The era of "Model Power" has arrived, with large models like DALL·E3 and ChatGPT serving as the engines for AI industry growth. Generative AI applications are rapidly moving towards the end user, including smart cockpits and smartphones. Intelligent terminals have become one of the most promising scenarios for AIGC implementation. However, the rapid development of large models has also brought about some practical bottlenecks.