Copilot 57. Insomnia 58. IntelliJ HTTP 客户端插件 59. KEDA 60. Kubeconform 61. mob 62. MobSF 63. Mocks Server 64. Prisma 运行时防护 65. Terratest 66. Thanos 67. Yalc 评估 68. ChatGPT 69. Codeium 70. GitHub 合并队列 71 82. Tabnine 暂缓 — 采纳 83. Playwright 试验 84. .NET Minimal API 85. Ajv 86. Armeria 87. AWS SAM 88. Dart 89. fast-check 90. Kotlin with Spring 91. Mockery 92. Netflix DGS 93. OpenTelemetry 94. Polars 95 Copilot 57. Insomnia 58. IntelliJ HTTP 客户端插件 59. KEDA 60. Kubeconform 61. mob 62. MobSF 63. Mocks Server 64. Prisma 运行时防护 65. Terratest 66. Thanos 67. Yalc 评估 68. ChatGPT 69. Codeium 70. GitHub 合并队列 71

组件异常 • API Server Load Balancer 异常 • API Server Pod 异常 影响 • 通过 API Server 访问集群概率失败 • 升级集群失败 Load Balancer Service Master API Server Pod Master API Server Pod Master API Server Pod Kubernetes /Standalong） 问题检测 • 硬件（CPU、内存、磁盘） • 操作系统（ NTP、内核死锁、文件系统异常） • Container Runtime（无响应） 问题上报 • API server • Prometheus node-problem-detector Sonobuoy 运行模式 • 集群节点（Collector Pod + DaemonSet/One Shot）

应用实例的生命周期 API Server Eviction Controller Kubernetes Platform沉淀公共运维能力 • Operator Platform Kubernetes API Server Operator Manager sidecar framework 运维能力 operator sidecar framework 运维能力 operator

schematic that describes the administrative interface for our nginx deployment. spec: workloadType: Server osType: linux containers: - name: nginx image: name: nginx:1.7.9 digest: env: - name: parameters (schemas) 1.Description of the application Component 核心workload 可访问 可复制 长久运行 Server √ √ √ Singleton Server √ × √ Worker × √ √ Singleton Worker × × √ Task × √ × Singleton Task × × × apiVersion: schematic that describes the administrative interface for our nginx deployment. spec: workloadType: Server osType: linux containers: - name: nginx image: name: nginx:1.7.9 digest: env: - name:

启动参数 加载配置 探活 滚动更新 软链接：filepath.EvalSymlinks(fp.path) 微服务的启动阶段 启动参数 加载配置 探活 滚动更新 • HTTP: server.Use(healthcheck.Default()) • gRPC: healthpb.RegisterHealthServer(newServer, health.NewServer()) Balancer Auth Context • Kubernetes DNS Resolver VS Kubernetes API Server Resolver • DNS resolver is builtin in gRPC framework and its out-of-box for users • When connection fail DNS Resolver can resolve

Workshops on FASW 安全 能力扩展：弹性伸缩 Pod Pod Pod 微服务/通用服 务 Autoscaler controller prometheus Metrics-server APP弹性伸缩： • 主动扩缩容 • 扩容可以指定新版本 • 缩容可以定点裁撤 自动扩缩容 • 资源阈值 • 自定义指标阈值 • 实例个数范围 • 周期性自动伸缩 Autoscaler 异构GPU统一管理 多种调度策略，多租户管理GPU卡 与CPU核自动绑定 支持单机多卡和多机多卡 发表论文：《Gaia Scheduler: A Kubernetes-based Scheduler Framework》 The IEEE ISPA 2018 (16th IEEE International Symposium on Parallel and Distributed Processing with

Containers Demo: Serving the Model with TF Serving • Options for serving • Wrap model in a web framework (eg – Flask) • Tensorflow Serving • Seldon Demo: Run TensorFlow Training with Kubeflow

(AKS) 平台作为 Alauda 一系列平台的基础，可以与其他平台共同使用， 例如：Alauda Container Platform (ACP)，包括：DevOps、Service Framework、Service Alauda Kubernetes 白皮书 灵雀云 5 Mesh，Machine Learning 等，构成完整的产品闭环，可以根据企业定制化的使用场景，选

给Node打分 （软性选择） 绑定周期 • 向binding接⼝发送Post请求，把结果告诉k8s
 基于CPU实时使⽤率的调度器 借助Scheduling Framework可以实现⾃定义的调度器 score=(1 - cpu_used_seconds / cpu_total ) * Maxscore 未来规划 垂涎已久的架构 ServiceMesh 实际案例

kubelet Installation - master - SSH - Install scheduler - Install controller manager - Install API server - Config them correctly - Start them Installation - etcd - SSH - Install etcd - Config them correctly etcd Kubelet Bootkube API Server Scheduler Controller Manager etcd Kubelet Bootkube API Server Scheduler Controller Manager etcd Kubelet Bootkube API Server Scheduler Controller Manager Bootkube API Server Scheduler Controller Manager etcd Kubelet Create: Deployment Daemonset Service Secret Bootkube API Server Scheduler Controller Manager etcd Kubelet Pods API Server Scheduler