def new_network(train, modified_params, modified_layers): """ Create a new network, based on the provided information """ train.parameters = modified_params[3:] # exclude dataset information [(_, train.training_data), (_, train.validation_data), (_, train.test_data), (_, train.mini_batch_size), (_, train.epochs), (_, train.alpha), (_, train.lmbda), (_, train.validate)] = modified_params train.current_epoch = 0 train.current_iteration = 0 exec train.construct_layers(modified_layers) Network.set_parents_parameters(train, train.parameters) Network.set_parents_architecture(train, train.arch)
