extra files (saving model)

Educational/Hands-On-Machine-Learning/CH10 Introduction to Artificial Neural Networks with Keras/checkpoint

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+model_checkpoint_path: "my_checkpoints"
+all_model_checkpoint_paths: "my_checkpoints"

Educational/Hands-On-Machine-Learning/CH10 Introduction to Artificial Neural Networks with Keras/my_keras_model/keras_metadata.pb

@@ -0,0 +1,14 @@
+
+�root"_tf_keras_model*�{"name": "wide_deep_model", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "WideAndDeepModel", "config": {}, "shared_object_id": 0, "build_input_shape": {"class_name": "__tuple__", "items": [{"class_name": "TensorShape", "items": [null, 5]}, {"class_name": "TensorShape", "items": [null, 6]}]}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "__tuple__", "items": [{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 5]}, "float32", "input_1"]}, {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 6]}, "float32", "input_2"]}]}], {}]}, "save_spec": {"class_name": "__tuple__", "items": [{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 5]}, "float32", "input_1"]}, {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 6]}, "float32", "input_2"]}]}, "keras_version": "2.10.0", "backend": "tensorflow", "model_config": {"class_name": "WideAndDeepModel", "config": {}}, "training_config": {"loss": "mse", "metrics": [[{"class_name": "RootMeanSquaredError", "config": {"name": "output_1_root_mean_squared_error", "dtype": "float32"}, "shared_object_id": 1}], [{"class_name": "RootMeanSquaredError", "config": {"name": "output_2_root_mean_squared_error", "dtype": "float32"}, "shared_object_id": 2}]], "weighted_metrics": null, "loss_weights": [0.9, 0.1], "optimizer_config": {"class_name": "Adam", "config": {"name": "Adam", "learning_rate": 0.0010000000474974513, "decay": 0.0, "beta_1": 0.8999999761581421, "beta_2": 0.9990000128746033, "epsilon": 1e-07, "amsgrad": false}}}}2

+�root.normalization_wide"_tf_keras_layer*�{"name": "normalization", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": {"class_name": "__tuple__", "items": [null, null]}, "stateful": false, "must_restore_from_config": true, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Normalization", "config": {"name": "normalization", "trainable": true, "batch_input_shape": {"class_name": "__tuple__", "items": [null, null]}, "dtype": "float32", "axis": {"class_name": "__tuple__", "items": [-1]}, "mean": null, "variance": null}, "shared_object_id": 3, "build_input_shape": {"class_name": "TensorShape", "items": [null, 5]}}2

+�	root.normalization_deep"_tf_keras_layer*�{"name": "normalization_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": {"class_name": "__tuple__", "items": [null, null]}, "stateful": false, "must_restore_from_config": true, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Normalization", "config": {"name": "normalization_1", "trainable": true, "batch_input_shape": {"class_name": "__tuple__", "items": [null, null]}, "dtype": "float32", "axis": {"class_name": "__tuple__", "items": [-1]}, "mean": null, "variance": null}, "shared_object_id": 4, "build_input_shape": {"class_name": "TensorShape", "items": [null, 6]}}2

+�
+root.hidden1"_tf_keras_layer*�{"name": "dense", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Dense", "config": {"name": "dense", "trainable": true, "dtype": "float32", "units": 30, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 5}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 6}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 7, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 6}}, "shared_object_id": 8}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 6]}}2

+�root.hidden2"_tf_keras_layer*�{"name": "dense_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Dense", "config": {"name": "dense_1", "trainable": true, "dtype": "float32", "units": 30, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 9}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 10}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 11, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 30}}, "shared_object_id": 12}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 30]}}2

+�root.output_main"_tf_keras_layer*�{"name": "dense_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "dtype": "float32", "units": 1, "activation": "linear", "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": 2, "axes": {"-1": 35}}, "shared_object_id": 16}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 35]}}2

+�root.output_aux"_tf_keras_layer*�{"name": "dense_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": "float32", "units": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 17}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 18}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 19, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 30}}, "shared_object_id": 20}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 30]}}2

+�
Uroot.keras_api.metrics.0"_tf_keras_metric*�
{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 21}2

+�
Vroot.keras_api.metrics.1"_tf_keras_metric*�
{"class_name": "Mean", "name": "output_1_loss", "dtype": "float32", "config": {"name": "output_1_loss", "dtype": "float32"}, "shared_object_id": 22}2

+�
Wroot.keras_api.metrics.2"_tf_keras_metric*�
{"class_name": "Mean", "name": "output_2_loss", "dtype": "float32", "config": {"name": "output_2_loss", "dtype": "float32"}, "shared_object_id": 23}2

+�Xroot.keras_api.metrics.3"_tf_keras_metric*�
{"class_name": "RootMeanSquaredError", "name": "output_1_root_mean_squared_error", "dtype": "float32", "config": {"name": "output_1_root_mean_squared_error", "dtype": "float32"}, "shared_object_id": 1}2

+�Yroot.keras_api.metrics.4"_tf_keras_metric*�
{"class_name": "RootMeanSquaredError", "name": "output_2_root_mean_squared_error", "dtype": "float32", "config": {"name": "output_2_root_mean_squared_error", "dtype": "float32"}, "shared_object_id": 2}2