================] - 1s 5ms/step - loss: 1.3873 - accuracy: 0.7561 - precision_6: 0.7708 - recall_6: 0.7431\n",
+      "Test Accuracy: 0.756129264831543\n"
      ]
     }
    ],
    "source": [
-    "loss, acc = model.evaluate(test_x, test_t, verbose=1)\n",
+    "loss, acc, precision, recall = model.evaluate(test_x, test_t, verbose=1)\n",
     "print(f'Test Accuracy: {acc}')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 51,
    "metadata": {
     "tags": []
    },
@@ -536,6 +513,48 @@
    "source": [
     "np.save(\"../predicted/test_t_cnn_pred\", model.predict(test_x))"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'keras' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[2], line 5\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m accuracy_score, precision_score, recall_score, f1_score\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m# Load the trained model\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[43mkeras\u001b[49m\u001b[38;5;241m.\u001b[39mmodels\u001b[38;5;241m.\u001b[39mload_model(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m../model/model_cache\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m# Predict labels for the test set\u001b[39;00m\n\u001b[1;32m      8\u001b[0m predicted_labels \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mpredict(test_x)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'keras' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# Evaluate the model on the test set\n",
+    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n",
+    "\n",
+    "# Load the trained model\n",
+    "model = keras.models.load_model('../model/model_cache')\n",
+    "\n",
+    "# Predict labels for the test set\n",
+    "predicted_labels = model.predict(test_x)\n",
+    "predicted_labels = np.argmax(predicted_labels, axis=1)\n",
+    "\n",
+    "true_labels = np.argmax(test_t, axis=1)\n",
+    "\n",
+    "# Compute metrics\n",
+    "accuracy = accuracy_score(true_labels, predicted_labels)\n",
+    "precision = precision_score(true_labels, predicted_labels, average='macro')\n",
+    "recall = recall_score(true_labels, predicted_labels, average='macro')\n",
+    "f1 = f1_score(true_labels, predicted_labels, average='macro')\n",
+    "\n",
+    "print(f'Accuracy: {accuracy}')\n",
+    "print(f'Precision: {precision}')\n",
+    "print(f'Recall: {recall}')\n",
+    "print(f'F1-score: {f1}')"
+   ]
   }
  ],
  "metadata": {
diff --git a/src/preprocess.ipynb b/src/preprocess.ipynb
index 40927ab3..e3bb6659 100644
--- a/src/preprocess.ipynb
+++ b/src/preprocess.ipynb
@@ -9,32 +9,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
+   "execution_count": 3,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2024-04-16 16:56:54.513190: I external/local_tsl/tsl/cuda/cudart_stub.cc:31] Could not find cuda drivers on your machine, GPU will not be used.\n",
-      "2024-04-16 16:56:54.559110: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
-      "2024-04-16 16:56:54.559140: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
-      "2024-04-16 16:56:54.560820: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
-      "2024-04-16 16:56:54.572208: I external/local_tsl/tsl/cuda/cudart_stub.cc:31] Could not find cuda drivers on your machine, GPU will not be used.\n",
-      "2024-04-16 16:56:54.572872: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
-      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
-      "2024-04-16 16:56:55.557083: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "------------\n",
-      "### Python version: 3.11.5 (main, Sep 11 2023, 13:54:46) [GCC 11.2.0]\n",
-      "### NumPy version: 1.24.3\n",
-      "### Scikit-learn version: 1.3.0\n",
-      "### Tensorflow version: 2.15.0\n",
+      "### Python version: 3.9.12 | packaged by conda-forge | (main, Mar 24 2022, 23:25:59) \n",
+      "[GCC 10.3.0]\n",
+      "### NumPy version: 1.22.3\n",
+      "### Scikit-learn version: 0.24.2\n",
+      "### Tensorflow version: 2.7.0\n",
       "------------\n"
      ]
     }
@@ -69,8 +58,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
+   "execution_count": 4,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -78,9 +69,9 @@
      "text": [
       "Dataset URL: https://www.kaggle.com/datasets/ananthu017/emotion-detection-fer\n",
       "License(s): CC0-1.0\n",
-      "Downloading emotion-detection-fer.zip to /home/sihala/EmotionDetector/data\n",
-      "100%|█████████████████████████████████████▉| 65.0M/65.2M [00:26<00:00, 2.51MB/s]\n",
-      "100%|██████████████████████████████████████| 65.2M/65.2M [00:27<00:00, 2.53MB/s]\n"
+      "Downloading emotion-detection-fer.zip to /home/adam.benali/EmotionDetector/data\n",
+      " 94%|███████████████████████████████████▌  | 61.0M/65.2M [00:00<00:00, 82.0MB/s]\n",
+      "100%|██████████████████████████████████████| 65.2M/65.2M [00:01<00:00, 67.9MB/s]\n"
      ]
     }
    ],
@@ -107,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -121,27 +112,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Loading images from ../data/test/fearful    [#########################] \n",
-      "Loading images from ../data/test/sad        [#########################] \n",
-      "Loading images from ../data/test/disgusted  [#########################] \n",
-      "Loading images from ../data/test/neutral    [#########################] \n",
-      "Loading images from ../data/test/angry      [#########################] \n",
-      "Loading images from ../data/test/happy      [#########################] \n",
-      "Loading images from ../data/test/surprised  [#########################] \n",
-      "Loading images from ../data/train/fearful   [#########################] \n",
       "Loading images from ../data/train/sad       [#########################] \n",
-      "Loading images from ../data/train/disgusted [#########################] \n",
       "Loading images from ../data/train/neutral   [#########################] \n",
-      "Loading images from ../data/train/angry     [#########################] \n",
+      "Loading images from ../data/train/fearful   [#########################] \n",
       "Loading images from ../data/train/happy     [#########################] \n",
+      "Loading images from ../data/train/angry     [#########################] \n",
       "Loading images from ../data/train/surprised [#########################] \n",
+      "Loading images from ../data/train/disgusted [#########################] \n",
+      "Loading images from ../data/test/sad        [#########################] \n",
+      "Loading images from ../data/test/neutral    [#########################] \n",
+      "Loading images from ../data/test/fearful    [#########################] \n",
+      "Loading images from ../data/test/happy      [#########################] \n",
+      "Loading images from ../data/test/angry      [#########################] \n",
+      "Loading images from ../data/test/surprised  [#########################] \n",
+      "Loading images from ../data/test/disgusted  [#########################] \n",
       "Loaded all images.\n"
      ]
     }
@@ -196,7 +187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -205,7 +196,7 @@
        "((35887, 48, 48, 1), (35887, 7))"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -238,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -294,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -315,7 +306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 10,
    "metadata": {
     "tags": []
    },
@@ -339,16 +330,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 11,
    "metadata": {
     "tags": []
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-04-26 17:54:40.051617: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE4.1 SSE4.2 AVX AVX2 FMA\n",
+      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
+      "2024-04-26 17:54:43.297126: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78911 MB memory:  -> device: 0, name: NVIDIA A100-SXM4-80GB, pci bus id: 0000:4e:00.0, compute capability: 8.0\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Generating Augmented Images: [##################################################] 100.00%\n"
+      "Generating Augmented Images: [##------------------------------------------------] 4.08%"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "KeyboardInterrupt\n",
+      "\n"
      ]
     }
    ],
diff --git a/token/kaggle.json b/token/kaggle.json
new file mode 100644
index 00000000..776ae419
--- /dev/null
+++ b/token/kaggle.json
@@ -0,0 +1 @@
+{"username":"jakenut","key":"7ed34b3876def151f425dad122d9dda1"}
\ No newline at end of file