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# 第三届阿里云磐久智维算法大赛（亚军）
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## [官网地址](<https://tianchi.aliyun.com/competition/entrance/531947/introduction>)
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## [官方数据地址](https://tianchi.aliyun.com/competition/entrance/531947/information?lang=zh-cn)
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## 项目目录结构
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```
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├── Dockerfile
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├── README.md
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├── code
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│ ├── catboost_fs.py +++++++++++++++++++++++++++++++ 模型训练代码
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│ ├── generate_feature.py ++++++++++++++++++++++++++ 特征生成代码
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│ ├── generate_pseudo_label.py ++++++++++++++++++++ 伪标签代码
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│ ├── get_crashdump_venus_fea.py +++++++++++++++++++ 新数据特征生成代码
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│ ├── requirements.txt +++++++++++++++++++++++++++++ python包版本
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│ ├── stacking.py ++++++++++++++++++++++++++++++++++ 模型融合代码
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│ └── utils.py +++++++++++++++++++++++++++++++++++++ 小工具脚本
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├── data
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│ ├── preliminary_a_test +++++++++++++++++++++++++++ 初赛A榜测试数据集
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│ ├── preliminary_b_test +++++++++++++++++++++++++++ 初赛B榜测试数据集
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│ └── preliminary_train ++++++++++++++++++++++++++++ 训练集数据
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├── docker_push.sh +++++++++++++++++++++++++++++++++++++++++ Docker镜像构建、push脚本
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├── feature
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│ └── generation +++++++++++++++++++++++++++++++++++ 特征生成文件夹
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├── log ++++++++++++++++++++++++++++++++++++++++++++++++++++ 日志文件夹
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│ ├── catboost.log +++++++++++++++++++++++++++++++++ 模型运行日志
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├── model ++++++++++++++++++++++++++++++++++++++++++++++++++ 模型文件
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├── prediction_result ++++++++++++++++++++++++++++++++++++++ 模型预测结果文件夹
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│ ├── cat_prob_result.csv ++++++++++++++++++++++++++ CATBOOST模型预测概率
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│ ├── catboost_result.csv ++++++++++++++++++++++++++ CATBOOST模型预测结果
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│ └── stacking_result.csv ++++++++++++++++++++++++++ 模型融合结果
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├── run.log ++++++++++++++++++++++++++++++++++++++++++++++++ 代码运行日志
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├── run.sh ++++++++++++++++++++++++++++++++++++++++++++++++ 代码运行脚本
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├── tcdata ++++++++++++++++++++++++++++++++++++++++++++++++ 复赛测试集数据文件夹(具体文件请使用初赛相关文件更改文件名替换)
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│ ├── final_crashdump_dataset_b.csv ++++++++++++++++ 复赛B榜新数据文件
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│ ├── final_sel_log_dataset_b.csv ++++++++++++++++++ 复赛测试集日志文件
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│ ├── final_submit_dataset_b.csv +++++++++++++++++++ 复赛测试集ID
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│ └── final_venus_dataset_b.csv ++++++++++++++++++++ 复赛B榜新数据文件
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├── user_data
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│ └── tmp_data +++++++++++++++++++++++++++++++++++++ 临时文件
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└── 答辩PPT
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└── 悦智AI实验室_20220525.pdf
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```
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## 运行环境
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Python版本为3.8，各个Python包版本见requirements.txt，使用如下命令即可安装：
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```
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pip install -r code/requirements.txt
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```
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## 构建镜像运行代码
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### 构建镜像
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```
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docker build -t [你的镜像仓库]:[TAG] .
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```
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### 运行镜像
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```
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docker run [你的镜像ID] sh run.sh
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```
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### push 镜像
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```
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docker push [你的仓库地址]:[TAG]
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```
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### 运行&push 镜像
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```
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bash docker_push.sh
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```
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## 运行代码
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```
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bash run.sh
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```
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## 终榜亚军
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<img src="assets/亚军盖章.jpg" alt="亚军盖章" title="亚军盖章" width="500" height = "700" />
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