IlyaGusev/rnnmorph

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rnnmorph/models/en/eval_model.json

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{"class_name": "Functional", "config": {"name": "model_3", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": [null, null, 32], "dtype": "float32", "sparse": false, "ragged": false, "name": "chars"}, "name": "chars", "inbound_nodes": []}, {"class_name": "TimeDistributed", "config": {"name": "time_distributed_1", "trainable": true, "dtype": "float32", "layer": {"class_name": "Embedding", "config": {"name": "chars_embeddings", "trainable": true, "batch_input_shape": [null, null], "dtype": "float32", "input_dim": 153, "output_dim": 20, "embeddings_initializer": {"class_name": "RandomUniform", "config": {"minval": -0.05, "maxval": 0.05, "seed": null}}, "embeddings_regularizer": null, "activity_regularizer": null, "embeddings_constraint": null, "mask_zero": false, "input_length": null}}}, "name": "time_distributed_1", "inbound_nodes": [[["chars", 0, 0, {}]]]}, {"class_name": "Reshape", "config": {"name": "reshape_2", "trainable": true, "dtype": "float32", "target_shape": [-1, 640]}, "name": "reshape_2", "inbound_nodes": [[["time_distributed_1", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_5", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_5", "inbound_nodes": [[["reshape_2", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "dtype": "float32", "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}, "name": "dense_2", "inbound_nodes": [[["dropout_5", 0, 0, {}]]]}, {"class_name": "InputLayer", "config": {"batch_input_shape": [null, null, 13], "dtype": "float32", "sparse": false, "ragged": false, "name": "grammemes"}, "name": "grammemes", "inbound_nodes": []}, {"class_name": "Dropout", "config": {"name": "dropout_6", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_6", "inbound_nodes": [[["dense_2", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_1", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_1", "inbound_nodes": [[["grammemes", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": "float32", "units": 100, "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}, "name": "dense_3", "inbound_nodes": [[["dropout_6", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_1", "trainable": true, "dtype": "float32", "units": 10, "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}, "name": "dense_1", "inbound_nodes": [[["dropout_1", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_7", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout_7", "inbound_nodes": [[["dense_3", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "LSTM_input", "trainable": true, "dtype": "float32", "axis": -1}, "name": "LSTM_input", "inbound_nodes": [[["dense_1", 0, 0, {}], ["dropout_7", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_5", "trainable": true, "dtype": "float32", "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}, "name": "dense_5", "inbound_nodes": [[["LSTM_input", 0, 0, {}]]]}, {"class_name": "LSTM", "config": {"name": "LSTM_1_forward", "trainable": true, "dtype": "float32", "return_sequences": true, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "time_major": 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}, "shared_object_id": 23}, "recurrent_initializer": {"class_name": "Orthogonal", "config": {"gain": 1.0, "seed": null}, "shared_object_id": 24}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 25}, "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": 0.3, "recurrent_dropout": 0.3, "implementation": 1}, "name": "LSTM_1_forward", "inbound_nodes": [[["dense_5", 0, 0, {}]]]}, {"class_name": "ReversedLSTM", "config": {"name": "LSTM_1_backward", "trainable": true, "dtype": "float32", "return_sequences": true, "return_state": false, "go_backwards": true, "stateful": false, "unroll": false, "time_major": 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}, "shared_object_id": 28}, "recurrent_initializer": {"class_name": "Orthogonal", "config": {"gain": 1.0, "seed": null}, "shared_object_id": 29}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 30}, "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": 0.3, "recurrent_dropout": 0.3, "implementation": 1}, "name": "LSTM_1_backward", "inbound_nodes": [[["dense_5", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "BiLSTM_input", "trainable": true, "dtype": "float32", "axis": -1}, "name": "BiLSTM_input", "inbound_nodes": [[["LSTM_1_forward", 0, 0, {}], ["LSTM_1_backward", 0, 0, {}]]]}, {"class_name": "Bidirectional", "config": {"name": "bidirectional_1", "trainable": true, "dtype": "float32", "layer": {"class_name": "LSTM", "config": {"name": "LSTM_0", "trainable": true, "dtype": "float32", "return_sequences": true, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "time_major": 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}, "shared_object_id": 34}, "recurrent_initializer": {"class_name": "Orthogonal", "config": {"gain": 1.0, "seed": null}, "shared_object_id": 35}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 36}, "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": 0.3, "recurrent_dropout": 0.3, "implementation": 1}}, "merge_mode": "concat"}, "name": "bidirectional_1", "inbound_nodes": [[["BiLSTM_input", 0, 0, {}]]]}, {"class_name": "TimeDistributed", "config": {"name": "time_distributed_2", "trainable": true, "dtype": "float32", "layer": {"class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 128, "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}}}, "name": "time_distributed_2", "inbound_nodes": [[["bidirectional_1", 0, 0, {}]]]}, {"class_name": "TimeDistributed", "config": {"name": "time_distributed_3", "trainable": true, "dtype": "float32", "layer": {"class_name": "Dropout", "config": {"name": "dropout_8", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}}}, "name": "time_distributed_3", "inbound_nodes": [[["time_distributed_2", 0, 0, {}]]]}, {"class_name": "TimeDistributed", "config": {"name": "time_distributed_4", "trainable": true, "dtype": "float32", "layer": {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_1", "trainable": true, "dtype": "float32", "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}}}, "name": "time_distributed_4", "inbound_nodes": [[["time_distributed_3", 0, 0, {}]]]}, {"class_name": "TimeDistributed", "config": {"name": "time_distributed_5", "trainable": true, "dtype": "float32", "layer": {"class_name": "Activation", "config": {"name": "activation_1", "trainable": true, "dtype": "float32", "activation": "relu"}}}, "name": "time_distributed_5", "inbound_nodes": [[["time_distributed_4", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "main_pred", "trainable": true, "dtype": "float32", "units": 187, "activation": "softmax", "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}, "name": "main_pred", "inbound_nodes": [[["time_distributed_5", 0, 0, {}]]]}], "input_layers": [["grammemes", 0, 0], ["chars", 0, 0]], "output_layers": [["main_pred", 0, 0]]}, "keras_version": "2.8.0", "backend": "tensorflow"}