https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Sat, 04 Apr 2026 10:00:00 GMT https://www.hansking.cn/blog/2026xiao-mo-xing-lu-xian-zheng-liu-jian-zhi-yu-ren-wu-zhuan-yong-mo-xing https://www.hansking.cn/blog/2026xiao-mo-xing-lu-xian-zheng-liu-jian-zhi-yu-ren-wu-zhuan-yong-mo-xing [{"value":"小模型路线：蒸馏、剪枝与任务专用模型","url":"#小模型路线蒸馏剪枝与任务专用模型","depth":1},{"value":"一、先判断：你到底需要一个什么模型","url":"#一先判断你到底需要一个什么模型","depth":2},{"value":"二、四条常见的小模型路线","url":"#二四条常见的小模型路线","depth":2},{"value":"1. 量化：先减少每个参数占多少空间","url":"#1-量化先减少每个参数占多少空间","depth":3},{"value":"2. 剪枝：删除不重要的结构","url":"#2-剪枝删除不重要的结构","depth":3},{"value":"3. 知识蒸馏：让学生学习老师的行为","url":"#3-知识蒸馏让学生学习老师的行为","depth":3},{"value":"4. 任务专用微调：只学真正需要的能力","url":"#4-任务专用微调只学真正需要的能力","depth":3},{"value":"三、蒸馏数据怎么做才不把错误放大","url":"#三蒸馏数据怎么做才不把错误放大","depth":2},{"value":"四、评测不能只看平均准确率","url":"#四评测不能只看平均准确率","depth":2},{"value":"五、路由比二选一更现实","url":"#五路由比二选一更现实","depth":2},{"value":"六、部署时别忘了真实硬件","url":"#六部署时别忘了真实硬件","depth":2},{"value":"总结：小模型不是妥协，而是边界清楚","url":"#总结小模型不是妥协而是边界清楚","depth":2}] Sat, 04 Apr 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLM小模型模型压缩部署优化