目录
- 一、背景
- 二、官网代码示例
- 三、锁的实现
一、背景
在kubernetes的世界中,很多组件仅仅需要一个实例在运行,比如controller-manager或第三方的controller,但是为了高可用性,需要组件有多个副本,在发生故障的时候需要自动切换。因此,需要利用leader election的机制多副本部署,单实例运行的模式。应用程序可以使用外部的组件比如ZooKeeper或Etcd等中间件进行leader eleaction, ZooKeeper的实现是采用临时节点的方案,临时节点存活与客户端与ZooKeeper的会话期间,在会话结束后,临时节点会被立刻删除,临时节点被删除后,其他处于被动状态的服务实例会竞争生成临时节点,生成临时节点的客户端(服务实例)就变成Leader,从而保证整个集群中只有一个活跃的实例,在发生故障的时候,也能快速的实现主从之间的迁移。Etcd是一个分布式的kv存储组件,利用Raft协议维护副本的状态服务,Etcd的Revision机制可以实现分布式锁的功能,Etcd的concurrency利用的分布式锁的能力实现了选Leader的功能(本文更多关注的是k8s本身的能力,Etcd的concurrency机制不做详细介绍)。
kubernetes使用的Etcd作为底层的存储组件,因此我们是不是有可能利用kubernetes的API实现选leader的功能呢?其实kubernetes的SIG已经提供了这方面的能力,主要是通过configmap/lease/endpoint的资源实现选Leader的功能。
二、官网代码示例
kubernetes官方提供了一个使用的例子,源码在:github.com/kubernetes/…
选举的过程中,每个实例的状态有可能是:
- 选择成功->运行业务代码
- 等待状态,有其他实例成为了leader。当leader放弃锁后,此状态的实例有可能会成为新的leader
- 释放leader的锁,在运行的业务代码退出
在稳定的环境中,实例一旦成为了leader,通常情况是不会释放锁的,会保持一直运行的状态,这样有利于业务的稳定和Controller快速的对资源的状态变化做成相应的操作。只有在网络不稳定或误操作删除实例的情况下,才会触发leader的重新选举。
kubernetes官方提供的选举例子详解如下:
package main
import (
"context"
"flag"
"os"
"os/signal"
"syscall"
"time"
"github.com/google/uuid"
metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
clientset "k8s.io/client-go/kubernetes"
"k8s.io/client-go/rest"
"k8s.io/client-go/tools/clientcmd"
"k8s.io/client-go/tools/leaderelection"
"k8s.io/client-go/tools/leaderelection/resourcelock"
"k8s.io/klog/v2"
)
func buildConfig(kubeconfig string) (*rest.Config, error) {
if kubeconfig != "" {
cfg, err := clientcmd.BuildConfigFromFlags("", kubeconfig)
if err != nil {
return nil, err
}
return cfg, nil
}
cfg, err := rest.InClusterConfig()
if err != nil {
return nil, err
}
return cfg, nil
}
func main() {
klog.InitFlags(nil)
var kubeconfig string
var leaseLockName string
var leaseLockNamespace string
var id string
// kubeconfig 指定了kubernetes集群的配置文文件路径
flag.StringVar(&kubeconfig, "kubeconfig", "", "absolute path to the kubeconfig file")
// 锁的拥有者的ID,如果没有传参数进来,就随机生成一个
flag.StringVar(&id, "id", uuid.New().String(), "the holder identity name")
// 锁的ID,对应kubernetes中资源的name
flag.StringVar(&leaseLockName, "lease-lock-name", "", "the lease lock resource name")
// 锁的命名空间
flag.StringVar(&leaseLockNamespace, "lease-lock-namespace", "", "the lease lock resource namespace")
// 解析命令行参数
flag.Parse()
if leaseLockName == "" {
klog.Fatal("unable to get lease lock resource name (missing lease-lock-name flag).")
}
if leaseLockNamespace == "" {
klog.Fatal("unable to get lease lock resource namespace (missing lease-lock-namespace flag).")
}
// leader election uses the Kubernetes API by writing to a
// lock object, which can be a LeaseLock object (preferred),
// a ConfigMap, or an Endpoints (deprecated) object.
// Conflicting writes are detected and each client handles those actions
// independently.
config, err := buildConfig(kubeconfig)
if err != nil {
klog.Fatal(err)
}
// 获取kubernetes集群的客户端,如果获取不到,就抛异常退出
client := clientset.NewForConfigOrDie(config)
// 模拟Controller的逻辑代码
run := func(ctx context.Context) {
// complete your controller loop here
klog.Info("Controller loop...")
// 不退出
select {}
}
// use a Go context so we can tell the leaderelection code when we
// want to step down
ctx, cancel := context.WithCancel(context.Background())
defer cancel()
// listen for interrupts or the Linux SIGTERM signal and cancel
// our context, which the leader election code will observe and
// step down
// 处理系统的系统,收到SIGTERM信号后,会退出进程
ch := make(chan os.Signal, 1)
signal.Notify(ch, os.Interrupt, syscall.SIGTERM)
go func() {
<-ch
klog.Info("Received termination, signaling shutdown")
cancel()
}()
// we use the Lease lock type since edits to Leases are less common
// and fewer objects in the cluster watch "all Leases".
// 根据参数,生成锁。这里使用的Lease这种类型资源作为锁
lock := &resourcelock.LeaseLock{
LeaseMeta: metav1.ObjectMeta{
Name: leaseLockName,
Namespace: leaseLockNamespace,
},
// 跟kubernetes集群关联起来
Client: client.CoordinationV1(),
LockConfig: resourcelock.ResourceLockConfig{
Identity: id,
},
}
// start the leader election code loop
// 注意,选举逻辑启动时候,会传入ctx参数,如果ctx对应的cancel函数被调用,那么选举也会结束
leaderelection.RunOrDie(ctx, leaderelection.LeaderElectionConfig{
// 选举使用的锁
Lock: lock,
// IMPORTANT: you MUST ensure that any code you have that
// is protected by the lease must terminate **before**
// you call cancel. Otherwise, you could have a background
// loop still running and another process could
// get elected before your background loop finished, violating
// the stated goal of the lease.
//主动放弃leader,当ctx canceled的时候
ReleaseOnCancel: true,
LeaseDuration: 60 * time.Second, // 选举的任期,60s一个任期,如果在60s后没有renew,那么leader就会释放锁,重新选举
RenewDeadline: 15 * time.Second, // renew的请求的超时时间
RetryPeriod: 5 * time.Second, // leader获取到锁后,renew leadership的间隔。非leader,抢锁成为leader的间隔(有1.2的jitter因子,详细看代码)
// 回调函数的注册
Callbacks: leaderelection.LeaderCallbacks{
// 成为leader的回调
OnStartedLeading: func(ctx context.Context) {
// we're notified when we start - this is where you would
// usually put your code
// 运行controller的逻辑
run(ctx)
},
OnStoppedLeading: func() {
// we can do cleanup here
// 退出leader的
klog.Infof("leader lost: %s", id)
os.Exit(0)
},
OnNewLeader: func(identity string) {
// 有新的leader当选
// we're notified when new leader elected
if identity == id {
// I just got the lock
return
}
klog.Infof("new leader elected: %s", identity)
},
},
})
}
启动一个实例,观察日志输出和kubernetes集群上的lease资源,启动命令
go run main.go --kubeconfig=/tmp/test-kubeconfig.yaml -logtostderr=true -lease-lock-name=example -lease-lock-namespace=default -id=1
可以看到,日志有输出,id=1的实例获取到资源了。
go run main.go --kubeconfig=/tmp/test-kubeconfig.yaml -logtostderr=true -lease-lock-name=example -lease-lock-namespace=default -id=1 I1023 17:00:21.670298 94227 leaderelection.go:248] attempting to acquire leader lease default/example... I1023 17:00:21.784234 94227 leaderelection.go:258] successfully acquired lease default/example I1023 17:00:21.784316 94227 main.go:78] Controller loop...
在kubernetes的集群上,看到
我们接着启动一个实例,id=2,日志中输出
go run main.go --kubeconfig=/tmp/test-kubeconfig.yaml -logtostderr=true -lease-lock-name=example -lease-lock-namespace=default -id=2 I1023 17:05:00.555145 95658 leaderelection.go:248] attempting to acquire leader lease default/example... I1023 17:05:00.658202 95658 main.go:151] new leader elected: 1
可以看出,id=2的实例,没有获取到锁,并且观察到id=1的锁获取到了实例。接着我们尝试退出id=1的实例,观察id=2的实例是否会成为新的leader
三、锁的实现
kubernets的资源都可以实现Get/Create/Update的操作,因此,理论上所有的资源都可以作为锁的底层。kubernetes 提供了Lease/Configmap/Endpoint作为锁的底层。
锁的状态转移如下:
锁需要实现以下的接口
type Interface interface {
// Get returns the LeaderElectionRecord
Get(ctx context.Context) (*LeaderElectionRecord, []byte, error)
// Create attempts to create a LeaderElectionRecord
Create(ctx context.Context, ler LeaderElectionRecord) error
// Update will update and existing LeaderElectionRecord
Update(ctx context.Context, ler LeaderElectionRecord) error
// RecordEvent is used to record events
RecordEvent(string)
// Identity will return the locks Identity
Identity() string
// Describe is used to convert details on current resource lock
// into a string
Describe() string
}
理论上,有Get/Create/Update三个方法,就可以实现锁的机制了。但是,需要保证update和create操作的原子性,这个就是kuberenetes的机制保证了。第二章的官网代码例子中,leaderelection.RunOrDie
使用的RunOrDie接口,其实就是调用Run接口,而Run接口实现非常简单:
func (le *LeaderElector) Run(ctx context.Context) {
defer runtime.HandleCrash()
defer func() {
le.config.Callbacks.OnStoppedLeading()
}()
// 获取锁,如果没有获取到,就一直等待
if !le.acquire(ctx) {
return // ctx signalled done
}
ctx, cancel := context.WithCancel(ctx)
defer cancel()
// 获取到锁后,需要调用回调函数中的OnStartedLeading,运行controller的代码
go le.config.Callbacks.OnStartedLeading(ctx)
// 获取到锁后,需要不断地进行renew操作
le.renew(ctx)
}
LeaderElector关键是需要acquire和renew的操作,acquire和renew操作代码如下:
func (le *LeaderElector) acquire(ctx context.Context) bool {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
succeeded := false
desc := le.config.Lock.Describe()
klog.Infof("attempting to acquire leader lease %v...", desc)
// 此接口会阻塞,利用定时的机制,获取锁,如果获取不到一直循环,除非ctx被取消。
wait.JitterUntil(func() {
// 获取锁
succeeded = le.tryAcquireOrRenew(ctx)
le.maybeReportTransition()
if !succeeded {
klog.V(4).Infof("failed to acquire lease %v", desc)
return
}
le.config.Lock.RecordEvent("became leader")
le.metrics.leaderOn(le.config.Name)
klog.Infof("successfully acquired lease %v", desc)
cancel()
}, le.config.RetryPeriod, JitterFactor, true, ctx.Done())
return succeeded
}
// renew loops calling tryAcquireOrRenew and returns immediately when tryAcquireOrRenew fails or ctx signals done.
func (le *LeaderElector) renew(ctx context.Context) {
ctx, cancel := context.WithCancel(ctx)
defer cancel()
// 循环renew机制,renew成功,不会返回true,导致Until会不断循环
wait.Until(func() {
//RenewDeadline的实现在这里,如果renew超过了RenewDeadline,会导致renew失败,主退出
timeoutCtx, timeoutCancel := context.WithTimeout(ctx, le.config.RenewDeadline)
defer timeoutCancel()
err := wait.PollImmediateUntil(le.config.RetryPeriod, func() (bool, error) {
// renew锁
return le.tryAcquireOrRenew(timeoutCtx), nil
}, timeoutCtx.Done())
le.maybeReportTransition()
desc := le.config.Lock.Describe()
if err == nil {
klog.V(5).Infof("successfully renewed lease %v", desc)
// renew成功
return
}
le.config.Lock.RecordEvent("stopped leading")
le.metrics.leaderOff(le.config.Name)
klog.Infof("failed to renew lease %v: %v", desc, err)
cancel()
}, le.config.RetryPeriod, ctx.Done())
// if we hold the lease, give it up
if le.config.ReleaseOnCancel {
le.release()
}
}
关键的实现在于tryAcquireOrRenew,而tryAcquireOrRenew就是依赖锁的状态转移机制完成核心逻辑。
func (le *LeaderElector) tryAcquireOrRenew(ctx context.Context) bool {
now := metav1.Now()
leaderElectionRecord := rl.LeaderElectionRecord{
HolderIdentity: le.config.Lock.Identity(),
LeaseDurationSeconds: int(le.config.LeaseDuration / time.Second),
RenewTime: now,
AcquireTime: now,
}
// 1. obtain or create the ElectionRecord
// 检查锁有没有
oldLeaderElectionRecord, oldLeaderElectionRawRecord, err := le.config.Lock.Get(ctx)
if err != nil {
// 没有锁的资源,就创建一个
if !errors.IsNotFound(err) {
klog.Errorf("error retrieving resource lock %v: %v", le.config.Lock.Describe(), err)
return false
}
if err = le.config.Lock.Create(ctx, leaderElectionRecord); err != nil {
klog.Errorf("error initially creating leader election record: %v", err)
return false
}
//对外宣称自己成为了leader
le.setObservedRecord(&leaderElectionRecord)
return true
}
// 2. Record obtained, check the Identity & Time
if !bytes.Equal(le.observedRawRecord, oldLeaderElectionRawRecord) {
// 这个机制很重要,会如果leader会不断正常renew这个锁,oldLeaderElectionRawRecord会一直发生变化,发生变化会更新le.observedTime
le.setObservedRecord(oldLeaderElectionRecord)
le.observedRawRecord = oldLeaderElectionRawRecord
}
// 如果还没超时并且此实例不是leader(leader是其他实例),那么就直接退出
if len(oldLeaderElectionRecord.HolderIdentity) > 0 &&
le.observedTime.Add(le.config.LeaseDuration).After(now.Time) &&
!le.IsLeader() {
klog.V(4).Infof("lock is held by %v and has not yet expired", oldLeaderElectionRecord.HolderIdentity)
return false
}
// 3. We're going to try to update. The leaderElectionRecord is set to it's default
// here. Let's correct it before updating.
// 如果是leader,就更新时间RenewTime,保证其他实例(非主)可以观察到:主还活着
if le.IsLeader() {
leaderElectionRecord.AcquireTime = oldLeaderElectionRecord.AcquireTime
leaderElectionRecord.LeaderTransitions = oldLeaderElectionRecord.LeaderTransitions
} else {
// 不是leader,那么锁就发生了转移
leaderElectionRecord.LeaderTransitions = oldLeaderElectionRecord.LeaderTransitions + 1
}
// 更新锁
// update the lock itself
if err = le.config.Lock.Update(ctx, leaderElectionRecord); err != nil {
klog.Errorf("Failed to update lock: %v", err)
return false
}
le.setObservedRecord(&leaderElectionRecord)
return true
}