CNN_model.json

{"module": "keras", "class_name": "Sequential", "config": {"name": "sequential_3", "trainable": true, "dtype": "float32", "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [null, 2376, 1], "dtype": "float32", "sparse": false, "name": "input_layer_3"}, "registered_name": null}, {"module": "keras.layers", "class_name": "Conv1D", "config": {"name": "conv1d_15", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": [5], "strides": [1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1], "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 2376, 1]}}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_18", "trainable": true, "dtype": "float32", "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null, "synchronized": false}, "registered_name": null, "build_config": {"input_shape": [null, 2376, 512]}}, {"module": "keras.layers", "class_name": "MaxPooling1D", "config": {"name": "max_pooling1d_15", "trainable": true, "dtype": "float32", "pool_size": [5], "padding": "same", "strides": [2], "data_format": "channels_last"}, "registered_name": null, "build_config": {"input_shape": [null, 2376, 512]}}, {"module": "keras.layers", "class_name": "Conv1D", "config": {"name": "conv1d_16", "trainable": true, "dtype": "float32", "filters": 512, "kernel_size": [5], "strides": [1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1], "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 1188, 512]}}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_19", "trainable": true, "dtype": "float32", "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null, "synchronized": false}, "registered_name": null, "build_config": {"input_shape": [null, 1188, 512]}}, {"module": "keras.layers", "class_name": "MaxPooling1D", "config": {"name": "max_pooling1d_16", "trainable": true, "dtype": "float32", "pool_size": [5], "padding": "same", "strides": [2], "data_format": "channels_last"}, "registered_name": null, "build_config": {"input_shape": [null, 1188, 512]}}, {"module": "keras.layers", "class_name": "Dropout", "config": {"name": "dropout_9", "trainable": true, "dtype": "float32", "rate": 0.2, "seed": null, "noise_shape": null}, "registered_name": null}, {"module": "keras.layers", "class_name": "Conv1D", "config": {"name": "conv1d_17", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": [5], "strides": [1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1], "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 594, 512]}}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_20", "trainable": true, "dtype": "float32", "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null, "synchronized": false}, "registered_name": null, "build_config": {"input_shape": [null, 594, 256]}}, {"module": "keras.layers", "class_name": "MaxPooling1D", "config": {"name": "max_pooling1d_17", "trainable": true, "dtype": "float32", "pool_size": [5], "padding": "same", "strides": [2], "data_format": "channels_last"}, "registered_name": null, "build_config": {"input_shape": [null, 594, 256]}}, {"module": "keras.layers", "class_name": "Conv1D", "config": {"name": "conv1d_18", "trainable": true, "dtype": "float32", "filters": 256, "kernel_size": [3], "strides": [1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1], "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 297, 256]}}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_21", "trainable": true, "dtype": "float32", "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null, "synchronized": false}, "registered_name": null, "build_config": {"input_shape": [null, 297, 256]}}, {"module": "keras.layers", "class_name": "MaxPooling1D", "config": {"name": "max_pooling1d_18", "trainable": true, "dtype": "float32", "pool_size": [5], "padding": "same", "strides": [2], "data_format": "channels_last"}, "registered_name": null, "build_config": {"input_shape": [null, 297, 256]}}, {"module": "keras.layers", "class_name": "Dropout", "config": {"name": "dropout_10", "trainable": true, "dtype": "float32", "rate": 0.2, "seed": null, "noise_shape": null}, "registered_name": null}, {"module": "keras.layers", "class_name": "Conv1D", "config": {"name": "conv1d_19", "trainable": true, "dtype": "float32", "filters": 128, "kernel_size": [3], "strides": [1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1], "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 149, 256]}}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_22", "trainable": true, "dtype": "float32", "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null, "synchronized": false}, "registered_name": null, "build_config": {"input_shape": [null, 149, 128]}}, {"module": "keras.layers", "class_name": "MaxPooling1D", "config": {"name": "max_pooling1d_19", "trainable": true, "dtype": "float32", "pool_size": [3], "padding": "same", "strides": [2], "data_format": "channels_last"}, "registered_name": null, "build_config": {"input_shape": [null, 149, 128]}}, {"module": "keras.layers", "class_name": "Dropout", "config": {"name": "dropout_11", "trainable": true, "dtype": "float32", "rate": 0.2, "seed": null, "noise_shape": null}, "registered_name": null}, {"module": "keras.layers", "class_name": "Flatten", "config": {"name": "flatten_3", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "registered_name": null, "build_config": {"input_shape": [null, 75, 128]}}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 512, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 9600]}}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_23", "trainable": true, "dtype": "float32", "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null, "synchronized": false}, "registered_name": null, "build_config": {"input_shape": [null, 512]}}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_7", "trainable": true, "dtype": "float32", "units": 6, "activation": "softmax", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 512]}}], "build_input_shape": [null, 2376, 1]}, "registered_name": null, "build_config": {"input_shape": [null, 2376, 1]}, "compile_config": {"optimizer": "adam", "loss": "categorical_crossentropy", "loss_weights": null, "metrics": ["accuracy"], "weighted_metrics": null, "run_eagerly": false, "steps_per_execution": 1, "jit_compile": false}}