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[Prim] Optimize the use of the reshape operator in eager composite backward #69515

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HydrogenSulfate
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@HydrogenSulfate HydrogenSulfate commented Nov 19, 2024

PR Category

Performance Optimization

PR Types

Improvements

Description

Pcard-75624

优化了动态图组合算子中reshape<T>的调用条件,减少在广播情况下的不必要调用。以divide_grad为例,过程如下:

输入x:[1, 3]
输入y: [3, 1]
输出z=x/y: [3, 3]

dx_raw = [3,3]

修改前:dx_raw --sum(keepdim=False)-->[3, ]--reshape-->[1, 3](dx)
修改后:dx_raw --sum(keepdim=True )-->[1, 3](dx),减少了一个reshape<T>算子的调用

timeline对比:
节省了一个reshape dygraph的调用
image

image

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paddle-bot bot commented Nov 19, 2024

你的PR提交成功,感谢你对开源项目的贡献!
请关注后续CI自动化测试结果,详情请参考Paddle-CI手册
Your PR has been submitted. Thanks for your contribution!
Please wait for the result of CI firstly. See Paddle CI Manual for details.

@HydrogenSulfate HydrogenSulfate merged commit 88a7f2c into PaddlePaddle:develop Nov 20, 2024
27 of 28 checks passed
@HydrogenSulfate HydrogenSulfate deleted the optimize_reshape_in_eager_composite branch November 20, 2024 03:02
linkk08 pushed a commit to linkk08/Paddle that referenced this pull request Nov 21, 2024
github-merge-queue bot pushed a commit to deepmodeling/deepmd-kit that referenced this pull request Dec 17, 2024
Summary of this PR:

1. upload DPA-1 related code
2. merge much develop code
3. add all eager composite operators except `softmax_grad`,
`p_norm_grad`, `split_grad`, and `concat_grad` to the composite operator
blacklist(<https://github.com/deepmodeling/deepmd-kit/pull/4414/files#diff-e678abb052b278f8a479f8d13b839a9ec0effd9923478a850bc13758f918e1e9R134-R148>)
to significantly improve model execution speed (reducing the time taken
from 100% more than PyTorch to about 10% to 15% more).


related PR: lanpa/tensorboardX#728


### Training curve:


![training_curves_comparison_eager_opt](https://github.com/user-attachments/assets/3b71fc99-5abf-4353-a61a-38737d3c7f2c)

### Accuracy test(left: paddle, right: torch):


![image](https://github.com/user-attachments/assets/a42b4bfd-c0f8-4eb8-85eb-ff1adf981dbb)


Ralated optimization of Paddle framework:
- [x] PaddlePaddle/Paddle#69349
- [x] PaddlePaddle/Paddle#69333
- [x] PaddlePaddle/Paddle#69479
- [x] PaddlePaddle/Paddle#69515
- [x] PaddlePaddle/Paddle#69487
- [x] PaddlePaddle/Paddle#69661
- [x] PaddlePaddle/Paddle#69660
- [x] PaddlePaddle/Paddle#69596
- [x] PaddlePaddle/Paddle#69556

<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

## Release Notes

- **New Features**
- Introduced several new classes for molecular descriptors, including
`DescrptDPA1`, `DescrptBlockSeAtten`, and `LayerNorm`, enhancing the
modeling capabilities for molecular simulations.
- Added new JSON configuration files for model parameters and multitask
models related to water simulations.
- Implemented new test classes for validating the functionality of the
`DPAtomicModel` and various descriptor classes.
- Added new test classes for evaluating denoising models, including
`TestDenoiseModelDPA1` and `TestDenoiseModelDPA2`.
- Enhanced the `ModelWrapper` class to clarify the handling of model
parameters and state management.

- **Bug Fixes**
- Improved internal logic for handling model state saving and loading,
ensuring consistency in outputs.

- **Documentation**
- Enhanced type hints and return annotations across various classes and
methods for better clarity.

- **Tests**
- Expanded the testing framework with new test cases for denoising
models and descriptor functionalities, ensuring robust validation of
features.
- Activated previously skipped tests for energy models, improving test
coverage.
- Enhanced multitask training tests with new configuration handling and
test classes.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
github-merge-queue bot pushed a commit to deepmodeling/deepmd-kit that referenced this pull request Dec 25, 2024
Support DPA-2 in paddle backend. This PR will be updated after #4414 is
merged.

### Training curve:


![training_curves_comparison_dpa2](https://github.com/user-attachments/assets/29bdeffa-cf2d-4586-afcf-7df0569997c3)



### Accuracy test(left: paddle, right: torch):


![image](https://github.com/user-attachments/assets/5bff55f3-1c39-4b95-93f0-68783e794716)


Ralated optimization of Paddle framework:
- [x] PaddlePaddle/Paddle#69349
- [x] PaddlePaddle/Paddle#69333
- [x] PaddlePaddle/Paddle#69479
- [x] PaddlePaddle/Paddle#69515
- [x] PaddlePaddle/Paddle#69487
- [x] PaddlePaddle/Paddle#69661
- [x] PaddlePaddle/Paddle#69660
- [x] PaddlePaddle/Paddle#69596
- [x] PaddlePaddle/Paddle#69556

<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

- **New Features**
- Introduced new classes for molecular descriptors: `DescrptDPA2`,
`DescrptBlockRepformers`, `DescrptSeTTebd`, and `DescrptBlockSeTTebd`.
- Added new functions for tensor operations and descriptor management,
enhancing the capabilities of the module.
- Updated JSON configurations for multitask models to refine selection
criteria and data paths.

- **Bug Fixes**
- Improved error handling and parameter validation across various
descriptor classes.

- **Documentation**
- Enhanced test coverage for new descriptor functionalities and
configurations.

- **Tests**
- Added new test classes to validate the functionality of `DescrptDPA2`
and multitask training scenarios.
- Expanded test capabilities for descriptor classes based on installed
dependencies.
- Updated existing tests to support new configurations and
functionalities.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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2 participants