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model2019-12-11 163334.066974.json
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{"class_name": "Model", "config": {"name": "model_12", "layers": [{"name": "input_12", "class_name": "InputLayer", "config": {"batch_input_shape": [null, 295], "dtype": "float32", "sparse": false, "name": "input_12"}, "inbound_nodes": []}, {"name": "dense_67", "class_name": "Dense", "config": {"name": "dense_67", "trainable": true, "batch_input_shape": [null, 295], "dtype": "float32", "units": 450, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "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": [[["input_12", 0, 0, {}]]]}, {"name": "p_re_lu_34", "class_name": "PReLU", "config": {"name": "p_re_lu_34", "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}, "alpha_regularizer": null, "alpha_constraint": null, "shared_axes": null}, "inbound_nodes": [[["dense_67", 0, 0, {}]]]}, {"name": "batch_normalization_34", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_34", "trainable": true, "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["p_re_lu_34", 0, 0, {}]]]}, {"name": "dropout_34", "class_name": "Dropout", "config": {"name": "dropout_34", "trainable": true, "rate": 0.45, "noise_shape": null, "seed": null}, "inbound_nodes": [[["batch_normalization_34", 0, 0, {}]]]}, {"name": "gaussian_noise_34", "class_name": "GaussianNoise", "config": {"name": "gaussian_noise_34", "trainable": true, "stddev": 0.15}, "inbound_nodes": [[["dropout_34", 0, 0, {}]]]}, {"name": "concatenate_34", "class_name": "Concatenate", "config": {"name": "concatenate_34", "trainable": true, "axis": -1}, "inbound_nodes": [[["input_12", 0, 0, {}], ["gaussian_noise_34", 0, 0, {}]]]}, {"name": "dense_68", "class_name": "Dense", "config": {"name": "dense_68", "trainable": true, "units": 600, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "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": [[["concatenate_34", 0, 0, {}]]]}, {"name": "p_re_lu_35", "class_name": "PReLU", "config": {"name": "p_re_lu_35", "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}, "alpha_regularizer": null, "alpha_constraint": null, "shared_axes": null}, "inbound_nodes": [[["dense_68", 0, 0, {}]]]}, {"name": "batch_normalization_35", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_35", "trainable": true, "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["p_re_lu_35", 0, 0, {}]]]}, {"name": "dropout_35", "class_name": "Dropout", "config": {"name": "dropout_35", "trainable": true, "rate": 0.45, "noise_shape": null, "seed": null}, "inbound_nodes": [[["batch_normalization_35", 0, 0, {}]]]}, {"name": "gaussian_noise_35", "class_name": "GaussianNoise", "config": {"name": "gaussian_noise_35", "trainable": true, "stddev": 0.15}, "inbound_nodes": [[["dropout_35", 0, 0, {}]]]}, {"name": "concatenate_35", "class_name": "Concatenate", "config": {"name": "concatenate_35", "trainable": true, "axis": -1}, "inbound_nodes": [[["concatenate_34", 0, 0, {}], ["gaussian_noise_35", 0, 0, {}]]]}, {"name": "dense_69", "class_name": "Dense", "config": {"name": "dense_69", "trainable": true, "units": 400, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "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": [[["concatenate_35", 0, 0, {}]]]}, {"name": "p_re_lu_36", "class_name": "PReLU", "config": {"name": "p_re_lu_36", "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}, "alpha_regularizer": null, "alpha_constraint": null, "shared_axes": null}, "inbound_nodes": [[["dense_69", 0, 0, {}]]]}, {"name": "batch_normalization_36", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_36", "trainable": true, "axis": -1, "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["p_re_lu_36", 0, 0, {}]]]}, {"name": "dropout_36", "class_name": "Dropout", "config": {"name": "dropout_36", "trainable": true, "rate": 0.45, "noise_shape": null, "seed": null}, "inbound_nodes": [[["batch_normalization_36", 0, 0, {}]]]}, {"name": "gaussian_noise_36", "class_name": "GaussianNoise", "config": {"name": "gaussian_noise_36", "trainable": true, "stddev": 0.15}, "inbound_nodes": [[["dropout_36", 0, 0, {}]]]}, {"name": "concatenate_36", "class_name": "Concatenate", "config": {"name": "concatenate_36", "trainable": true, "axis": -1}, "inbound_nodes": [[["concatenate_35", 0, 0, {}], ["gaussian_noise_36", 0, 0, {}]]]}, {"name": "dense_70", "class_name": "Dense", "config": {"name": "dense_70", "trainable": true, "units": 200, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "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": [[["concatenate_36", 0, 0, {}]]]}, {"name": "dense_71", "class_name": "Dense", "config": {"name": "dense_71", "trainable": true, "units": 64, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "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": [[["dense_70", 0, 0, {}]]]}, {"name": "dense_72", "class_name": "Dense", "config": {"name": "dense_72", "trainable": true, "units": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "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": [[["dense_71", 0, 0, {}]]]}], "input_layers": [["input_12", 0, 0]], "output_layers": [["dense_72", 0, 0]]}, "keras_version": "2.1.6", "backend": "tensorflow"}