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怎么快速部署一个大模型?

2025-06-19 09:30:12

没有个万字长文，都没法把这个问题讲明白。

就讲个怎么搭建ResNet18模型，早前学习的AI图像分类服务项目。

部署一个ResNet18图像分类服务，每天处理100万张图片。

这里就涉及了AI系统设计的方方面面。

ResNet18虽然是个相对简单的模型（仅11M参数），但要让它高效服务百万用户，需要考虑硬件选择、训练优化、推理加速和稳定部署等多个维度。

每个环节的优化都会影响最终的性能表现。

比如，选择V100还是A100 GPU？使用FP16还是IN…。

怎么快速部署一个大模型?

上一篇：为什么 Linux 软件安装包会有依赖关系，而 Windows 软件安装包不需要？

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