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os.path.join (folder, filename) ensures the path is correct for the system. On Windows, it uses backslashes (reports\summary.txt); on Linux and macOS it uses forward slashes (reports/summary.txt).

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微软Agent Framework的出现，就像是给AI界带来了一场"职业转型培训"。它不满足于让AI只做一个"话痨"，而是要让AI成为真正能解决问题、能协作、能自主工作的智能代理。这种转变，就像是从"会说话的玩具"进化到了"有能力的员工"。

大家已经很熟悉KG的建构和GNN模型的训练工作了。一旦训练好了GNN模型，接着进入模型的部署和运行（推理）阶段了。首先，来介绍一项热门的部署模式，就是：BYOM（Bring Your Own Model）。这BYOM（自带模型）的涵意，即是：把您自己训练好的模型，带到最接近数据、最贴近用户的地方、并展现最佳推理效能。