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model2019-12-11 163853.669566.json
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{"class_name": "Model", "config": {"name": "model_13", "layers": [{"name": "input_13", "class_name": "InputLayer", "config": {"batch_input_shape": [null, 295], "dtype": "float32", "sparse": false, "name": "input_13"}, "inbound_nodes": []}, {"name": "dense_73", "class_name": "Dense", "config": {"name": "dense_73", "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_13", 0, 0, {}]]]}, {"name": "p_re_lu_37", "class_name": "PReLU", "config": {"name": "p_re_lu_37", "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}, "alpha_regularizer": null, "alpha_constraint": null, "shared_axes": null}, "inbound_nodes": [[["dense_73", 0, 0, {}]]]}, {"name": "batch_normalization_37", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_37", "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_37", 0, 0, {}]]]}, {"name": "dropout_37", "class_name": "Dropout", "config": {"name": "dropout_37", "trainable": true, "rate": 0.45, "noise_shape": null, "seed": null}, "inbound_nodes": [[["batch_normalization_37", 0, 0, {}]]]}, {"name": "gaussian_noise_37", "class_name": "GaussianNoise", "config": {"name": "gaussian_noise_37", "trainable": true, "stddev": 0.15}, "inbound_nodes": [[["dropout_37", 0, 0, {}]]]}, {"name": "concatenate_37", "class_name": "Concatenate", "config": {"name": "concatenate_37", "trainable": true, "axis": -1}, "inbound_nodes": [[["input_13", 0, 0, {}], ["gaussian_noise_37", 0, 0, {}]]]}, {"name": "dense_74", "class_name": "Dense", "config": {"name": "dense_74", "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_37", 0, 0, {}]]]}, {"name": "p_re_lu_38", "class_name": "PReLU", "config": {"name": "p_re_lu_38", "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}, "alpha_regularizer": null, "alpha_constraint": null, "shared_axes": null}, "inbound_nodes": [[["dense_74", 0, 0, {}]]]}, {"name": "batch_normalization_38", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_38", "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_38", 0, 0, {}]]]}, {"name": "dropout_38", "class_name": "Dropout", "config": {"name": "dropout_38", "trainable": true, "rate": 0.45, "noise_shape": null, "seed": null}, "inbound_nodes": [[["batch_normalization_38", 0, 0, {}]]]}, {"name": "gaussian_noise_38", "class_name": "GaussianNoise", "config": {"name": "gaussian_noise_38", "trainable": true, "stddev": 0.15}, "inbound_nodes": [[["dropout_38", 0, 0, {}]]]}, {"name": "concatenate_38", "class_name": "Concatenate", "config": {"name": "concatenate_38", "trainable": true, "axis": -1}, "inbound_nodes": [[["concatenate_37", 0, 0, {}], ["gaussian_noise_38", 0, 0, {}]]]}, {"name": "dense_75", "class_name": "Dense", "config": {"name": "dense_75", "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_38", 0, 0, {}]]]}, {"name": "p_re_lu_39", "class_name": "PReLU", "config": {"name": "p_re_lu_39", "trainable": true, "alpha_initializer": {"class_name": "Zeros", "config": {}}, "alpha_regularizer": null, "alpha_constraint": null, "shared_axes": null}, "inbound_nodes": [[["dense_75", 0, 0, {}]]]}, {"name": "batch_normalization_39", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_39", "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_39", 0, 0, {}]]]}, {"name": "dropout_39", "class_name": "Dropout", "config": {"name": "dropout_39", "trainable": true, "rate": 0.45, "noise_shape": null, "seed": null}, "inbound_nodes": [[["batch_normalization_39", 0, 0, {}]]]}, {"name": "gaussian_noise_39", "class_name": "GaussianNoise", "config": {"name": "gaussian_noise_39", "trainable": true, "stddev": 0.15}, "inbound_nodes": [[["dropout_39", 0, 0, {}]]]}, {"name": "concatenate_39", "class_name": "Concatenate", "config": {"name": "concatenate_39", "trainable": true, "axis": -1}, "inbound_nodes": [[["concatenate_38", 0, 0, {}], ["gaussian_noise_39", 0, 0, {}]]]}, {"name": "dense_76", "class_name": "Dense", "config": {"name": "dense_76", "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_39", 0, 0, {}]]]}, {"name": "dense_77", "class_name": "Dense", "config": {"name": "dense_77", "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_76", 0, 0, {}]]]}, {"name": "dense_78", "class_name": "Dense", "config": {"name": "dense_78", "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_77", 0, 0, {}]]]}], "input_layers": [["input_13", 0, 0]], "output_layers": [["dense_78", 0, 0]]}, "keras_version": "2.1.6", "backend": "tensorflow"}