The solver takes the LLB graph and executes it. Each vertex in the DAG is content-addressed, so if you’ve already built a particular step with the same inputs, BuildKit skips it entirely. This is why BuildKit is fast: it doesn’t just cache layers linearly like the old Docker builder. It caches at the operation level across the entire graph, and it can execute independent branches in parallel.
（九）加强科普社会化协同合作。高校应加大与各级科协、学会、科普场馆、企业等的深度合作，共建馆校科普实验室，促进科研成果科普化首台（套）展品开发及科普资源共建共享。积极对接国家智慧教育公共服务平台、科普中国等平台及主流媒体，扩大优质科普内容传播覆盖面。鼓励高校开展国际科技人文交流，拓展科普交流合作渠道。
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D -- E["SSIM scoring，这一点在搜狗输入法2026中也有详细论述