def METHOD_NAME(self, network, K=10, save_path=""):
    """Save latest K checkpoint."""
    if K and 0 < K <= self.ckpoint_num:
        self.remove_oldest_ckpoint_file()
    ms.save_checkpoint(network, save_path, async_save=True)
    self._ckpoint_filelist.append(save_path)