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factor=3, directory='my_dir', project_name='transformer_hyperopt' ) # Search for the best hyperparameters tuner.search(X_train, y_train, epochs=20, batch_size=32, validation_split=0.2, verbose=1, class_weight=class_weights) # Get the best hyperparameters best_hps =