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【PaddlePaddle Hackathon】20、在 Paddle 中新增 LARC #35990

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TCChenlong opened this issue Sep 23, 2021 · 1 comment
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【PaddlePaddle Hackathon】20、在 Paddle 中新增 LARC #35990

TCChenlong opened this issue Sep 23, 2021 · 1 comment

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@TCChenlong
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(此 ISSUE 为 PaddlePaddle Hackathon 活动的任务 ISSUE,更多详见PaddlePaddle Hackathon

【任务说明】

  • 任务标题:在 Paddle 中新增 LARC

  • 技术标签:深度学习框架,C++,优化算法

  • 任务难度:中等

  • 详细描述: LARC 优化器是 OpenSeq2Seq 框架中提出的一种优化器。相对于每层都使用相同学习率的 SGD 优化器,该 LARC 优化器考虑到在某些场景下,较大的学习率带来的大幅度参数更新,会导致训练出现分化。为使得训练更稳定,LARC 优化器引入了 trust 系数用来裁剪每一层的学习率。此任务的目标是在 Paddle 框架中,在已实现的 SGD 算法基础上,结合 OpenSeq2Seq 给出的场景,复现 LARC 优化器相对于 SGD 优化器的优势。

  • 调用路径:paddle.optimizer.LARC

【提交内容】

  • 任务 PR 到 Paddle

  • 相关技术文档

  • 任务单测文件

【技术要求】

  • 了解 Paddle 动静态图下 Optimize pass过程

  • 熟练掌握 C++ 、Python

  • 熟悉 LARC 优化器算法原理和适用场景

@paddle-bot-old
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