by WangYC_99

@NWPU changan Dec.31st 2021

Dataset:CIFAR-10

https://www.cs.toronto.edu/~kriz/cifar.html

Module Structure

https://www.researchgate.net/profile/Yiren_Zhou/publication/312170477/figure/download/fig2/AS:448817725218817@1484017892180/Structure-of-CIFAR10-quick-model.png

Pytorch

https://pytorch.org

Conv Explain

Conv-2d: https://pytorch.org/docs/stable/generated/torch.nn.Conv2d.html#torch.nn.Conv2d

Conv-graph: https://github.com/vdumoulin/conv_arithmetic/blob/master/README.md

install a-tune:

安装依赖软件包

yum install -y golang-bin python3 perf sysstat hwloc-gui ​

安装A-Tune服务的依赖包

yum install -y python3-dict2xml python3-flask-restful python3-pandas python3-scikit-optimize python3-xgboost python3-pyyaml ​

安装数据库依赖包

yum install -y python3-sqlalchemy python3-cryptography yum install -y python3-psycopg2 ​

下载源码并编译安装

git clone https://gitee.com/openeuler/A-Tune.git # 使用git命令克隆远程gitee仓库到openEuler服务器 cd A-Tune make models -i make make collector-install make install

cat /etc/atuned/atuned.cnf # 查看配置文件

systemctl daemon-reload # 加载服务 systemctl start atuned # 启动服务 systemctl start atune-engine systemctl status atuned # 查看服务状态