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April 24, 2018 07:48
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trained model
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| { | |
| "modelTopology": { | |
| "backend": "tensorflow", | |
| "training_config": { | |
| "loss_weights": null, | |
| "loss": "categorical_crossentropy", | |
| "metrics": ["accuracy"], | |
| "optimizer_config": { | |
| "config": { | |
| "rho": 0.8999999761581421, | |
| "epsilon": 1e-08, | |
| "lr": 0.0010000000474974513, | |
| "decay": 0.0 | |
| }, | |
| "class_name": "RMSprop" | |
| }, | |
| "sample_weight_mode": null | |
| }, | |
| "keras_version": "2.0.3", | |
| "model_config": { | |
| "config": { | |
| "output_layers": [ | |
| ["activation_6", 0, 0] | |
| ], | |
| "input_layers": [ | |
| ["input_5", 0, 0], | |
| ["input_6", 0, 0] | |
| ], | |
| "layers": [{ | |
| "config": { | |
| "sparse": false, | |
| "batch_input_shape": [null, 156], | |
| "dtype": "float32", | |
| "name": "input_5" | |
| }, | |
| "inbound_nodes": [], | |
| "class_name": "InputLayer", | |
| "name": "input_5" | |
| }, { | |
| "config": { | |
| "sparse": false, | |
| "batch_input_shape": [null, 6], | |
| "dtype": "float32", | |
| "name": "input_6" | |
| }, | |
| "inbound_nodes": [], | |
| "class_name": "InputLayer", | |
| "name": "input_6" | |
| }, { | |
| "config": [{ | |
| "config": { | |
| "activity_regularizer": null, | |
| "input_dim": 38, | |
| "mask_zero": false, | |
| "input_length": null, | |
| "embeddings_constraint": null, | |
| "embeddings_regularizer": null, | |
| "output_dim": 64, | |
| "batch_input_shape": [null, null], | |
| "dtype": "int32", | |
| "name": "embedding_7", | |
| "trainable": true, | |
| "embeddings_initializer": { | |
| "config": { | |
| "minval": -0.05, | |
| "maxval": 0.05, | |
| "seed": null | |
| }, | |
| "class_name": "RandomUniform" | |
| } | |
| }, | |
| "class_name": "Embedding" | |
| }, { | |
| "config": { | |
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| "trainable": true, | |
| "rate": 0.3 | |
| }, | |
| "class_name": "Dropout" | |
| }], | |
| "inbound_nodes": [ | |
| [ | |
| ["input_5", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Sequential", | |
| "name": "sequential_7" | |
| }, { | |
| "config": [{ | |
| "config": { | |
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| "input_dim": 38, | |
| "mask_zero": false, | |
| "input_length": 6, | |
| "embeddings_constraint": null, | |
| "embeddings_regularizer": null, | |
| "output_dim": 64, | |
| "batch_input_shape": [null, 6], | |
| "dtype": "int32", | |
| "name": "embedding_9", | |
| "trainable": true, | |
| "embeddings_initializer": { | |
| "config": { | |
| "minval": -0.05, | |
| "maxval": 0.05, | |
| "seed": null | |
| }, | |
| "class_name": "RandomUniform" | |
| } | |
| }, | |
| "class_name": "Embedding" | |
| }, { | |
| "config": { | |
| "name": "dropout_11", | |
| "trainable": true, | |
| "rate": 0.3 | |
| }, | |
| "class_name": "Dropout" | |
| }], | |
| "inbound_nodes": [ | |
| [ | |
| ["input_6", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Sequential", | |
| "name": "sequential_9" | |
| }, { | |
| "config": { | |
| "name": "dot_3", | |
| "trainable": true, | |
| "normalize": false, | |
| "axes": [2, 2] | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["sequential_7", 1, 0, {}], | |
| ["sequential_9", 1, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Dot", | |
| "name": "dot_3" | |
| }, { | |
| "config": { | |
| "activation": "softmax", | |
| "name": "activation_5", | |
| "trainable": true | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["dot_3", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Activation", | |
| "name": "activation_5" | |
| }, { | |
| "config": [{ | |
| "config": { | |
| "activity_regularizer": null, | |
| "input_dim": 38, | |
| "mask_zero": false, | |
| "input_length": null, | |
| "embeddings_constraint": null, | |
| "embeddings_regularizer": null, | |
| "output_dim": 6, | |
| "batch_input_shape": [null, null], | |
| "dtype": "int32", | |
| "name": "embedding_8", | |
| "trainable": true, | |
| "embeddings_initializer": { | |
| "config": { | |
| "minval": -0.05, | |
| "maxval": 0.05, | |
| "seed": null | |
| }, | |
| "class_name": "RandomUniform" | |
| } | |
| }, | |
| "class_name": "Embedding" | |
| }, { | |
| "config": { | |
| "name": "dropout_10", | |
| "trainable": true, | |
| "rate": 0.3 | |
| }, | |
| "class_name": "Dropout" | |
| }], | |
| "inbound_nodes": [ | |
| [ | |
| ["input_5", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Sequential", | |
| "name": "sequential_8" | |
| }, { | |
| "config": { | |
| "name": "add_3", | |
| "trainable": true | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["activation_5", 0, 0, {}], | |
| ["sequential_8", 1, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Add", | |
| "name": "add_3" | |
| }, { | |
| "config": { | |
| "name": "permute_3", | |
| "trainable": true, | |
| "dims": [2, 1] | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["add_3", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Permute", | |
| "name": "permute_3" | |
| }, { | |
| "config": { | |
| "axis": -1, | |
| "trainable": true, | |
| "name": "concatenate_3" | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["permute_3", 0, 0, {}], | |
| ["sequential_9", 1, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Concatenate", | |
| "name": "concatenate_3" | |
| }, { | |
| "config": { | |
| "activation": "tanh", | |
| "recurrent_initializer": { | |
| "config": { | |
| "gain": 1.0, | |
| "seed": null | |
| }, | |
| "class_name": "Orthogonal" | |
| }, | |
| "recurrent_dropout": 0.0, | |
| "dropout": 0.0, | |
| "kernel_initializer": { | |
| "config": { | |
| "distribution": "uniform", | |
| "scale": 1.0, | |
| "seed": null, | |
| "mode": "fan_avg" | |
| }, | |
| "class_name": "VarianceScaling" | |
| }, | |
| "bias_initializer": { | |
| "config": {}, | |
| "class_name": "Zeros" | |
| }, | |
| "implementation": 0, | |
| "activity_regularizer": null, | |
| "trainable": true, | |
| "bias_constraint": null, | |
| "stateful": false, | |
| "recurrent_constraint": null, | |
| "recurrent_activation": "hard_sigmoid", | |
| "unroll": false, | |
| "recurrent_regularizer": null, | |
| "go_backwards": false, | |
| "kernel_constraint": null, | |
| "name": "lstm_3", | |
| "bias_regularizer": null, | |
| "return_sequences": false, | |
| "units": 32, | |
| "unit_forget_bias": true, | |
| "use_bias": true, | |
| "kernel_regularizer": null | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["concatenate_3", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "LSTM", | |
| "name": "lstm_3" | |
| }, { | |
| "config": { | |
| "name": "dropout_12", | |
| "trainable": true, | |
| "rate": 0.3 | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["lstm_3", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Dropout", | |
| "name": "dropout_12" | |
| }, { | |
| "config": { | |
| "activation": "linear", | |
| "kernel_constraint": null, | |
| "name": "dense_3", | |
| "kernel_regularizer": null, | |
| "activity_regularizer": null, | |
| "bias_regularizer": null, | |
| "units": 38, | |
| "bias_initializer": { | |
| "config": {}, | |
| "class_name": "Zeros" | |
| }, | |
| "kernel_initializer": { | |
| "config": { | |
| "distribution": "uniform", | |
| "scale": 1.0, | |
| "seed": null, | |
| "mode": "fan_avg" | |
| }, | |
| "class_name": "VarianceScaling" | |
| }, | |
| "trainable": true, | |
| "bias_constraint": null, | |
| "use_bias": true | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["dropout_12", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Dense", | |
| "name": "dense_3" | |
| }, { | |
| "config": { | |
| "activation": "softmax", | |
| "name": "activation_6", | |
| "trainable": true | |
| }, | |
| "inbound_nodes": [ | |
| [ | |
| ["dense_3", 0, 0, {}] | |
| ] | |
| ], | |
| "class_name": "Activation", | |
| "name": "activation_6" | |
| }], | |
| "name": "model_3" | |
| }, | |
| "class_name": "Model" | |
| } | |
| }, | |
| "weightsManifest": [{ | |
| "weights": [{ | |
| "name": "dense_3/kernel", | |
| "shape": [32, 38], | |
| "dtype": "float32" | |
| }, { | |
| "name": "dense_3/bias", | |
| "shape": [38], | |
| "dtype": "float32" | |
| }], | |
| "paths": ["group1-shard1of1"] | |
| }, { | |
| "weights": [{ | |
| "name": "lstm_3/kernel", | |
| "shape": [220, 128], | |
| "dtype": "float32" | |
| }, { | |
| "name": "lstm_3/recurrent_kernel", | |
| "shape": [32, 128], | |
| "dtype": "float32" | |
| }, { | |
| "name": "lstm_3/bias", | |
| "shape": [128], | |
| "dtype": "float32" | |
| }], | |
| "paths": ["group2-shard1of1"] | |
| }, { | |
| "weights": [{ | |
| "name": "embedding_7/embeddings", | |
| "shape": [38, 64], | |
| "dtype": "float32" | |
| }], | |
| "paths": ["group3-shard1of1"] | |
| }, { | |
| "weights": [{ | |
| "name": "embedding_8/embeddings", | |
| "shape": [38, 6], | |
| "dtype": "float32" | |
| }], | |
| "paths": ["group4-shard1of1"] | |
| }, { | |
| "weights": [{ | |
| "name": "embedding_9/embeddings", | |
| "shape": [38, 64], | |
| "dtype": "float32" | |
| }], | |
| "paths": ["group5-shard1of1"] | |
| }] | |
| } |
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