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DeepCFD 案例代码重构,添加评估函数 evaluate,及其训练命令。

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paddle-bot bot commented Oct 20, 2023

Thanks for your contribution!

@luotao1 luotao1 added the HappyOpenSource 快乐开源活动issue与PR label Oct 20, 2023
@luotao1 luotao1 changed the title Adapt DeepCFD to hydra 【hydra No.18】Adapt DeepCFD to hydra Oct 20, 2023
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辛苦大佬再修改一下

Comment on lines 5 to 13
``` sh
# linux
wget wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataX.pkl
wget wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataY.pkl
# windows
# curl wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataX.pkl --output dataX.pkl
# curl wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataY.pkl --output dataY.pkl
python deepcfd.py
```
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Suggested change
``` sh
# linux
wget wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataX.pkl
wget wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataY.pkl
# windows
# curl wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataX.pkl --output dataX.pkl
# curl wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataY.pkl --output dataY.pkl
python deepcfd.py
```
``` sh
# linux
wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataX.pkl
wget -P ./datasets/ https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataY.pkl
# windows
# curl -o ./datasets/dataX.pkl https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataX.pkl
# curl -o ./datasets/dataX.pkl https://paddle-org.bj.bcebos.com/paddlescience/datasets/DeepCFD/dataY.pkl
python deepcfd.py
```

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Done.

Comment on lines 121 to 125
``` py linenums="47" title="examples/deepcfd/conf/deepcfd.yaml"
--8<--
examples/deepcfd/deepcfd.py:298:301
examples/deepcfd/conf/deepcfd.yaml:47:51
--8<--
```
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==> ``` yaml

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Done.


### 3.5 优化器构建
训练过程会调用优化器来更新模型参数,此处选择较为常用的 `Adam` 优化器,学习率设置为 0.001。
训练过程会调用优化器来更新模型参数,此处选择较为常用的 `Adam` 优化器,学习率设置为 0.001,权值衰减设置为 0.005
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==> 权重衰减

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Done.


# model settings
MODEL:
unetex:
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unetex这个字段可以删除,单模型的情况下,参数直接放到MODEL:字段下即可

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好的

# set random seed for reproducibility
ppsci.utils.misc.set_random_seed(cfg.seed)
# initialize logger
logger.init_logger("ppsci", os.path.join(cfg.output_dir, "train.log"), "info")
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==> eval.log

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Done.

CHANNEL_SIZE = 3
X_SIZE = 172
Y_SIZE = 79
model = ppsci.arch.UNetEx("input", "output", **cfg.MODEL.unetex)
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input和output也可以放到配置文件里

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Done.

test_x, test_y = test_dataset

# initialize model
model = ppsci.arch.UNetEx("input", "output", **cfg.MODEL.unetex)
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同上

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Done.


PLOT_DIR = os.path.join(cfg.output_dir, "visual")
os.makedirs(PLOT_DIR, exist_ok=True)
VISU_INDEX = 0
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VISU_INDEX这个变量可以删掉,因为没有第二个使用它的地方

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好的已修改

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其他没什么问题了,辛苦大佬修改,顺便麻烦合一下最新的develop分支,里面解决了ldc2d_steady在CI上挂掉的问题

)(model)

# manually build validator
eval_dataloader_cfg = {
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train函数里的eval_dataloader_cfg的batchsize改成cfg里的参数

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好的,辛苦大佬 review

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LGTM

@HydrogenSulfate HydrogenSulfate merged commit b3bad65 into PaddlePaddle:develop Oct 27, 2023
huohuohuohuohuo123 pushed a commit to huohuohuohuohuo123/PaddleScience that referenced this pull request Aug 12, 2024
* adapt DeepCFD to hydra

* fix

* fix

* fix

* fix
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