xingyusu's picture
fly
446af2e
{"class_name": "Model", "config": {"name": "model_1", "layers": [{"name": "input_1", "class_name": "InputLayer", "config": {"batch_input_shape": [null, 500, 4], "dtype": "float32", "sparse": false, "name": "input_1"}, "inbound_nodes": []}, {"name": "lambda_2", "class_name": "Lambda", "config": {"name": "lambda_2", "trainable": true, "function": ["4wEAAAAAAAAAAQAAAAQAAABDAAAAcw4AAAB0AGoBfABkAWQCjQJTACkDTukBAAAAKQHaBGF4ZXMp\nAtoBS9oHcmV2ZXJzZSkB2gF4qQByBgAAAPqjL2RkbjEvdm9sMS9zdGFnaW5nL2xldXZlbi9zdGdf\nMDAwMDIvbGNiL2l0YXNrL2RlZXBfbGVhcm5pbmcvZGVlcEZMWS9hZHVsdEJyYWluX25ldy9LQ19U\nX0dsaWEvODF0b3BpY3NfMDk3NS90Zl9tb3RpZnNfbWluMDI1X25vZGl2X21wc3QxNl9oaWdoZG9f\nbW9yZWZpbHRlci91dGlscy5wedoIPGxhbWJkYT4RAQAA8wAAAAA=\n", null, null], "function_type": "lambda", "output_shape": null, "output_shape_type": "raw", "arguments": {}}, "inbound_nodes": [[["input_1", 0, 0, {}]]]}, {"name": "lambda_1", "class_name": "Lambda", "config": {"name": "lambda_1", "trainable": true, "function": ["4wEAAAAAAAAAAQAAAAQAAABDAAAAcw4AAAB0AGoBfABkAWQCjQJTACkDTukCAAAAKQHaBGF4ZXMp\nAtoBS9oHcmV2ZXJzZSkB2gF4qQByBgAAAPqjL2RkbjEvdm9sMS9zdGFnaW5nL2xldXZlbi9zdGdf\nMDAwMDIvbGNiL2l0YXNrL2RlZXBfbGVhcm5pbmcvZGVlcEZMWS9hZHVsdEJyYWluX25ldy9LQ19U\nX0dsaWEvODF0b3BpY3NfMDk3NS90Zl9tb3RpZnNfbWluMDI1X25vZGl2X21wc3QxNl9oaWdoZG9f\nbW9yZWZpbHRlci91dGlscy5wedoIPGxhbWJkYT4QAQAA8wAAAAA=\n", null, null], "function_type": "lambda", "output_shape": null, "output_shape_type": "raw", "arguments": {}}, "inbound_nodes": [[["lambda_2", 0, 0, {}]]]}, {"name": "conv1d_1", "class_name": "Conv1D", "config": {"name": "conv1d_1", "trainable": true, "filters": 1024, "kernel_size": [24], "strides": [1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1], "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "RandomUniform", "config": {"minval": -0.05, "maxval": 0.05, "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_1", 0, 0, {}]], [["lambda_1", 0, 0, {}]]]}, {"name": "max_pooling1d_1", "class_name": "MaxPooling1D", "config": {"name": "max_pooling1d_1", "trainable": true, "strides": [12], "pool_size": [12], "padding": "valid", "data_format": "channels_last"}, "inbound_nodes": [[["conv1d_1", 0, 0, {}]], [["conv1d_1", 1, 0, {}]]]}, {"name": "dropout_1", "class_name": "Dropout", "config": {"name": "dropout_1", "trainable": true, "rate": 0.5, "noise_shape": null, "seed": null}, "inbound_nodes": [[["max_pooling1d_1", 0, 0, {}]], [["max_pooling1d_1", 1, 0, {}]]]}, {"name": "time_distributed_1", "class_name": "TimeDistributed", "config": {"name": "time_distributed_1", "trainable": true, "layer": {"class_name": "Dense", "config": {"name": "dense_1", "trainable": true, "units": 128, "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": [[["dropout_1", 0, 0, {}]], [["dropout_1", 1, 0, {}]]]}, {"name": "bidirectional_1", "class_name": "Bidirectional", "config": {"name": "bidirectional_1", "trainable": true, "layer": {"class_name": "LSTM", "config": {"name": "lstm_1", "trainable": true, "return_sequences": true, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "units": 128, "activation": "tanh", "recurrent_activation": "hard_sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}}, "recurrent_initializer": {"class_name": "Orthogonal", "config": {"gain": 1.0, "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "unit_forget_bias": true, "kernel_regularizer": null, "recurrent_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "recurrent_constraint": null, "bias_constraint": null, "dropout": 0.2, "recurrent_dropout": 0.2, "implementation": 1}}, "merge_mode": "concat"}, "inbound_nodes": [[["time_distributed_1", 0, 0, {}]], [["time_distributed_1", 1, 0, {}]]]}, {"name": "dropout_2", "class_name": "Dropout", "config": {"name": "dropout_2", "trainable": true, "rate": 0.5, "noise_shape": null, "seed": null}, "inbound_nodes": [[["bidirectional_1", 0, 0, {}]], [["bidirectional_1", 1, 0, {}]]]}, {"name": "flatten_1", "class_name": "Flatten", "config": {"name": "flatten_1", "trainable": true, "data_format": "channels_last"}, "inbound_nodes": [[["dropout_2", 0, 0, {}]], [["dropout_2", 1, 0, {}]]]}, {"name": "dense_2", "class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "units": 256, "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": [[["flatten_1", 0, 0, {}]], [["flatten_1", 1, 0, {}]]]}, {"name": "dropout_3", "class_name": "Dropout", "config": {"name": "dropout_3", "trainable": true, "rate": 0.5, "noise_shape": null, "seed": null}, "inbound_nodes": [[["dense_2", 0, 0, {}]], [["dense_2", 1, 0, {}]]]}, {"name": "concatenate_1", "class_name": "Concatenate", "config": {"name": "concatenate_1", "trainable": true, "axis": 1}, "inbound_nodes": [[["dropout_3", 0, 0, {}], ["dropout_3", 1, 0, {}]]]}, {"name": "dense_3", "class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "units": 81, "activation": "sigmoid", "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_1", 0, 0, {}]]]}], "input_layers": [["input_1", 0, 0]], "output_layers": [["dense_3", 0, 0]]}, "keras_version": "2.2.4", "backend": "tensorflow"}