
:root"_tf_keras_sequential*:{"name": "sequential", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "sequential", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 5, 336]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "flatten_input"}}, {"class_name": "Flatten", "config": {"name": "flatten", "trainable": true, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 5, 336]}, "dtype": "float32", "data_format": "channels_last"}}, {"class_name": "Dropout", "config": {"name": "dropout_10.0", "trainable": true, "dtype": "float32", "rate": 0.1, "noise_shape": null, "seed": null}}, {"class_name": "BatchNormalization", "config": {"name": "batchNorm", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}}, {"class_name": "Dropout", "config": {"name": "HiddenDropout_20", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}}, {"class_name": "Dense", "config": {"name": "Hidden_2", "trainable": true, "dtype": "float32", "units": 186, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L2", "config": {"l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "Dropout", "config": {"name": "HiddenDropout_30", "trainable": true, "dtype": "float32", "rate": 0.30000000000000004, "noise_shape": null, "seed": null}}, {"class_name": "Dense", "config": {"name": "Hidden_3", "trainable": true, "dtype": "float32", "units": 62, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L2", "config": {"l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "Dense", "config": {"name": "Output", "trainable": true, "dtype": "float32", "units": 16, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}]}, "shared_object_id": 21, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 22}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 5, 336]}, "is_graph_network": true, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 5, 336]}, "float32", "flatten_input"]}, "keras_version": "2.5.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "sequential", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 5, 336]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "flatten_input"}, "shared_object_id": 0}, {"class_name": "Flatten", "config": {"name": "flatten", "trainable": true, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 5, 336]}, "dtype": "float32", "data_format": "channels_last"}, "shared_object_id": 1}, {"class_name": "Dropout", "config": {"name": "dropout_10.0", "trainable": true, "dtype": "float32", "rate": 0.1, "noise_shape": null, "seed": null}, "shared_object_id": 2}, {"class_name": "BatchNormalization", "config": {"name": "batchNorm", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 3}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 4}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 5}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 6}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 7}, {"class_name": "Dropout", "config": {"name": "HiddenDropout_20", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "shared_object_id": 8}, {"class_name": "Dense", "config": {"name": "Hidden_2", "trainable": true, "dtype": "float32", "units": 186, "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": {"class_name": "L2", "config": {"l2": 0.0010000000474974513}, "shared_object_id": 11}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 12}, {"class_name": "Dropout", "config": {"name": "HiddenDropout_30", "trainable": true, "dtype": "float32", "rate": 0.30000000000000004, "noise_shape": null, "seed": null}, "shared_object_id": 13}, {"class_name": "Dense", "config": {"name": "Hidden_3", "trainable": true, "dtype": "float32", "units": 62, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 14}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 15}, "kernel_regularizer": {"class_name": "L2", "config": {"l2": 0.0010000000474974513}, "shared_object_id": 16}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 17}, {"class_name": "Dense", "config": {"name": "Output", "trainable": true, "dtype": "float32", "units": 16, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 18}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 19}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 20}]}}, "training_config": {"loss": "categorical_crossentropy", "metrics": [[{"class_name": "MeanMetricWrapper", "config": {"name": "acc", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 23}]], "weighted_metrics": null, "loss_weights": null, "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.layer-0"_tf_keras_layer*{"name": "flatten", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": {"class_name": "__tuple__", "items": [null, 5, 336]}, "stateful": false, "must_restore_from_config": false, "class_name": "Flatten", "config": {"name": "flatten", "trainable": true, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 5, 336]}, "dtype": "float32", "data_format": "channels_last"}, "shared_object_id": 1, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 22}}2
root.layer-1"_tf_keras_layer*{"name": "dropout_10.0", "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_10.0", "trainable": true, "dtype": "float32", "rate": 0.1, "noise_shape": null, "seed": null}, "shared_object_id": 2}2
root.layer_with_weights-0"_tf_keras_layer*{"name": "batchNorm", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batchNorm", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 3}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 4}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 5}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 6}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 7, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {"1": 1680}}, "shared_object_id": 24}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1680]}}2
root.layer-3"_tf_keras_layer*{"name": "HiddenDropout_20", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dropout", "config": {"name": "HiddenDropout_20", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "shared_object_id": 8}2
root.layer_with_weights-1"_tf_keras_layer*{"name": "Hidden_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": "Hidden_2", "trainable": true, "dtype": "float32", "units": 186, "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": {"class_name": "L2", "config": {"l2": 0.0010000000474974513}, "shared_object_id": 11}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 12, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 1680}}, "shared_object_id": 25}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1680]}}2
root.layer-5"_tf_keras_layer*{"name": "HiddenDropout_30", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dropout", "config": {"name": "HiddenDropout_30", "trainable": true, "dtype": "float32", "rate": 0.30000000000000004, "noise_shape": null, "seed": null}, "shared_object_id": 13}2
root.layer_with_weights-2"_tf_keras_layer*{"name": "Hidden_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "Hidden_3", "trainable": true, "dtype": "float32", "units": 62, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 14}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 15}, "kernel_regularizer": {"class_name": "L2", "config": {"l2": 0.0010000000474974513}, "shared_object_id": 16}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 17, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 186}}, "shared_object_id": 26}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 186]}}2
root.layer_with_weights-3"_tf_keras_layer*{"name": "Output", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "Output", "trainable": true, "dtype": "float32", "units": 16, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 18}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 19}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 20, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 62}}, "shared_object_id": 27}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 62]}}2
lroot.keras_api.metrics.0"_tf_keras_metric*{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 28}2
mroot.keras_api.metrics.1"_tf_keras_metric*{"class_name": "MeanMetricWrapper", "name": "acc", "dtype": "float32", "config": {"name": "acc", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 23}2