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root.layer-0"_tf_keras_input_layer*{"class_name": "InputLayer", "name": "input_2", "dtype": "float32", "sparse": false, "ragged": false, "batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 3]}, "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "input_2"}}2
!root.layer_with_weights-0"_tf_keras_sequential*!{"name": "tnet_conv_0_0", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "tnet_conv_0_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_3_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_3", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_5", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_5", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["input_2", 0, 0, {}]]], "shared_object_id": 11, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 3]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 3]}, "float32", "conv1d_3_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 3]}, "float32", "conv1d_3_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "tnet_conv_0_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_3_input"}, "shared_object_id": 1}, {"class_name": "Conv1D", "config": {"name": "conv1d_3", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 2}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 3}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 4}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_5", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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}, "shared_object_id": 9}, {"class_name": "Activation", "config": {"name": "activation_5", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 10}]}}}2
"root.layer_with_weights-1"_tf_keras_sequential*!{"name": "tnet_conv_0_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "tnet_conv_0_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_4_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_4", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_6", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_6", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["tnet_conv_0_0", 1, 0, {}]]], "shared_object_id": 22, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_4_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_4_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "tnet_conv_0_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_4_input"}, "shared_object_id": 12}, {"class_name": "Conv1D", "config": {"name": "conv1d_4", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 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}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_6", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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}, "shared_object_id": 20}, {"class_name": "Activation", "config": {"name": "activation_6", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 21}]}}}2
"root.layer_with_weights-2"_tf_keras_sequential*!{"name": "tnet_conv_0_2", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "tnet_conv_0_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 64]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_5_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_5", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_7", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_7", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["tnet_conv_0_1", 1, 0, {}]]], "shared_object_id": 33, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 64]}, "float32", "conv1d_5_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 64]}, "float32", "conv1d_5_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "tnet_conv_0_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 64]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_5_input"}, "shared_object_id": 23}, {"class_name": "Conv1D", "config": {"name": "conv1d_5", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 24}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 25}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 26}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_7", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 27}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 28}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 29}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 30}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 31}, {"class_name": "Activation", "config": {"name": "activation_7", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 32}]}}}2
root.layer-4"_tf_keras_layer*{"name": "global_max_pooling1d_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalMaxPooling1D", "config": {"name": "global_max_pooling1d_1", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["tnet_conv_0_2", 1, 0, {}]]], "shared_object_id": 34, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 216}}2
root.layer_with_weights-3"_tf_keras_sequential*{"name": "tnet_dense_0_0", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "tnet_dense_0_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 512]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_2_input"}}, {"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}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_8", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_8", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["global_max_pooling1d_1", 0, 0, {}]]], "shared_object_id": 45, "build_input_shape": {"class_name": "TensorShape", "items": [null, 512]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 512]}, "float32", "dense_2_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 512]}, "float32", "dense_2_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "tnet_dense_0_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 512]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_2_input"}, "shared_object_id": 35}, {"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": 36}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 37}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 38}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_8", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 39}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 40}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 41}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 42}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 43}, {"class_name": "Activation", "config": {"name": "activation_8", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 44}]}}}2
root.layer_with_weights-4"_tf_keras_sequential*{"name": "tnet_dense_0_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "tnet_dense_0_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 256]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_3_input"}}, {"class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": "float32", "units": 128, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_9", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_9", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["tnet_dense_0_0", 1, 0, {}]]], "shared_object_id": 56, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 256]}, "float32", "dense_3_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 256]}, "float32", "dense_3_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "tnet_dense_0_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 256]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_3_input"}, "shared_object_id": 46}, {"class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": "float32", "units": 128, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 47}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 48}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 49}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_9", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 50}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 51}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 52}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 53}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 54}, {"class_name": "Activation", "config": {"name": "activation_9", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 55}]}}}2
root.layer_with_weights-5"_tf_keras_sequential*{"name": "sequential_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "sequential_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 128]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "idx_dense_layer_0_input"}}, {"class_name": "Dense", "config": {"name": "idx_dense_layer_0", "trainable": true, "dtype": "float32", "units": 9, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "Zeros", "config": {}}, "bias_initializer": {"class_name": "Constant", "config": {"value": [1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0]}}, "kernel_regularizer": {"class_name": "OrthogonalRegularizer", "config": {"factor": 0.0010000000474974513, "mode": "rows"}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}]}, "inbound_nodes": [[["tnet_dense_0_1", 1, 0, {}]]], "shared_object_id": 62, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 128]}, "float32", "idx_dense_layer_0_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 128]}, "float32", "idx_dense_layer_0_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "sequential_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 128]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "idx_dense_layer_0_input"}, "shared_object_id": 57}, {"class_name": "Dense", "config": {"name": "idx_dense_layer_0", "trainable": true, "dtype": "float32", "units": 9, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 58}, "bias_initializer": {"class_name": "Constant", "config": {"value": [1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0]}, "shared_object_id": 59}, "kernel_regularizer": {"class_name": "OrthogonalRegularizer", "config": {"factor": 0.0010000000474974513, "mode": "rows"}, "shared_object_id": 60}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 61}]}}}2
	root.layer-8"_tf_keras_layer*{"name": "reshape", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [3, 3]}}, "inbound_nodes": [[["sequential_1", 1, 0, {}]]], "shared_object_id": 63}2

root.layer-9"_tf_keras_layer*{"name": "dot", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dot", "config": {"name": "dot", "trainable": true, "dtype": "float32", "axes": {"class_name": "__tuple__", "items": [2, 1]}, "normalize": false}, "inbound_nodes": [[["input_2", 0, 0, {}], ["reshape", 0, 0, {}]]], "shared_object_id": 64, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 2048, 3]}, {"class_name": "TensorShape", "items": [null, 3, 3]}]}2
!root.layer_with_weights-6"_tf_keras_sequential*!{"name": "conv_0", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "conv_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_6_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_6", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_10", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_10", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["dot", 0, 0, {}]]], "shared_object_id": 75, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 3]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 3]}, "float32", "conv1d_6_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 3]}, "float32", "conv1d_6_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "conv_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 3]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_6_input"}, "shared_object_id": 65}, {"class_name": "Conv1D", "config": {"name": "conv1d_6", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}, "shared_object_id": 68}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_10", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 69}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 70}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 71}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 72}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 73}, {"class_name": "Activation", "config": {"name": "activation_10", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 74}]}}}2
!root.layer_with_weights-7"_tf_keras_sequential*!{"name": "conv_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "conv_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_7_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_7", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_11", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_11", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["conv_0", 1, 0, {}]]], "shared_object_id": 86, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_7_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_7_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "conv_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_7_input"}, "shared_object_id": 76}, {"class_name": "Conv1D", "config": {"name": "conv1d_7", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 77}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 78}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 79}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_11", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 80}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 81}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 82}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 83}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 84}, {"class_name": "Activation", "config": {"name": "activation_11", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 85}]}}}2
"root.layer_with_weights-8"_tf_keras_sequential*!{"name": "tnet_conv_1_0", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "tnet_conv_1_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_8_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_8", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_12", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_12", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["conv_1", 1, 0, {}]]], "shared_object_id": 97, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_8_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_8_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "tnet_conv_1_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_8_input"}, "shared_object_id": 87}, {"class_name": "Conv1D", "config": {"name": "conv1d_8", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 88}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 89}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 90}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_12", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 91}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 92}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 93}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 94}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 95}, {"class_name": "Activation", "config": {"name": "activation_12", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 96}]}}}2
"root.layer_with_weights-9"_tf_keras_sequential*!{"name": "tnet_conv_1_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "tnet_conv_1_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_9_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_9", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_13", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_13", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["tnet_conv_1_0", 1, 0, {}]]], "shared_object_id": 108, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_9_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_9_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "tnet_conv_1_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_9_input"}, "shared_object_id": 98}, {"class_name": "Conv1D", "config": {"name": "conv1d_9", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}, "shared_object_id": 101}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_13", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 102}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 103}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 104}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 105}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 106}, {"class_name": "Activation", "config": {"name": "activation_13", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 107}]}}}2
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root.layer-19"_tf_keras_layer*{"name": "reshape_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "reshape_1", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [32, 32]}}, "inbound_nodes": [[["sequential_2", 1, 0, {}]]], "shared_object_id": 149}2
root.layer-20"_tf_keras_layer*{"name": "dot_1", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dot", "config": {"name": "dot_1", "trainable": true, "dtype": "float32", "axes": {"class_name": "__tuple__", "items": [2, 1]}, "normalize": false}, "inbound_nodes": [[["conv_1", 1, 0, {}], ["reshape_1", 0, 0, {}]]], "shared_object_id": 150, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, {"class_name": "TensorShape", "items": [null, 32, 32]}]}2
"root.layer_with_weights-14"_tf_keras_sequential*!{"name": "conv_2", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "conv_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_11_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_11", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_17", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_17", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["dot_1", 0, 0, {}]]], "shared_object_id": 161, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_11_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_11_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "conv_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_11_input"}, "shared_object_id": 151}, {"class_name": "Conv1D", "config": {"name": "conv1d_11", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 152}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 153}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 154}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_17", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 155}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 156}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 157}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 158}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 159}, {"class_name": "Activation", "config": {"name": "activation_17", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 160}]}}}2
"root.layer_with_weights-15"_tf_keras_sequential*!{"name": "conv_3", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "conv_3", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_12_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_12", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_18", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_18", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["conv_2", 1, 0, {}]]], "shared_object_id": 172, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_12_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 32]}, "float32", "conv1d_12_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "conv_3", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 32]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_12_input"}, "shared_object_id": 162}, {"class_name": "Conv1D", "config": {"name": "conv1d_12", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 163}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 164}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 165}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_18", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 166}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 167}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 168}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 169}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 170}, {"class_name": "Activation", "config": {"name": "activation_18", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 171}]}}}2
"root.layer_with_weights-16"_tf_keras_sequential*!{"name": "conv_4", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "conv_4", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 64]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_13_input"}}, {"class_name": "Conv1D", "config": {"name": "conv1d_13", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_19", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_19", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["conv_3", 1, 0, {}]]], "shared_object_id": 183, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 64]}, "float32", "conv1d_13_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 2048, 64]}, "float32", "conv1d_13_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "conv_4", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 2048, 64]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv1d_13_input"}, "shared_object_id": 173}, {"class_name": "Conv1D", "config": {"name": "conv1d_13", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}, "shared_object_id": 176}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_19", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 177}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 178}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 179}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 180}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 181}, {"class_name": "Activation", "config": {"name": "activation_19", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 182}]}}}2
root.layer-24"_tf_keras_layer*{"name": "global_max_pooling1d_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalMaxPooling1D", "config": {"name": "global_max_pooling1d_3", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["conv_4", 1, 0, {}]]], "shared_object_id": 184, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 218}}2
root.layer_with_weights-17"_tf_keras_sequential*{"name": "dense_0", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "dense_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 512]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_6_input"}}, {"class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 256, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_20", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_20", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["global_max_pooling1d_3", 0, 0, {}]]], "shared_object_id": 195, "build_input_shape": {"class_name": "TensorShape", "items": [null, 512]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 512]}, "float32", "dense_6_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 512]}, "float32", "dense_6_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "dense_0", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 512]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_6_input"}, "shared_object_id": 185}, {"class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 256, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 186}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 187}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 188}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_20", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 189}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 190}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 191}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 192}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 193}, {"class_name": "Activation", "config": {"name": "activation_20", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 194}]}}}2
root.layer-26"_tf_keras_layer*{"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": 0.3, "noise_shape": null, "seed": null}, "inbound_nodes": [[["dense_0", 1, 0, {}]]], "shared_object_id": 196, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2
root.layer_with_weights-18"_tf_keras_sequential*{"name": "dense_1", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "dense_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 256]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_7_input"}}, {"class_name": "Dense", "config": {"name": "dense_7", "trainable": true, "dtype": "float32", "units": 128, "activation": "linear", "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}}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_21", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "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": "Activation", "config": {"name": "activation_21", "trainable": true, "dtype": "float32", "activation": "relu"}}]}, "inbound_nodes": [[["dropout", 0, 0, {}]]], "shared_object_id": 207, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 256]}, "float32", "dense_7_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 256]}, "float32", "dense_7_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "dense_1", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 256]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "dense_7_input"}, "shared_object_id": 197}, {"class_name": "Dense", "config": {"name": "dense_7", "trainable": true, "dtype": "float32", "units": 128, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 198}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 199}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 200}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_21", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 201}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 202}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 203}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 204}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 205}, {"class_name": "Activation", "config": {"name": "activation_21", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 206}]}}}2
root.layer-28"_tf_keras_layer*{"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": 0.3, "noise_shape": null, "seed": null}, "inbound_nodes": [[["dense_1", 1, 0, {}]]], "shared_object_id": 208, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}}2
root.layer_with_weights-19"_tf_keras_sequential*{"name": "sequential_3", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "Sequential", "config": {"name": "sequential_3", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 128]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "ouput_layer_input"}}, {"class_name": "Dense", "config": {"name": "ouput_layer", "trainable": true, "dtype": "float32", "units": 10, "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}}]}, "inbound_nodes": [[["dropout_1", 0, 0, {}]]], "shared_object_id": 213, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 128]}, "float32", "ouput_layer_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 128]}, "float32", "ouput_layer_input"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "sequential_3", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 128]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "ouput_layer_input"}, "shared_object_id": 209}, {"class_name": "Dense", "config": {"name": "ouput_layer", "trainable": true, "dtype": "float32", "units": 10, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 210}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 211}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 212}]}}}2
	'.root.layer_with_weights-0.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_3", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_3", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 2}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 3}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 4, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 3}}, "shared_object_id": 219}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 3]}}2
	(.root.layer_with_weights-0.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_5", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_5", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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}, "shared_object_id": 9, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 32}}, "shared_object_id": 220}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
)!root.layer_with_weights-0.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 10}2
	0.root.layer_with_weights-1.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_4", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_4", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 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": 3, "axes": {"-1": 32}}, "shared_object_id": 221}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
	1.root.layer_with_weights-1.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_6", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_6", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "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}, "shared_object_id": 20, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 64}}, "shared_object_id": 222}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}}2
2!root.layer_with_weights-1.layer-2"_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"}, "shared_object_id": 21}2
	9.root.layer_with_weights-2.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_5", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_5", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 24}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 25}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 26, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 64}}, "shared_object_id": 223}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}}2
	:.root.layer_with_weights-2.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_7", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_7", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 27}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 28}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 29}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 30}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 31, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 512}}, "shared_object_id": 224}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 512]}}2
;!root.layer_with_weights-2.layer-2"_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"}, "shared_object_id": 32}2
H.root.layer_with_weights-3.layer_with_weights-0"_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, "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": 36}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 37}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 38, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 512}}, "shared_object_id": 225}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 512]}}2
	I.root.layer_with_weights-3.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_8", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_8", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 39}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 40}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 41}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 42}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 43, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {"1": 256}}, "shared_object_id": 226}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2
J!root.layer_with_weights-3.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 44}2
Q.root.layer_with_weights-4.layer_with_weights-0"_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, "class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": "float32", "units": 128, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 47}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 48}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 49, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 256}}, "shared_object_id": 227}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2
	R.root.layer_with_weights-4.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_9", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_9", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 50}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 51}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 52}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 53}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 54, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {"1": 128}}, "shared_object_id": 228}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}}2
S!root.layer_with_weights-4.layer-2"_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"}, "shared_object_id": 55}2
	Z.root.layer_with_weights-5.layer_with_weights-0"_tf_keras_layer*{"name": "idx_dense_layer_0", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "idx_dense_layer_0", "trainable": true, "dtype": "float32", "units": 9, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 58}, "bias_initializer": {"class_name": "Constant", "config": {"value": [1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0]}, "shared_object_id": 59}, "kernel_regularizer": {"class_name": "OrthogonalRegularizer", "config": {"factor": 0.0010000000474974513, "mode": "rows"}, "shared_object_id": 60}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 61, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 128}}, "shared_object_id": 229}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}}2
	m.root.layer_with_weights-6.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_6", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_6", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}, "shared_object_id": 68, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 3}}, "shared_object_id": 230}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 3]}}2
	n.root.layer_with_weights-6.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_10", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "batch_normalization_10", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 69}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 70}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 71}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 72}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 73, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 32}}, "shared_object_id": 231}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
o!root.layer_with_weights-6.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 74}2
	v.root.layer_with_weights-7.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_7", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_7", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 77}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 78}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 79, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 32}}, "shared_object_id": 232}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
	w.root.layer_with_weights-7.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_11", "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_11", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 80}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 81}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 82}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 83}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 84, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 32}}, "shared_object_id": 233}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
x!root.layer_with_weights-7.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 85}2
	.root.layer_with_weights-8.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_8", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_8", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 88}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 89}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 90, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 32}}, "shared_object_id": 234}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
	.root.layer_with_weights-8.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_12", "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_12", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 91}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 92}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 93}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 94}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 95, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 32}}, "shared_object_id": 235}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
!root.layer_with_weights-8.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 96}2
	.root.layer_with_weights-9.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_9", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_9", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}, "shared_object_id": 101, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 32}}, "shared_object_id": 236}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
	.root.layer_with_weights-9.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_13", "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_13", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 102}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 103}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 104}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 105}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 106, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 64}}, "shared_object_id": 237}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}}2
!root.layer_with_weights-9.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 107}2
	/root.layer_with_weights-10.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_10", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_10", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}, "shared_object_id": 112, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 64}}, "shared_object_id": 238}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}}2
	/root.layer_with_weights-10.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_14", "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_14", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 113}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 114}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 115}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 116}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 117, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 512}}, "shared_object_id": 239}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 512]}}2
"root.layer_with_weights-10.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 118}2
/root.layer_with_weights-11.layer_with_weights-0"_tf_keras_layer*{"name": "dense_4", "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_4", "trainable": true, "dtype": "float32", "units": 256, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 122}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 123}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 124, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 512}}, "shared_object_id": 240}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 512]}}2
	/root.layer_with_weights-11.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_15", "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_15", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 125}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 126}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 127}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 128}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 129, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {"1": 256}}, "shared_object_id": 241}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2
"root.layer_with_weights-11.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 130}2
/root.layer_with_weights-12.layer_with_weights-0"_tf_keras_layer*{"name": "dense_5", "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_5", "trainable": true, "dtype": "float32", "units": 128, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 133}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 134}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 135, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 256}}, "shared_object_id": 242}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2
	/root.layer_with_weights-12.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_16", "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_16", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 136}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 137}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 138}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 139}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 140, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {"1": 128}}, "shared_object_id": 243}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}}2
"root.layer_with_weights-12.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 141}2
0/root.layer_with_weights-13.layer_with_weights-0"_tf_keras_layer*0{"name": "idx_dense_layer_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": "idx_dense_layer_1", "trainable": true, "dtype": "float32", "units": 1024, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 144}, "bias_initializer": {"class_name": "Constant", "config": {"value": [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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"input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 128}}, "shared_object_id": 244}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}}2
	/root.layer_with_weights-14.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_11", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_11", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 152}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 153}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 154, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 32}}, "shared_object_id": 245}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
	/root.layer_with_weights-14.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_17", "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_17", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 155}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 156}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 157}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 158}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 159, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 32}}, "shared_object_id": 246}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
"root.layer_with_weights-14.layer-2"_tf_keras_layer*{"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"}, "shared_object_id": 160}2
	/root.layer_with_weights-15.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_12", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_12", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 163}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 164}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 165, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 32}}, "shared_object_id": 247}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 32]}}2
	/root.layer_with_weights-15.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_18", "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_18", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 166}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 167}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 168}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 169}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 170, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 64}}, "shared_object_id": 248}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}}2
"root.layer_with_weights-15.layer-2"_tf_keras_layer*{"name": "activation_18", "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_18", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 171}2
	/root.layer_with_weights-16.layer_with_weights-0"_tf_keras_layer*	{"name": "conv1d_13", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv1D", "config": {"name": "conv1d_13", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": {"class_name": "__tuple__", "items": [1]}, "strides": {"class_name": "__tuple__", "items": [1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1]}, "groups": 1, "activation": "linear", "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}, "shared_object_id": 176, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 3, "axes": {"-1": 64}}, "shared_object_id": 249}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 64]}}2
	/root.layer_with_weights-16.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_19", "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_19", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 177}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 178}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 179}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 180}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 181, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 3, "max_ndim": null, "min_ndim": null, "axes": {"2": 512}}, "shared_object_id": 250}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 2048, 512]}}2
"root.layer_with_weights-16.layer-2"_tf_keras_layer*{"name": "activation_19", "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_19", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 182}2
/root.layer_with_weights-17.layer_with_weights-0"_tf_keras_layer*{"name": "dense_6", "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_6", "trainable": true, "dtype": "float32", "units": 256, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 186}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 187}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 188, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 512}}, "shared_object_id": 251}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 512]}}2
	/root.layer_with_weights-17.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_20", "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_20", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 189}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 190}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 191}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 192}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 193, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {"1": 256}}, "shared_object_id": 252}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2
"root.layer_with_weights-17.layer-2"_tf_keras_layer*{"name": "activation_20", "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_20", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 194}2
/root.layer_with_weights-18.layer_with_weights-0"_tf_keras_layer*{"name": "dense_7", "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_7", "trainable": true, "dtype": "float32", "units": 128, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 198}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 199}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 200, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 256}}, "shared_object_id": 253}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 256]}}2
	/root.layer_with_weights-18.layer_with_weights-1"_tf_keras_layer*{"name": "batch_normalization_21", "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_21", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.0, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 201}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 202}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 203}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 204}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "shared_object_id": 205, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 2, "max_ndim": null, "min_ndim": null, "axes": {"1": 128}}, "shared_object_id": 254}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}}2
"root.layer_with_weights-18.layer-2"_tf_keras_layer*{"name": "activation_21", "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_21", "trainable": true, "dtype": "float32", "activation": "relu"}, "shared_object_id": 206}2
/root.layer_with_weights-19.layer_with_weights-0"_tf_keras_layer*{"name": "ouput_layer", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "ouput_layer", "trainable": true, "dtype": "float32", "units": 10, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 210}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 211}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 212, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 128}}, "shared_object_id": 255}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 128]}}2
root.keras_api.metrics.0"_tf_keras_metric*{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 256}2
root.keras_api.metrics.1"_tf_keras_metric*{"class_name": "MeanMetricWrapper", "name": "sparse_categorical_accuracy", "dtype": "float32", "config": {"name": "sparse_categorical_accuracy", "dtype": "float32", "fn": "sparse_categorical_accuracy"}, "shared_object_id": 257}2