Whenever there was anything stored in the database or not, purge previous state and start
        new training process from scratch.

def reset(self, configuration: dict) -> None:
        """
        Whenever there was anything stored in the database or not, purge previous state and start
        new training process from scratch.
        """
        self.clean(0)
        self.backend.store_config(configuration)