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ModelZoo
ResNet50_oneflow
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1c597c5d
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1c597c5d
authored
May 08, 2025
by
chenzk
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README.md
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@@ -7,13 +7,13 @@
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## 模型结构
## 模型结构
Resnet50 网络中包含了 49 个卷积层、1个全连接层等。
Resnet50 网络中包含了 49 个卷积层、1个全连接层等。
<img
src=
"http://developer.
hpccube.com
/codes/modelzoo/resnet50_oneflow/-/raw/main/ResNet50%E6%A8%A1%E5%9E%8B%E7%BB%93%E6%9E%84.png"
alt=
"ResNet50模型结构.png"
style=
"zoom:67%;"
/>
<img
src=
"http://developer.
sourcefind.cn
/codes/modelzoo/resnet50_oneflow/-/raw/main/ResNet50%E6%A8%A1%E5%9E%8B%E7%BB%93%E6%9E%84.png"
alt=
"ResNet50模型结构.png"
style=
"zoom:67%;"
/>
## 算法原理
## 算法原理
ResNet50使用了多个具有残差连接的残差块来解决梯度消失或梯度爆炸问题,并使得网络可以向更深层发展。
ResNet50使用了多个具有残差连接的残差块来解决梯度消失或梯度爆炸问题,并使得网络可以向更深层发展。
<img
src=
"http://developer.
hpccube.com
/codes/modelzoo/resnet50_oneflow/-/raw/main/Residual_Block.png"
alt=
"Residual_Block.png"
style=
"zoom:67%;"
/>
<img
src=
"http://developer.
sourcefind.cn
/codes/modelzoo/resnet50_oneflow/-/raw/main/Residual_Block.png"
alt=
"Residual_Block.png"
style=
"zoom:67%;"
/>
## 环境配置
## 环境配置
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@@ -35,7 +35,7 @@ pip install -r requirements.txt
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@@ -35,7 +35,7 @@ pip install -r requirements.txt
conda create -n resnet python=3.9
conda create -n resnet python=3.9
```
```
关于本项目DCU显卡所需的工具包、深度学习库等均可从
[
光合
](
https://developer.
hpccube.com
/tool/
)
开发者社区下载安装。
关于本项目DCU显卡所需的工具包、深度学习库等均可从
[
光合
](
https://developer.
sourcefind.cn
/tool/
)
开发者社区下载安装。
-
[
DTK-22.10.1
](
https://cancon.hpccube.com:65024/1/main/DTK-22.10.1
)
-
[
DTK-22.10.1
](
https://cancon.hpccube.com:65024/1/main/DTK-22.10.1
)
...
@@ -99,7 +99,7 @@ ofrecord-imagenet
...
@@ -99,7 +99,7 @@ ofrecord-imagenet
bash examples/infer_graph.sh
bash examples/infer_graph.sh
## result
## result
<img
src=
"http://developer.
hpccube.com
/codes/modelzoo/resnet50_oneflow/-/raw/main/result.png"
alt=
"result.png"
style=
"zoom:50%;"
/>
<img
src=
"http://developer.
sourcefind.cn
/codes/modelzoo/resnet50_oneflow/-/raw/main/result.png"
alt=
"result.png"
style=
"zoom:50%;"
/>
### 精度
### 精度
...
@@ -123,7 +123,7 @@ ofrecord-imagenet
...
@@ -123,7 +123,7 @@ ofrecord-imagenet
## 源码仓库及问题反馈
## 源码仓库及问题反馈
-
https://developer.
hpccube.com
/codes/modelzoo/resnet50_oneflow
-
https://developer.
sourcefind.cn
/codes/modelzoo/resnet50_oneflow
## 参考资料
## 参考资料
...
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