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Add support for forward and reverse high-order automatic differentiation mechanism #41919

Merged
merged 277 commits into from
May 18, 2022
Merged

Add support for forward and reverse high-order automatic differentiation mechanism #41919

merged 277 commits into from
May 18, 2022

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0x45f
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@0x45f 0x45f commented Apr 18, 2022 •
edited by levi131
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本pr配合pr #41201 一起构成一套新的自动微分机制
该自动微分机制目前只在静态图中生效，在一部分算子上，支持前向和反向的高阶自动微分。

本pr中包含的内容包括如下几个部分：
（1）在C++中注册的自动微分基础算子的python wrapper

（2）在自动微分基础算子之上定义的orig2prim，prim2orig，jvp，transpose规则

（3）在4种规则之上形成的orig2prim，prim2orig，linearize，transpose四种变换

       a、orig2prim paddle原生算子转化为自动微分基础算子
       b、prim2orig 自动微分基础算子转化为paddle原生算子
       c、linearize 根据前向计算计算图生成前向微分计算图
       d、transpose 根据前向微分计算图生成反向微分计算图

（4）提供出的用户接口

       a、沿用静态图中已经存在的gradients和minimize接口
       b、提供基于自动微分基础算子的自动微分机制切换的全局控制接口，enable_prim, disable_prim, prim_enabled
       c、将基础算子体系转化到原生算子体系以支撑执行的接口prim2orig

veyron95 and others added 30 commits September 28, 2021 08:54
@veyron95
Updated triple_grad_check func
04eab89
@JiabinYang
Merge pull request PaddlePaddle#9 from veyron95/ops_derivative
38ca20a 
Updated triple grad teses func
@JiabinYang
merge develop
886d9fb
@JiabinYang
add todo for gradient checker and refine some comments
e9f643d
@JiabinYang
remove additional code
2d6370b
@JiabinYang
add test for infer_var dtype warning
a3b8e4e
@JiabinYang
Merge branch 'support_derivative' of https://github.com/JiabinYang/Pa…
13af3ed 
…ddle into support_derivative
@JiabinYang
add test for warnging in backward.py
20ca8e7
@JiabinYang
format python code
a961e3c
@JiabinYang
Merge branch 'develop' of https://github.com/PaddlePaddle/Paddle into…
ee5489d 
… support_derivative
@JiabinYang
support multi input in triple gradient checker
a495960
@veyron95
Add matmul triple grad kernel
ebe8559
@veyron95
Merge branch 'support_derivative' of https://github.com/JiabinYang/Pa…
4f31159 
…ddle into ops_derivative
@veyron95
Updated comments of TODO
4d56a30
@veyron95
Merge develop branch and all conflicts fixed
15f2a32
@veyron95
Supported some special tests
07d1490
@JiabinYang
merge develop
d5fdd20
@veyron95
merge jiabin/support_derivative branch
0e44f39
@veyron95
Change code-format to follow CI std
b52794e
@veyron95
Updated gradient_checker.py
4202d96
@veyron95
Fix conflicts
91149a7
@veyron95
Merge develop and fix conflicts
e20ef17
@veyron95
Removed unnecessary printing log
d0741f4
@veyron95
Change code style to follow CI std
46dbd64
Merge remote-tracking branch '3rd_order/ops_derivative' into develop
e32e10e
Merge remote-tracking branch 'upstream/develop' into develop
46607df
Merge branch 'develop' of github.com:PaddlePaddle/Paddle into develop
9da53dd
Merge remote-tracking branch 'upstream/develop' into develop
528ef73
Merge remote-tracking branch 'upstream/develop' into develop
34116c1
Merge remote-tracking branch 'upstream/develop' into develop
affdf9f
TCChenlong
TCChenlong reviewed May 16, 2022
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TCChenlong
TCChenlong reviewed May 16, 2022
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@levi131
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levi131 commented May 17, 2022

LGTM

TCChenlong
TCChenlong approved these changes May 17, 2022
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LGTM

XieYunshen
XieYunshen approved these changes May 17, 2022
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LGTM for set_tests_properties(test_gradients_and_minimize PROPERTIES TIMEOUT 60)

XiaoguangHu01
XiaoguangHu01 approved these changes May 18, 2022
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LGTM

@levi131 levi131 merged commit f6ee202 into PaddlePaddle:develop May 18, 2022
@0x45f 0x45f deleted the science-add-rules-ut branch May 18, 2022 08:05
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@TCChenlong TCChenlong TCChenlong approved these changes

@XieYunshen XieYunshen XieYunshen approved these changes

@XiaoguangHu01 XiaoguangHu01 XiaoguangHu01 approved these changes

@levi131 levi131 levi131 approved these changes

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@0x45f @levi131 @cxxly @TCChenlong @XieYunshen @XiaoguangHu01 @veyron95 @JiabinYang @tongxin