License: MIT License
kasos 是一个基于 kubernetes 的水平自动扩缩容系统, 用基于数据的深度学习方法改善K8s水平自动扩缩容的效果
系统管控模块用于管理系统的元信息并提供对外交互接口
数据收集模块采用了开源的kube-prometheus解决方案，用于灵活增删待监控的服务并配置Grafana看板
模型训练模块自动从Prometheus拉取任务并触发模型训练和更新
模型应用模块用于周期性地推理模型预测服务在下一周期的QPS值, 并提供了训练和推理脚本检查的功能
扩缩容执行模块用于收到QPS值后计算服务下一周期的Pod逾期数并做出调整, 提供临界QPS的测试功能
K8s资源构建工具收录了所有本模块在K8s集群中需要构建出的资源定义
一键启动及构建脚本可一键启动minikube集群并在集群中部署本系统, 执行前请确保运行环境的docker守护进程在后台运行
测试服务用于测试本项目的功能和效果的简单web服务
产物与数据本项目的测试数据与模型的对比结果收录
脚本本项目的测试脚本, 数据分析脚本
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