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30k_model_architecture.json

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+{"class_name": "Functional", "config": {"name": "model_1", "trainable": true, "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_input_shape": [null, 74], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_4"}, "registered_name": null, "name": "input_4", "inbound_nodes": []}, {"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_input_shape": [null, 2560], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_3"}, "registered_name": null, "name": "input_3", "inbound_nodes": []}, {"module": "keras.layers", "class_name": "Embedding", "config": {"name": "embedding", "trainable": true, "dtype": "float32", "batch_input_shape": [null, null], "input_dim": 18319, "output_dim": 512, "embeddings_initializer": {"module": "keras.initializers", "class_name": "RandomUniform", "config": {"minval": -0.05, "maxval": 0.05, "seed": null}, "registered_name": null}, "embeddings_regularizer": null, "activity_regularizer": null, "embeddings_constraint": null, "mask_zero": true, "input_length": null}, "registered_name": null, "build_config": {"input_shape": [null, 74]}, "name": "embedding", "inbound_nodes": [[["input_4", 0, 0, {}]]]}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization", "trainable": true, "dtype": "float32", "axis": [1], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 2560]}, "name": "batch_normalization", "inbound_nodes": [[["input_3", 0, 0, {}]]]}, {"module": "keras.layers", "class_name": "BatchNormalization", "config": {"name": "batch_normalization_1", "trainable": true, "dtype": "float32", "axis": [2], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "moving_mean_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "moving_variance_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 74, 512]}, "name": "batch_normalization_1", "inbound_nodes": [[["embedding", 0, 0, {}]]]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense", "trainable": true, "dtype": "float32", "units": 512, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 2560]}, "name": "dense", "inbound_nodes": [[["batch_normalization", 0, 0, {}]]]}, {"module": "keras.layers", "class_name": "Bidirectional", "config": {"name": "bidirectional", "trainable": true, "dtype": "float32", "layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "lstm", "trainable": true, "dtype": "float32", "return_sequences": false, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "time_major": false, "units": 256, "activation": "tanh", "recurrent_activation": "sigmoid", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "recurrent_initializer": {"module": "keras.initializers", "class_name": "Orthogonal", "config": {"gain": 1.0, "seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "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": 0.0, "recurrent_dropout": 0.0, "implementation": 2}, "registered_name": null}, "merge_mode": "concat"}, "registered_name": null, "build_config": {"input_shape": [null, 74, 512]}, "name": "bidirectional", "inbound_nodes": [[["batch_normalization_1", 0, 0, {}]]]}, {"module": "keras.layers", "class_name": "Concatenate", "config": {"name": "concatenate", "trainable": true, "dtype": "float32", "axis": -1}, "registered_name": null, "build_config": {"input_shape": [[null, 512], [null, 512]]}, "name": "concatenate", "inbound_nodes": [[["dense", 0, 0, {}], ["bidirectional", 0, 0, {}]]]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_1", "trainable": true, "dtype": "float32", "units": 512, "activation": "relu", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 1024]}, "name": "dense_1", "inbound_nodes": [[["concatenate", 0, 0, {}]]]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "dtype": "float32", "units": 18319, "activation": "softmax", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 512]}, "name": "dense_2", "inbound_nodes": [[["dense_1", 0, 0, {}]]]}], "input_layers": [["input_3", 0, 0], ["input_4", 0, 0]], "output_layers": [["dense_2", 0, 0]]}, "keras_version": "2.15.0", "backend": "tensorflow"}

30k_model_weights.h5

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