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[AutoParallel] Support the backward rule of elementwise binary #57813

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merged 1 commit into from
Oct 10, 2023

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LiYuRio
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@LiYuRio LiYuRio commented Sep 27, 2023

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本PR支持elementwise大类操作里,binary操作的反向inferspmd推导规则。

在非切分视角下,binary类操作里input_grad等于out_grad。如果在前向计算时存在广播情况,比如[4, 5] + [4, 4, 5],得到的output和out_grad的大小都是[4, 4, 5],被广播的input0需要基于0维做规约,得到最终正确的input_grad。

切分视角下,分为以下两种情况:

  • input里存在切分维度。
    • 比如两个形状完全相同为[4, 5]的DistTensor相加,且input0在0维上是shard状态,最终input_grad的形状和dist_attr应与out_grad一致;
    • 举例,如果前向inferspmd推出output是形状为[2, 5]的切分状态,代表实际每个rank进行的是[2, 5] + [2, 5]的物理计算。反向inferspmd推导出的input和input_grad应该是和output一致的形状为[2, 5]的切分状态,若返回的dist_attr和input本身不匹配,基础执行逻辑会对它进行reshard。
  • input里不存在切分维度。
    • 比如形状为[4, 5]和形状为[4, 4, 5]的DistTensor相加,且input1在0维上是shard状态,实际上做的是[4, 5] + [2, 4, 5],最终input0_grad应该设置成partial状态,弥补只进行了部分reduce。

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paddle-bot bot commented Sep 27, 2023

你的PR提交成功,感谢你对开源项目的贡献!
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@LiYuRio LiYuRio force-pushed the dev_elementwise branch 3 times, most recently from 2e1a004 to 6f8644d Compare September 28, 2023 08:34
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paddle-ci-bot bot commented Oct 6, 2023

Sorry to inform you that 6f8644d's CIs have passed for more than 7 days. To prevent PR conflicts, you need to re-run all CIs manually.

@LiYuRio LiYuRio force-pushed the dev_elementwise branch 4 times, most recently from 7e25df4 to 7c45e81 Compare October 9, 2023 08:36
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LGTM

@LiYuRio LiYuRio merged commit bc6fa4f into PaddlePaddle:develop Oct 10, 2023
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Frida-a pushed a commit to Frida-a/Paddle that referenced this pull request Oct 14, 2023
jiahy0825 pushed a commit to jiahy0825/Paddle that referenced this pull request Oct 16, 2023
danleifeng pushed a commit to danleifeng/Paddle that referenced this pull request Nov 14, 2023
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2 participants