MySQL高级讲座篇之:在`Kubernetes`环境中,如何利用`Operator`模式管理MySQL集群的生命周期?

各位观众老爷们,大家好!我是今天的主讲人,江湖人称“代码搬运工”,今天咱们来聊聊如何在 Kubernetes 的世界里,用 Operator 模式优雅地管理 MySQL 集群的生命周期。准备好了吗?坐稳扶好,发车咯!

一、啥是 Operator?为啥要用它管 MySQL?

咱们先来掰扯掰扯啥是 Operator。简单来说,Operator 就是 Kubernetes 的“高级管理员”,它能理解某个特定应用程序(比如 MySQL)的运行逻辑,并根据你定义的配置,自动完成部署、升级、备份、恢复等等操作。

想象一下,没有 Operator 的日子,你得自己手动创建 Deployment、Service、PersistentVolumeClaim,还得操心数据备份、主从切换,一不小心就容易手忙脚乱。有了 Operator,你只需要告诉它“我想要一个包含3个节点的 MySQL 集群”,它就能自动帮你搞定一切,是不是很香?

为啥要用 Operator 管 MySQL 呢?理由如下:

  • 自动化运维: 告别手动操作,让 Operator 自动完成部署、升级、备份、恢复等繁琐任务。
  • 声明式配置: 通过定义 YAML 文件,声明你期望的 MySQL 集群状态,Operator 会自动将其变为现实。
  • 高可用保障: Operator 可以监控 MySQL 集群的健康状态,并在出现故障时自动进行主从切换或节点修复。
  • 可扩展性: 轻松扩展 MySQL 集群的规模,只需修改 YAML 文件,Operator 就能自动添加或删除节点。
  • 一致性: 确保所有 MySQL 集群都按照相同的配置和策略运行,避免出现配置漂移。

二、Operator 的核心组件:CRD、Controller、Custom Resource

Operator 的核心由三个部分组成,它们协同工作,共同完成对应用程序的管理:

  • Custom Resource Definition (CRD): 告诉 Kubernetes “我定义了一种新的资源类型,叫做 MySQLCluster”。
  • Custom Resource (CR): 基于 CRD 创建的实例,例如“一个包含3个节点的 MySQL 集群”。
  • Controller: 负责监听 CR 的变化,并根据 CR 的配置,执行相应的操作,比如创建 Deployment、Service 等。

可以用一个简单的表格来概括一下:

组件 作用 举例
Custom Resource Definition (CRD) 定义了一种新的 Kubernetes 资源类型,描述了资源的 schema 和行为。 apiVersion: apiextensions.k8s.io/v1 kind: CustomResourceDefinition metadata: name: mysqlclusters.example.com spec: group: example.com versions: - name: v1 served: true storage: true schema: openAPIV3Schema: type: object properties: spec: type: object properties: size: type: integer image: type: string scope: Namespaced
Custom Resource (CR) 基于 CRD 创建的资源实例,包含了具体的配置信息。 apiVersion: example.com/v1 kind: MySQLCluster metadata: name: my-mysql-cluster spec: size: 3 image: mysql:8.0
Controller 监听 CR 的变化,并根据 CR 的配置,执行相应的操作,比如创建 Deployment、Service 等。 Controller 本身也是一个运行在 Kubernetes 集群中的 Pod,它使用 Kubernetes API 来管理资源。 (Go 代码,见下文示例)

三、手撸一个简单的 MySQL Operator (Go 语言示例)

接下来,咱们来撸起袖子,用 Go 语言写一个简单的 MySQL Operator。

1. 定义 CRD (mysqlclusters.yaml):

apiVersion: apiextensions.k8s.io/v1
kind: CustomResourceDefinition
metadata:
  name: mysqlclusters.example.com
spec:
  group: example.com
  versions:
    - name: v1
      served: true
      storage: true
      schema:
        openAPIV3Schema:
          type: object
          properties:
            spec:
              type: object
              properties:
                size:
                  type: integer
                  description: Number of MySQL instances in the cluster.
                image:
                  type: string
                  description: MySQL image to use.
  scope: Namespaced
  names:
    plural: mysqlclusters
    singular: mysqlcluster
    kind: MySQLCluster
    shortNames:
      - mc

这个 CRD 定义了一个名为 MySQLCluster 的资源,它有两个属性:size(集群大小)和 image(MySQL 镜像)。

2. 定义 Custom Resource (my-mysql-cluster.yaml):

apiVersion: example.com/v1
kind: MySQLCluster
metadata:
  name: my-mysql-cluster
spec:
  size: 3
  image: mysql:8.0

这个 CR 创建了一个名为 my-mysql-cluster 的 MySQL 集群,包含 3 个节点,使用 mysql:8.0 镜像。

3. 编写 Controller (main.go):

package main

import (
    "context"
    "fmt"
    "os"
    "time"

    appsv1 "k8s.io/api/apps/v1"
    corev1 "k8s.io/api/core/v1"
    metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
    "k8s.io/apimachinery/pkg/runtime"
    "k8s.io/apimachinery/pkg/util/wait"
    "k8s.io/client-go/kubernetes"
    "k8s.io/client-go/kubernetes/scheme"
    "k8s.io/client-go/rest"
    "k8s.io/client-go/tools/cache"
    "k8s.io/client-go/util/workqueue"
    "k8s.io/klog/v2"

    "k8s.io/client-go/tools/clientcmd"

    examplecomv1 "example.com/mysql-operator/pkg/apis/example.com/v1"
    exampleclientset "example.com/mysql-operator/pkg/client/clientset/versioned"
    examplescheme "example.com/mysql-operator/pkg/client/clientset/versioned/scheme"
    exampleinformers "example.com/mysql-operator/pkg/client/informers/externalversions/example.com/v1"
    examplelisters "example.com/mysql-operator/pkg/client/listers/example.com/v1"
)

const controllerAgentName = "mysql-operator"

const (
    // SuccessSynced is used as part of the Event 'reason' when a Foo is synced
    SuccessSynced = "Synced"
    // ErrResourceExists is used as part of the Event 'reason' when a Foo fails
    // to sync due to a Deployment of the same name already existing.
    ErrResourceExists = "ErrResourceExists"

    // MessageResourceExists is the message used for Events when a resource
    // fails to sync due to a Deployment already existing
    MessageResourceExists = "Resource %q already exists and is not managed by Foo"
    // MessageResourceSynced is the message used for an Event when a Foo is synced
    MessageResourceSynced = "Foo synced successfully"
)

// Controller is the controller implementation for Foo resources
type Controller struct {
    // kubeclientset is a standard kubernetes clientset
    kubeclientset kubernetes.Interface
    // sampleclientset is a clientset for our own API group
    sampleclientset exampleclientset.Interface

    // foosLister is lister for Foo resources
    mysqlclustersLister examplelisters.MySQLClusterLister
    // foosSynced is a cache.Controller for Foo resources
    mysqlclustersSynced cache.InformerSynced

    // workqueue is a rate limited work queue. This is used to queue work to be
    // processed instead of performing it as soon as a change happens. This
    // means we can ensure we only process a fixed amount of resources at a
    // time, and makes it easy to ensure we are never overwhelming the system.
    workqueue workqueue.RateLimitingInterface
    // recorder event.Recorder
}

// NewController returns a new sample controller
func NewController(
    kubeclientset kubernetes.Interface,
    sampleclientset exampleclientset.Interface,
    mysqlclusterInformer exampleinformers.MySQLClusterInformer) *Controller {

    // Create event broadcaster
    // Add sample-controller types to the registry so they can be serialized
    examplescheme.AddToScheme(scheme.Scheme)
    //klog.V(4).Info("Setting up event broadcaster")
    //eventBroadcaster := record.NewBroadcaster()
    //eventBroadcaster.StartStructuredLogging(0)
    //recorder := eventBroadcaster.NewRecorder(scheme.Scheme, corev1.EventSource{Component: controllerAgentName})

    controller := &Controller{
        kubeclientset:     kubeclientset,
        sampleclientset:   sampleclientset,
        mysqlclustersLister: mysqlclusterInformer.Lister(),
        mysqlclustersSynced: mysqlclusterInformer.Informer().HasSynced,
        workqueue:         workqueue.NewNamedRateLimitingQueue(workqueue.DefaultControllerRateLimiter(), "MySQLClusters"),
        //recorder:          recorder,
    }

    klog.Info("Setting up event handlers")
    // Set up event handlers for when Foo resources change
    mysqlclusterInformer.Informer().AddEventHandler(cache.ResourceEventHandlerFuncs{
        AddFunc: controller.enqueueMySQLCluster,
        UpdateFunc: func(old, new interface{}) {
            controller.enqueueMySQLCluster(new)
        },
        DeleteFunc: func(obj interface{}) {
            controller.enqueueMySQLCluster(obj)
        },
    })
    return controller
}

// Run will set up the event handlers for types we are interested in, as well
// as syncing informer caches and starting workers. It will block until stopCh
// is closed, at which point it will shutdown the workqueue and wait for
// workers to finish processing their current work items.
func (c *Controller) Run(workers int, stopCh <-chan struct{}) error {
    defer c.workqueue.ShutDown()
    //defer utilruntime.HandleCrash()

    // Start the informer factories to begin populating the informer caches
    klog.Info("Starting MySQLCluster controller")

    // Wait for the caches to be synced before starting workers
    klog.Info("Waiting for informer caches to sync")
    if ok := cache.WaitForCacheSync(stopCh, c.mysqlclustersSynced); !ok {
        return fmt.Errorf("failed to wait for caches to sync")
    }

    klog.Info("Starting workers")
    // Launch two workers to process Foo resources
    for i := 0; i < workers; i++ {
        go wait.Until(c.runWorker, time.Second, stopCh)
    }

    klog.Info("Started workers")
    <-stopCh
    klog.Info("Shutting down workers")

    return nil
}

// runWorker is a long-running function that will continually call the
// processNextWorkItem function in order to read and process a message on the
// workqueue.
func (c *Controller) runWorker() {
    for c.processNextWorkItem() {
    }
}

// processNextWorkItem will read a single work item off the workqueue and
// attempt to process it.
func (c *Controller) processNextWorkItem() bool {
    obj, shutdown := c.workqueue.Get()

    if shutdown {
        return false
    }

    // We wrap this block in a func so we can defer c.workqueue.Done.
    err := func(obj interface{}) error {
        // We call Done here so the workqueue knows we have finished
        // processing this item. We also must remember to call Forget if we
        // do not want this work item to be re-enqueued. For example, we do
        // not re-enqueue items that are invalid such as missing the resource
        // or too old.
        defer c.workqueue.Done(obj)
        var key string
        var ok bool
        // We expect strings to come off the workqueue. These are of the
        // form namespace/name.
        if key, ok = obj.(string); !ok {
            // As the item in the workqueue is actually invalid, we call
            // Forget here. We handle the error similarly to how we handle
            // errors during the syncHandler.
            c.workqueue.Forget(obj)
            //utilruntime.HandleError(fmt.Errorf("expected string in workqueue but got %#v", obj))
            klog.Errorf("expected string in workqueue but got %#v", obj)
            return nil
        }
        // Run the syncHandler, passing it the namespace/name string of the
        // Foo resource to be synced.
        if err := c.syncHandler(key); err != nil {
            // Put the item back on the workqueue to handle any transient errors.
            c.workqueue.AddRateLimited(key)
            return fmt.Errorf("error syncing '%s': %s, requeuing", key, err.Error())
        }
        // Finally, if no error occurred, we Forget this item so it does not
        // get queued again until another change happens.
        c.workqueue.Forget(obj)
        //klog.Infof("Successfully synced '%s'", key)
        klog.Infof("Successfully synced '%s'", key)
        return nil
    }(obj)

    if err != nil {
        //utilruntime.HandleError(err)
        klog.Error(err)
        return true
    }

    return true
}

// enqueueFoo takes a Foo resource and converts it into a namespace/name
// string which is then put onto the work queue. This method should *not* be
// passed resources of any type other than Foo.
func (c *Controller) enqueueMySQLCluster(obj interface{}) {
    var key string
    var err error
    if key, err = cache.MetaNamespaceKeyFunc(obj); err != nil {
        //utilruntime.HandleError(err)
        klog.Error(err)
        return
    }
    c.workqueue.Add(key)
}

// syncHandler compares the actual state with the desired, and attempts to
// converge the two. It then updates the Status block of the Foo resource
// with the current status of the resource.
func (c *Controller) syncHandler(key string) error {
    // Convert the namespace/name string into a distinct namespace and name
    namespace, name, err := cache.SplitMetaNamespaceKey(key)
    if err != nil {
        //utilruntime.HandleError(fmt.Errorf("invalid resource key: %s", key))
        klog.Error(fmt.Errorf("invalid resource key: %s", key))
        return nil
    }

    // Get the Foo resource with this namespace/name
    mysqlcluster, err := c.mysqlclustersLister.MySQLClusters(namespace).Get(name)
    if err != nil {
        // The Foo resource may no longer exist, in which case we stop
        // processing.
        //utilruntime.HandleError(fmt.Errorf("foo '%s/%s' in work queue no longer exists", namespace, name))
        klog.Error(fmt.Errorf("mysqlcluster '%s/%s' in work queue no longer exists", namespace, name))
        return nil
    }

    //deploymentName := foo.Spec.DeploymentName
    deploymentName := mysqlcluster.Name
    if deploymentName == "" {
        // We choose to absorb the error here as the worker would requeue the
        // resource otherwise. Instead, the next time the resource is updated
        // the resource will be queued again.
        //utilruntime.HandleError(fmt.Errorf("%s: deployment name must be specified", key))
        klog.Error(fmt.Errorf("%s: deployment name must be specified", key))
        return nil
    }

    // Get the deployment with the name specified in Foo.spec
    deployment, err := c.kubeclientset.AppsV1().Deployments(namespace).Get(context.TODO(), deploymentName, metav1.GetOptions{})
    // If the resource doesn't exist, we'll create it
    if err != nil && err.Error() == "not found" {
        deployment, err = c.constructDeployment(mysqlcluster)
        if err != nil {
            return err
        }
        deployment, err = c.kubeclientset.AppsV1().Deployments(namespace).Create(context.TODO(), deployment, metav1.CreateOptions{})
    }

    // If an error occurs during Get/Create, we'll requeue the item so we can
    // attempt processing again later. This could have been caused by a
    // transient network problem, or any other external reason.
    if err != nil {
        return err
    }

    // If the Deployment is not controlled by this Foo resource, we should log
    // a warning to the event recorder and ret
    if !metav1.IsControlledBy(deployment, mysqlcluster) {
        msg := fmt.Sprintf(MessageResourceExists, deployment.Name)
        //c.recorder.Event(foo, corev1.EventTypeWarning, ErrResourceExists, msg)
        klog.Warning(msg)
        return fmt.Errorf(msg)
    }

    // Finally, we update the status block of the Foo resource to reflect the
    // current state of the world
    err = c.updateMySQLClusterStatus(mysqlcluster, deployment)
    if err != nil {
        return err
    }

    //c.recorder.Event(foo, corev1.EventTypeNormal, SuccessSynced, MessageResourceSynced)
    return nil
}

func (c *Controller) constructDeployment(mysqlcluster *examplecomv1.MySQLCluster) (*appsv1.Deployment, error) {
    labels := map[string]string{
        "app":        "mysql",
        "controller": mysqlcluster.Name,
    }
    replicas := int32(mysqlcluster.Spec.Size)
    dep := &appsv1.Deployment{
        ObjectMeta: metav1.ObjectMeta{
            Name:      mysqlcluster.Name,
            Namespace: mysqlcluster.Namespace,
            OwnerReferences: []metav1.OwnerReference{
                *metav1.NewControllerRef(mysqlcluster, examplecomv1.SchemeGroupVersion.WithKind("MySQLCluster")),
            },
        },
        Spec: appsv1.DeploymentSpec{
            Replicas: &replicas,
            Selector: &metav1.LabelSelector{
                MatchLabels: labels,
            },
            Template: corev1.PodTemplateSpec{
                ObjectMeta: metav1.ObjectMeta{
                    Labels: labels,
                },
                Spec: corev1.PodSpec{
                    Containers: []corev1.Container{
                        {
                            Name:  "mysql",
                            Image: mysqlcluster.Spec.Image,
                            Ports: []corev1.ContainerPort{
                                {
                                    ContainerPort: 3306,
                                },
                            },
                        },
                    },
                },
            },
        },
    }
    return dep, nil
}

func (c *Controller) updateMySQLClusterStatus(mysqlcluster *examplecomv1.MySQLCluster, deployment *appsv1.Deployment) error {
    // NEVER modify objects from the store. It's a read-only, local cache.
    // You can use DeepCopy() to make a deep copy of original object and modify this copy
    // Or create a brand new object.
    mysqlclusterCopy := mysqlcluster.DeepCopy()
    mysqlclusterCopy.Status.AvailableReplicas = deployment.Status.AvailableReplicas
    // If the CustomResourceSubresources feature gate is not enabled,
    // we must use Update instead of UpdateStatus to update the Status block.
    // UpdateStatus will not allow changes to the Spec of the resource,
    // which is ideal for ensuring nothing other than status changes are updated.
    _, err := c.sampleclientset.ExampleV1().MySQLClusters(mysqlcluster.Namespace).UpdateStatus(context.TODO(), mysqlclusterCopy, metav1.UpdateOptions{})
    return err
}

func main() {
    klog.InitFlags(nil)

    cfg, err := clientcmd.BuildConfigFromFlags("", os.Getenv("KUBECONFIG"))
    if err != nil {
        klog.Fatalf("Error building kubeconfig: %s", err.Error())
        panic(err.Error())
    }

    kubeClient, err := kubernetes.NewForConfig(cfg)
    if err != nil {
        klog.Fatalf("Error building kubernetes clientset: %s", err.Error())
        panic(err.Error())
    }

    exampleClient, err := exampleclientset.NewForConfig(cfg)
    if err != nil {
        klog.Fatalf("Error building example clientset: %s", err.Error())
        panic(err.Error())
    }

    mysqlClusterInformer := exampleinformers.NewMySQLClusterInformer(
        exampleClient,
        "",
        time.Second*30,
        cache.Indexers{},
    )

    controller := NewController(kubeClient, exampleClient, mysqlClusterInformer)

    stopCh := make(chan struct{})
    defer close(stopCh)

    go mysqlClusterInformer.Run(stopCh)

    if err = controller.Run(2, stopCh); err != nil {
        klog.Fatalf("Error running controller: %s", err.Error())
    }
}

4. 其他代码 (pkg/apis/example.com/v1/types.go):

package v1

import (
    metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
)

// +genclient
// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object

// MySQLCluster is a specification for a MySQLCluster resource
type MySQLCluster struct {
    metav1.TypeMeta   `json:",inline"`
    metav1.ObjectMeta `json:"metadata,omitempty"`

    Spec   MySQLClusterSpec   `json:"spec"`
    Status MySQLClusterStatus `json:"status"`
}

// MySQLClusterSpec is the spec for a MySQLCluster resource
type MySQLClusterSpec struct {
    Size  int32  `json:"size"`
    Image string `json:"image"`
}

// MySQLClusterStatus is the status for a MySQLCluster resource
type MySQLClusterStatus struct {
    AvailableReplicas int32 `json:"availableReplicas"`
}

// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object

// MySQLClusterList is a list of MySQLCluster resources
type MySQLClusterList struct {
    metav1.TypeMeta `json:",inline"`
    metav1.ListMeta `json:"metadata"`

    Items []MySQLCluster `json:"items"`
}

5. 其他代码 (pkg/apis/example.com/v1/register.go):

package v1

import (
    metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
    "k8s.io/apimachinery/pkg/runtime"
    "k8s.io/apimachinery/pkg/runtime/schema"
)

const GroupName = "example.com"
const GroupVersion = "v1"

var (
    SchemeGroupVersion = schema.GroupVersion{Group: GroupName, Version: GroupVersion}
    SchemeBuilder      = runtime.NewSchemeBuilder(addKnownTypes)
    AddToScheme        = SchemeBuilder.AddToScheme
)

// Adds the list of known types to Scheme.
func addKnownTypes(scheme *runtime.Scheme) error {
    scheme.AddKnownTypes(SchemeGroupVersion,
        &MySQLCluster{},
        &MySQLClusterList{},
    )

    metav1.AddToGroupVersion(scheme, SchemeGroupVersion)
    return nil
}

// Resource takes an unqualified resource and returns a Group qualified GroupResource
func Resource(resource string) schema.GroupResource {
    return SchemeGroupVersion.WithResource(resource).GroupResource()
}

6. 其他代码 (pkg/client/clientset/versioned/clientset.go, pkg/client/clientset/versioned/typed/example.com/v1/example.com_client.go, pkg/client/clientset/versioned/typed/example.com/v1/fake/fake_example.com_client.go, pkg/client/clientset/versioned/typed/example.com/v1/fake/fake_mysqlcluster.go, pkg/client/clientset/versioned/typed/example.com/v1/mysqlcluster.go, pkg/client/informers/externalversions/example.com/v1/mysqlcluster.go, pkg/client/listers/example.com/v1/mysqlcluster.go):

这些代码文件是使用 code-generator 工具生成的,用于操作自定义资源。你可以使用以下命令生成这些代码:

# 安装 code-generator
go install k8s.io/code-generator/cmd/deepcopy-gen
go install k8s.io/code-generator/cmd/client-gen
go install k8s.io/code-generator/cmd/informer-gen
go install k8s.io/code-generator/cmd/lister-gen

# 创建代码目录
mkdir -p pkg/apis/example.com/v1
mkdir -p pkg/client

# 生成代码
./vendor/k8s.io/code-generator/generate-groups.sh all example.com/mysql-operator/pkg/client example.com/mysql-operator/pkg/apis example.com:v1 --go-header-file ./hack/custom-boilerplate.go.txt

7. 构建和部署 Operator:

  • 构建镜像: 使用 Dockerfile 构建包含 Controller 的镜像。
  • 部署 CRD: 使用 kubectl apply -f mysqlclusters.yaml 部署 CRD。
  • 部署 Controller: 将 Controller 部署到 Kubernetes 集群中。可以使用 Deployment 或其他方式。

8. 创建 MySQL 集群:

使用 kubectl apply -f my-mysql-cluster.yaml 创建 MySQL 集群。

代码解释:

  • main.go 是 Controller 的入口点,它负责初始化 Kubernetes 客户端、注册 CRD、创建 Informer 和 Workqueue,并启动 Worker 线程。
  • enqueueMySQLCluster 函数将 MySQLCluster 资源的 Key 添加到 Workqueue 中,触发 Controller 的调谐循环。
  • syncHandler 函数是 Controller 的核心逻辑,它负责根据 MySQLCluster 资源的状态,创建或更新 Deployment。
  • constructDeployment 函数根据 MySQLCluster 资源的配置,生成 Deployment 对象。

四、Operator 的高级特性:备份、恢复、升级

上面只是一个简单的示例,实际的 MySQL Operator 还需要实现更高级的功能,比如:

  • 备份: 定期备份 MySQL 数据,并将备份文件存储到云存储或本地存储中。
  • 恢复: 从备份文件中恢复 MySQL 数据。
  • 升级: 升级 MySQL 版本,并确保数据迁移的正确性。

这些功能可以通过以下方式实现:

  • 使用 Kubernetes Job: 创建 Kubernetes Job 来执行备份和恢复任务。
  • 使用 StatefulSet: 使用 StatefulSet 来管理 MySQL 集群,可以保证节点顺序和持久化存储。
  • 使用 MySQL Shell: 使用 MySQL Shell 提供的 API 来执行备份、恢复和升级操作。

五、总结与展望

今天咱们简单地聊了聊如何在 Kubernetes 环境中使用 Operator 模式管理 MySQL 集群的生命周期。虽然只是冰山一角,但希望能给大家带来一些启发。

未来,Operator 的发展方向将更加智能化和自动化,例如:

  • 自动伸缩: 根据 MySQL 集群的负载情况,自动调整节点数量。
  • 故障自愈: 自动检测和修复 MySQL 集群的故障。
  • 智能调优: 根据 MySQL 集群的运行状态,自动调整配置参数。

希望大家能够多多探索,共同推动 Operator 技术的发展!

温馨提示: 上面的代码只是一个简单的示例,仅供学习参考。在实际生产环境中,还需要考虑更多因素,比如安全性、性能、监控等等。

好了,今天的讲座就到这里,谢谢大家!散会!

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