def METHOD_NAME(self, path):
    self.actor.cpu()
    self.critic.cpu()
    torch.save(self.actor.state_dict(),'{}/actor.pkl'.format(path))
    torch.save(self.critic.state_dict(),'{}/critic.pkl'.format(path))
    save_gan(path)
    self.choose_device()