def add_model(self, metric_value, model_id):
        """ Add model to the history, x_queue and y_queue

        Parameters
        ----------
        metric_value : float
        graph : dict
        model_id : int

        Returns
        -------
        model : dict
        """
        if self.verbose:
            logger.info("Saving model.")

        # Update best_model text file
        ret = {"model_id": model_id, "metric_value": metric_value}
        self.history.append(ret)
        if model_id == self.get_best_model_id():
            file = open(os.path.join(self.path, "best_model.txt"), "w")
            file.write("best model: " + str(model_id))
            file.close()
        return ret