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祈雨的笔记

安全多方计算MPC spark原理解析 kueue执行源码分析 spark on k8s执行源码分析 系统压测遇到的缓存击穿问题 我的世界PC与安卓联机 蚂蚁金服流量投放平台的AIG改造 G1大对象致Old区占用率高 日志打印导致接口响应率下跌分析 Groovy加载类导致OOM分析 ERROR日志打印导致CPU满载 记OceanBase死锁超时 应用发版期间服务响应超时 Ark Serverless初探 系统优化复盘一二三 The user specified as a definer does not exist Kong网关初探 API网关选型调研 CPU火焰图常用工具 配置中心选型调研 root操作Nginx导致用户组错误 基于Proxifier使用代理 FastJSON字段智能匹配踩坑 Nacos初探 记一次Nginx服务器CPU满荷载故障 基于券系统分库分表的思考 limit不参与SQL成本计算致索引失效 Linux常用性能监控命令 golang低版本http2偶现400 hostname in certificate didn't match 常见对称加密原理以及应用 tcp_tw_recycle引起的TCP握手失败 记一次mysql执行DDL导致锁表 mysql磁盘占用查看 mysql对text字段update致磁盘增长 elasticsearch报错index read-only TIME_WAIT与Http的Keep-Alive 记一次TIME_WAIT导致连接数报警 记一次生产事故OOM问题排查 redis分布式锁RedissonLock的实现细节 webservice复杂加密签名(2)java调用 webservice复杂加密签名(1)SoapUI mysql延时关联 利用中间人拦截实现APP内H5窜改 MySQL表字符集不同导致关联查询索引失效 通过SSH隧道远程办公 数据落盘方案 BeanDefinitionRegistryPostProcessor扩展 mysql空间索引 HTTPS攻击 spring循环依赖过程解析 elasticsearch性能优化 mysql IS NULL 使用索引 mysql字符集utf8mb4失效踩坑 常用加密算法 xml与javaBean转换 初探InnoDB MVCC源码实现 mysql索引原理 redis之list源码分析 redis之key过期源码分析 redis之string源码分析 redis之hash源码分析 线程池之ThreadPoolExecutor mysql数据页结构 Using temporary与Using filesort mysql回表致索引失效 springboot(28)HTTP连接池 定时任务之ScheduledThreadPoolExecutor elasticsearch常用script聚合 elasticsearch实现like查询 elasticsearch实现乐观锁 elasticsearch准实时原理 springboot(27)自定义缓存读写机制CachingConfigurerSupport optimizer tracing arthas常用命令 HTTP和HTTPS详解 redis集群选举机制 kafka消息重试 一点压力测试的经验 kafka架构概念 explain分析sql语句字段的解释 JVM问题分析处理手册 logstash过滤器(2)date logstash过滤器(3)dissect logstash编码器(1)json logstash编码器(2)multiline logstash表达式 logstash输入(1)通用选项 logstash输入(3)file logstash过滤器(1)通用选项 logstash输入(2)stdin logstash安装 记一次前端vConsole导致JSON序列化错误排查 解决多个异步操作嵌套问题 fastjson反序列化失败autoType is not support RTMP串流服务 POI自动调整列宽错误 Nginx+Lua实现动态黑名单 使用curl命令模拟POST和GET请求 ResponseEntity下载文件
spark-operator源码解析
祈雨的笔记 · 2024-07-28 · via 祈雨的笔记

Apache Spark的Kubernetes Operator旨在使指定和运行Spark应用程序变得像在Kubernetes上运行其他工作负载一样简单且符合惯例。它使用 Kubernetes 自定义资源来指定、运行和显示Spark应用程序的状态。

具体来说,用户使用sparkctl(或kubectl)创建一个SparkApplication对象。SparkApplication控制器通过 API 服务器的观察器接收对象,创建携带spark-submit参数的提交,并将提交发送给提交运行器。提交运行器提交应用程序运行并创建应用程序的驱动程序 pod。驱动程序 pod 启动后会创建执行器 pod。在应用程序运行时,Spark pod 监视器会监视应用程序的 pod,并将 pod 的状态更新发送回控制器,然后控制器会相应地更新应用程序的状态。

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func (c *Controller) syncSparkApplication(key string) error {
namespace, name, err := cache.SplitMetaNamespaceKey(key)
if err != nil {
return fmt.Errorf("failed to get the namespace and name from key %s: %v", key, err)
}
app, err := c.getSparkApplication(namespace, name)
if err != nil {
return err
}
if app == nil {

return nil
}
if !app.DeletionTimestamp.IsZero() {
c.handleSparkApplicationDeletion(app)
return nil
}

appCopy := app.DeepCopy()


v1beta2.SetSparkApplicationDefaults(appCopy)


switch appCopy.Status.AppState.State {
case v1beta2.NewState:
c.recordSparkApplicationEvent(appCopy)
if err := c.validateSparkApplication(appCopy); err != nil {
appCopy.Status.AppState.State = v1beta2.FailedState
appCopy.Status.AppState.ErrorMessage = err.Error()
} else {
appCopy = c.submitSparkApplication(appCopy)
}
case v1beta2.SucceedingState:
if !shouldRetry(appCopy) {
appCopy.Status.AppState.State = v1beta2.CompletedState
c.recordSparkApplicationEvent(appCopy)
} else {
if err := c.deleteSparkResources(appCopy); err != nil {
glog.Errorf("failed to delete resources associated with SparkApplication %s/%s: %v",
appCopy.Namespace, appCopy.Name, err)
return err
}
appCopy.Status.AppState.State = v1beta2.PendingRerunState
}
case v1beta2.FailingState:
if !shouldRetry(appCopy) {
appCopy.Status.AppState.State = v1beta2.FailedState
c.recordSparkApplicationEvent(appCopy)
} else if isNextRetryDue(appCopy.Spec.RestartPolicy.OnFailureRetryInterval, appCopy.Status.ExecutionAttempts, appCopy.Status.TerminationTime) {
if err := c.deleteSparkResources(appCopy); err != nil {
glog.Errorf("failed to delete resources associated with SparkApplication %s/%s: %v",
appCopy.Namespace, appCopy.Name, err)
return err
}
appCopy.Status.AppState.State = v1beta2.PendingRerunState
}
case v1beta2.FailedSubmissionState:
if !shouldRetry(appCopy) {

appCopy.Status.AppState.State = v1beta2.FailedState
c.recordSparkApplicationEvent(appCopy)
} else if isNextRetryDue(appCopy.Spec.RestartPolicy.OnSubmissionFailureRetryInterval, appCopy.Status.SubmissionAttempts, appCopy.Status.LastSubmissionAttemptTime) {
if c.validateSparkResourceDeletion(appCopy) {
c.submitSparkApplication(appCopy)
} else {
if err := c.deleteSparkResources(appCopy); err != nil {
glog.Errorf("failed to delete resources associated with SparkApplication %s/%s: %v",
appCopy.Namespace, appCopy.Name, err)
return err
}
}
}
case v1beta2.InvalidatingState:

if err := c.deleteSparkResources(appCopy); err != nil {
glog.Errorf("failed to delete resources associated with SparkApplication %s/%s: %v",
appCopy.Namespace, appCopy.Name, err)
return err
}
c.clearStatus(&appCopy.Status)
appCopy.Status.AppState.State = v1beta2.PendingRerunState
case v1beta2.PendingRerunState:
glog.V(2).Infof("SparkApplication %s/%s is pending rerun", appCopy.Namespace, appCopy.Name)
if c.validateSparkResourceDeletion(appCopy) {
glog.V(2).Infof("Resources for SparkApplication %s/%s successfully deleted", appCopy.Namespace, appCopy.Name)
c.recordSparkApplicationEvent(appCopy)
c.clearStatus(&appCopy.Status)
appCopy = c.submitSparkApplication(appCopy)
}
case v1beta2.SubmittedState, v1beta2.RunningState, v1beta2.UnknownState:
if err := c.getAndUpdateAppState(appCopy); err != nil {
return err
}
case v1beta2.CompletedState, v1beta2.FailedState:
if c.hasApplicationExpired(app) {
glog.Infof("Garbage collecting expired SparkApplication %s/%s", app.Namespace, app.Name)
err := c.crdClient.SparkoperatorV1beta2().SparkApplications(app.Namespace).Delete(context.TODO(), app.Name, metav1.DeleteOptions{GracePeriodSeconds: int64ptr(0)})
if err != nil && !errors.IsNotFound(err) {
return err
}
return nil
}
if err := c.getAndUpdateExecutorState(appCopy); err != nil {
return err
}
}

if appCopy != nil {
err = c.updateStatusAndExportMetrics(app, appCopy)
if err != nil {
glog.Errorf("failed to update SparkApplication %s/%s: %v", app.Namespace, app.Name, err)
return err
}

if state := appCopy.Status.AppState.State; state == v1beta2.CompletedState ||
state == v1beta2.FailedState {
if err := c.cleanUpOnTermination(app, appCopy); err != nil {
glog.Errorf("failed to clean up resources for SparkApplication %s/%s: %v", app.Namespace, app.Name, err)
return err
}
}
}

return nil
}