| 1 |
- {"backend": "tensorflow", "class_name": "Model", "keras_version": "2.0.5", "config": {"output_layers": [["dense_3", 0, 0]], "layers": [{"class_name": "InputLayer", "inbound_nodes": [], "name": "input_1", "config": {"sparse": false, "dtype": "float32", "batch_input_shape": [null, 4, 20, 2], "name": "input_1"}}, {"class_name": "GaussianNoise", "inbound_nodes": [[["input_1", 0, 0, {}]]], "name": "gaussian_noise_1", "config": {"stddev": 0.01, "trainable": true, "name": "gaussian_noise_1"}}, {"class_name": "Conv2D", "inbound_nodes": [[["gaussian_noise_1", 0, 0, {}]]], "name": "conv2d_1", "config": {"kernel_initializer": {"class_name": "RandomUniform", "config": {"minval": -0.05, "seed": null, "maxval": 0.05}}, "kernel_regularizer": null, "strides": [1, 1], "activation": "linear", "bias_initializer": {"class_name": "Zeros", "config": {}}, "padding": "same", "activity_regularizer": null, "trainable": true, "bias_constraint": null, "kernel_size": [1, 5], "data_format": "channels_last", "dilation_rate": [1, 1], "kernel_constraint": null, "filters": 40, "bias_regularizer": null, "use_bias": true, "name": "conv2d_1"}}, {"class_name": "PReLU", "inbound_nodes": [[["conv2d_1", 0, 0, {}]]], "name": "p_re_lu_1", "config": {"name": "p_re_lu_1", "alpha_regularizer": null, "shared_axes": null, "alpha_constraint": null, "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}}}, {"class_name": "InputLayer", "inbound_nodes": [], "name": "input_2", "config": {"sparse": false, "dtype": "float32", "batch_input_shape": [null, 14], "name": "input_2"}}, {"class_name": "MaxPooling2D", "inbound_nodes": [[["p_re_lu_1", 0, 0, {}]]], "name": "max_pooling2d_1", "config": {"data_format": "channels_last", "pool_size": [1, 2], "name": "max_pooling2d_1", "padding": "valid", "trainable": true, "strides": [1, 2]}}, {"class_name": "Dense", "inbound_nodes": [[["input_2", 0, 0, {}]]], "name": "dense_1", "config": {"kernel_initializer": {"class_name": "RandomUniform", "config": {"minval": -0.05, "seed": null, "maxval": 0.05}}, "kernel_regularizer": null, "activation": "linear", "bias_initializer": {"class_name": "Zeros", "config": {}}, "activity_regularizer": null, "trainable": true, "bias_constraint": null, "units": 50, "name": "dense_1", "bias_regularizer": null, "use_bias": true, "kernel_constraint": null}}, {"class_name": "Flatten", "inbound_nodes": [[["max_pooling2d_1", 0, 0, {}]]], "name": "flatten_1", "config": {"trainable": true, "name": "flatten_1"}}, {"class_name": "PReLU", "inbound_nodes": [[["dense_1", 0, 0, {}]]], "name": "p_re_lu_2", "config": {"name": "p_re_lu_2", "alpha_regularizer": null, "shared_axes": null, "alpha_constraint": null, "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}}}, {"class_name": "Concatenate", "inbound_nodes": [[["flatten_1", 0, 0, {}], ["p_re_lu_2", 0, 0, {}]]], "name": "concatenate_1", "config": {"axis": -1, "trainable": true, "name": "concatenate_1"}}, {"class_name": "Dropout", "inbound_nodes": [[["concatenate_1", 0, 0, {}]]], "name": "dropout_1", "config": {"rate": 0.35, "trainable": true, "name": "dropout_1"}}, {"class_name": "Dense", "inbound_nodes": [[["dropout_1", 0, 0, {}]]], "name": "dense_2", "config": {"kernel_initializer": {"class_name": "RandomUniform", "config": {"minval": -0.05, "seed": null, "maxval": 0.05}}, "kernel_regularizer": null, "activation": "linear", "bias_initializer": {"class_name": "Zeros", "config": {}}, "activity_regularizer": null, "trainable": true, "bias_constraint": null, "units": 1000, "name": "dense_2", "bias_regularizer": null, "use_bias": true, "kernel_constraint": null}}, {"class_name": "PReLU", "inbound_nodes": [[["dense_2", 0, 0, {}]]], "name": "p_re_lu_3", "config": {"name": "p_re_lu_3", "alpha_regularizer": null, "shared_axes": null, "alpha_constraint": null, "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}}}, {"class_name": "Dropout", "inbound_nodes": [[["p_re_lu_3", 0, 0, {}]]], "name": "dropout_2", "config": {"rate": 0.35, "trainable": true, "name": "dropout_2"}}, {"class_name": "Dense", "inbound_nodes": [[["dropout_2", 0, 0, {}]]], "name": "dense_3", "config": {"kernel_initializer": {"class_name": "RandomUniform", "config": {"minval": -0.05, "seed": null, "maxval": 0.05}}, "kernel_regularizer": null, "activation": "softmax", "bias_initializer": {"class_name": "Zeros", "config": {}}, "activity_regularizer": null, "trainable": true, "bias_constraint": null, "units": 1007, "name": "dense_3", "bias_regularizer": null, "use_bias": true, "kernel_constraint": null}}], "name": "model_1", "input_layers": [["input_1", 0, 0], ["input_2", 0, 0]]}}
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