gpu算法教程的相关内容

绕开算力限制，如何用单GPU微调 LLM？这是一份「梯度累积」算法教程（2）

由于没有多的 GPU 可用于张量分片（tensor sharding），又能做些什么来训练具有更大批大小（batch size）的模型呢？其中一种解决方法就是梯度累积，可以通过它来修改前面提到的训练循环。什么是梯度积累？梯度累积是一种在训练期间虚拟增加批大小（batch ...

绕开算力限制，如何用单GPU微调 LLM？这是一份「梯度累积」算法教程

让算力资源用到极致，是每一位开发者的必修课。自从大模型变成热门趋势之后，GPU 就成了紧俏的物资。很多企业的储备都不一定充足，更不用说个人开发者了。有没有什么方法可以更高效的利用算力训练模型？在最近的一篇博客，Sebastian Raschka 介绍了「梯度累积」的方法，能够在 GPU 内存受限时使...

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更新时间 2023-05-29 10:24:38

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