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docs(architecture docs): update docs content
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## 时间序列异常检测学件的架构 | ||
## 时间序列异常检测学件的架构 | ||
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![code_arch.png](images/code_arch.png) | ||
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时间序列异常检测学件的整体分层涉及,可以分为以下四层: | ||
时间序列异常检测工程的整体分层,可以分为以下五层: | ||
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1. **数据层(DB)**:存储检测异常信息、样本信息、任务信息等 | ||
1. **数据层(DB)**:存储检测异常信息、样本信息、任务信息等 | ||
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2. **服务层(server)**: 服务层划分为四大模块 | ||
2. **服务层(SERVICE)**: 服务层划分为两大模块 | ||
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1. **数据驱动模块DAO**: 封装了和DB层常见的数据操作接口。 | ||
1. **数据驱动模块DAO**: 封装了和DB层常见的数据操作接口。 | ||
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2. **特征计算模块feature**: 提供三类时间序列的特征(统计特征、拟合特征、分类特征)用于对时序数据进行特征提取,在监督学习和训练中使用。 | ||
2. **业务模块service**: 完成API层的具体业务逻辑。 | ||
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3. **算法模块feature**: 提供常见的几种机器学习算法封装(统计判别算法、指数移动平均算法、多项式算法、GBDT和xgboost等)用于对序数据进行联合仲裁检测。 | ||
3. **学件层(LEARNWARE)**:学件层划分为三大模块 | ||
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1. **检测模块detect**: 提供时间序列异常检测接口 | ||
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4. **业务模块business**: 业务模块是基于原子接口封装,完成API层的具体业务逻辑。 | ||
2. **特征计算模块features**: 提供三类时间序列的特征(统计特征、拟合特征、分类特征)用于对时序数据进行特征提取,在监督学习和训练中使用。 | ||
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3. **接口层(api)**: 提供API能力,时间序列异常检测接口和WEB管理的操作接口。 | ||
3. **算法模块algorithm**: 提供常见的几种机器学习算法封装(统计判别算法、指数移动平均算法、多项式算法、GBDT和xgboost等)用于对序数据进行联合仲裁检测。 | ||
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4. **接口层(API)**: 提供API能力,时间序列异常检测接口和WEB管理的操作接口。 | ||
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4. **WEB层(web)**: 系统提供的WEB服务,通过服务界面,用户可以进行异常查询、打标标注、样本库管理、模型训练等操作。 | ||
5. **WEB层(WEB)**: 系统提供的WEB服务,通过服务界面,用户可以进行异常查询、打标标注、样本库管理、模型训练等操作。 |