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model_architecture.json

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+{"module": "keras.src.models.functional", "class_name": "Functional", "config": {"name": "functional", "trainable": true, "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [null, 40], "dtype": "float32", "sparse": false, "name": "input_layer"}, "registered_name": null, "name": "input_layer", "inbound_nodes": []}, {"module": "keras.layers", "class_name": "Embedding", "config": {"name": "embedding", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "input_dim": 50000, "output_dim": 256, "embeddings_initializer": {"module": "keras.initializers", "class_name": "RandomUniform", "config": {"seed": null, "minval": -0.05, "maxval": 0.05}, "registered_name": null}, "embeddings_regularizer": null, "activity_regularizer": null, "embeddings_constraint": null, "mask_zero": false}, "registered_name": null, "build_config": {"input_shape": [null, 40]}, "name": "embedding", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 40], "dtype": "float32", "keras_history": ["input_layer", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Bidirectional", "config": {"name": "bidirectional", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "merge_mode": "concat", "layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "forward_lstm", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "return_sequences": true, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "zero_output_for_mask": true, "units": 128, "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": {"seed": null, "gain": 1.0}, "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, "seed": null}, "registered_name": null, "build_config": {"input_shape": [null, 40, 256]}}, "backward_layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "backward_lstm", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "return_sequences": true, "return_state": false, "go_backwards": true, "stateful": false, "unroll": false, "zero_output_for_mask": true, "units": 128, "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": {"seed": null, "gain": 1.0}, "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, "seed": null}, "registered_name": null, "build_config": {"input_shape": [null, 40, 256]}}}, "registered_name": null, "build_config": {"input_shape": [null, 40, 256]}, "name": "bidirectional", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 40, 256], "dtype": "float32", "keras_history": ["embedding", 0, 0]}}], "kwargs": {"mask": null}}]}, {"module": "keras.layers", "class_name": "Dropout", "config": {"name": "dropout", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "rate": 0.45, "seed": null, "noise_shape": null}, "registered_name": null, "name": "dropout", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 40, 256], "dtype": "float32", "keras_history": ["bidirectional", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "keras.layers", "class_name": "Bidirectional", "config": {"name": "bidirectional_1", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "merge_mode": "concat", "layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "forward_lstm_1", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "return_sequences": true, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "zero_output_for_mask": true, "units": 64, "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": {"seed": null, "gain": 1.0}, "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, 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"inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 40, 128], "dtype": "float32", "keras_history": ["bidirectional_1", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": null, "class_name": "BetterAttention", "config": {"name": "better_attention", "units": 64, "return_attention": false, "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "BetterAttention", "build_config": {"input_shape": [null, 40, 128]}, "name": "better_attention", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 40, 128], "dtype": "float32", "keras_history": ["dropout_1", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "units": 64, "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, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 128]}, "name": "dense_2", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 128], "dtype": "float32", "keras_history": ["better_attention", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Dropout", "config": {"name": "dropout_2", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "rate": 0.4, "seed": null, "noise_shape": null}, "registered_name": null, "name": "dropout_2", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 64], "dtype": "float32", "keras_history": ["dense_2", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "units": 32, "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, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 64]}, "name": "dense_3", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 64], "dtype": "float32", "keras_history": ["dropout_2", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Dropout", "config": {"name": "dropout_3", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "rate": 0.3, "seed": null, "noise_shape": null}, "registered_name": null, "name": "dropout_3", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 32], "dtype": "float32", "keras_history": ["dense_3", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_4", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "units": 1, "activation": "sigmoid", "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, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 32]}, "name": "dense_4", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 32], "dtype": "float32", "keras_history": ["dropout_3", 0, 0]}}], "kwargs": {}}]}], "input_layers": [["input_layer", 0, 0]], "output_layers": [["dense_4", 0, 0]]}, "registered_name": "Functional", "build_config": {"input_shape": null}}

model_weights.weights.h5

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