实现应用Pod与缓存数据之间的亲和性调度_容器服务 Kubernetes 版 ACK(ACK)-阿里云帮助中心

通过Fluid提供的数据缓存亲和性调度优化能力，您可以设置应用Pod上的亲和性配置，让应用Pod优先访问同节点、同可用区节点或同地域节点的缓存数据，从而提高应用Pod访问数据的效率。

使用限制

数据缓存亲和性调度优化功能仅支持在ACK集群Pro版中使用。
数据缓存亲和性调度优化功能暂不支持与使用ECI弹性调度或自定义弹性资源优先级调度共同使用。

前提条件

已创建ACK集群Pro版，且集群版本为1.18及以上。具体操作，请参见创建ACK Pro版集群。
已安装云原生AI套件并部署ack-fluid组件，且ack-fluid版本为1.0.6及以上。具体操作，请参见安装云原生AI套件。
重要
若您已安装开源Fluid，请卸载后再部署ack-fluid组件。
已通过kubectl连接Kubernetes集群。具体操作，请参见获取集群KubeConfig并通过kubectl工具连接集群。

功能介绍

基于Mutating Webhook机制，Fluid可以为应用Pod注入所需数据缓存的亲和性信息。当Kubernetes调度器调度应用Pod时，可以优先选择有缓存数据的节点，或与缓存数据位于相同可用区或地域的其他节点，自动实现应用Pod与数据缓存之间的分层亲和性调度。

重要

如果应用Pod在spec.affinity或spec.nodeSelector中自定义了与分层拓扑信息相关的亲和性信息，此时以应用Pod自身配置为准，Fluid不会注入相关的亲和性调度配置信息。

调度策略配置

默认配置

Fluid默认提供了节点、可用区和地域三个层级的调度策略标识。您可以通过以下命令查看当前集群中的调度策略配置。

kubectl get cm -n fluid-system webhook-plugins -oyaml

预期输出结果：

apiVersion: v1
data:
  pluginsProfile: |
    pluginConfig:
    - args: |
        preferred:
          # fluid existed node affinity, the name can not be modified.
          - name: fluid.io/node
            weight: 100
          # runtime worker's zone label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/zone
            weight: 50
          # runtime worker's region label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/region
            weight: 20
        # used when app pod with label fluid.io/dataset.{dataset name}.sched set true
        required:
          - fluid.io/node
      name: NodeAffinityWithCache
    plugins:
      serverful:
        withDataset:
        - RequireNodeWithFuse
        - NodeAffinityWithCache
        - MountPropagationInjector
        withoutDataset:
        - PreferNodesWithoutCache
      serverless:
        withDataset:
        - FuseSidecar
        withoutDataset: []

上述ConfigMap资源定义的pluginsProfile字段中参数解释：

参数	解释
`fluid.io/node`	Fluid预留的标识字段。启用该字段后，Fluid会自动为应用Pod注入与缓存数据在同一节点的优先亲和性语义，语义权重为100。
`topology.kubernetes.io/zone`	Kubernetes集群中标识所在可用区的通用字段。启用该字段后，Fluid自动为应用Pod注入与缓存数据在同一可用区的优先亲和性语义，语义权重为50。
`topology.kubernetes.io/region`	Kubernetes集群中标识所在地域的通用字段。启用该字段后，Fluid自动为应用Pod注入与缓存数据在同一地域的优先亲和性语义，语义权重为20。

自定义配置

如果Kubernetes集群中存在与其他集群节点拓扑结构相关的节点标签，并且希望Fluid根据此类节点标签自动注入亲和性信息，可以执行以下操作完成相关配置。

执行以下命令，更新ConfigMap内容。

kubectl edit -n fluid-system cm webhook-plugins

将ConfigMap修改为如下内容。

您可以根据实际业务需求，删除已存在的集群拓扑标签，请参见参考配置示例一：忽略节点级别亲和性。
您可以根据集群节点拓扑结构，新增Kubernetes集群拓扑相关的节点标签（<topology_key>），并设置该标签的亲和性权重（<topology_weight>），请参见参考配置示例二：添加集群节点池级别亲和性。

apiVersion: v1
data:
  pluginsProfile: |
    pluginConfig:
    - args: |
        preferred:
          # fluid existed node affinity, the name can not be modified.
          - name: fluid.io/node
            weight: 100
          # runtime worker's zone label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/zone
            weight: 50
          # runtime worker's region label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/region
            weight: 20
          - name: <topology_key>
            weight: <topology_weight>
        # used when app pod with label fluid.io/dataset.{dataset name}.sched set true
        required:
          - fluid.io/node
      name: NodeAffinityWithCache
    plugins:
      serverful:
        withDataset:
        - RequireNodeWithFuse
        - NodeAffinityWithCache
        - MountPropagationInjector
        withoutDataset:
        - PreferNodesWithoutCache
      serverless:
        withDataset:
        - FuseSidecar
        withoutDataset: []

参考配置示例一：忽略节点级别亲和性

apiVersion: v1
data:
  pluginsProfile: |
    pluginConfig:
    - args: |
        preferred:
          # fluid existed node affinity, the name can not be modified.
-         #- name: fluid.io/node
-         #  weight: 100
          # runtime worker's zone label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/zone
            weight: 50
          # runtime worker's region label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/region
            weight: 20
        # used when app pod with label fluid.io/dataset.{dataset name}.sched set true
        required:
          - fluid.io/node
      name: NodeAffinityWithCache
    plugins:
      serverful:
        withDataset:
        - RequireNodeWithFuse
        - NodeAffinityWithCache
        - MountPropagationInjector
        withoutDataset:
        - PreferNodesWithoutCache
      serverless:
        withDataset:
        - FuseSidecar
        withoutDataset: []

参考配置示例二：添加集群节点池级别亲和性

apiVersion: v1
data:
  pluginsProfile: |
    pluginConfig:
    - args: |
        preferred:
          # fluid existed node affinity, the name can not be modified.
          - name: fluid.io/node
            weight: 100
+         - name: alibabacloud.com/nodepool-id
+           weight: 80
          # runtime worker's zone label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/zone
            weight: 50
          # runtime worker's region label name, can be changed according to k8s environment.
          - name: topology.kubernetes.io/region
            weight: 20
        # used when app pod with label fluid.io/dataset.{dataset name}.sched set true
        required:
          - fluid.io/node
      name: NodeAffinityWithCache
    plugins:
      serverful:
        withDataset:
        - RequireNodeWithFuse
        - NodeAffinityWithCache
        - MountPropagationInjector
        withoutDataset:
        - PreferNodesWithoutCache
      serverless:
        withDataset:
        - FuseSidecar
        withoutDataset: []

执行以下命令，重启Fluid Webhook组件，使上述配置生效。
```
kubectl rollout restart deployment -n fluid-system fluid-webhook
```

操作示例

示例一：数据缓存节点亲和性调度

创建Secret。

apiVersion: v1
kind: Secret
metadata:
  name: mysecret
stringData:
  fs.oss.accessKeyId: <ACCESS_KEY_ID>
  fs.oss.accessKeySecret: <ACCESS_KEY_SECRET>

创建Dataset和Runtime资源。

重要

该章节以JindoRuntime为例讲解，如果需要使用其他Runtime作为缓存运行时，请参见EFC加速NAS或CPFS文件访问。如需了解JindoFS如何加速OSS文件访问，请参见JindoFS加速OSS文件访问。

apiVersion: data.fluid.io/v1alpha1
kind: Dataset
metadata:
  name: demo-dataset
spec:
  mounts:
    - mountPoint: oss://<oss_bucket>/<bucket_dir>
      options:
        fs.oss.endpoint: <oss_endpoint>
      name: hadoop
      path: "/"
      encryptOptions:
        - name: fs.oss.accessKeyId
          valueFrom:
            secretKeyRef:
              name: mysecret
              key: fs.oss.accessKeyId
        - name: fs.oss.accessKeySecret
          valueFrom:
            secretKeyRef:
              name: mysecret
              key: fs.oss.accessKeySecret
---
apiVersion: data.fluid.io/v1alpha1
kind: JindoRuntime
metadata:
  name: demo-dataset
spec:
  replicas: 2
  tieredstore:
    levels:
      - mediumtype: MEM
        path: /dev/shm
        quota: 10G
        high: "0.99"
        low: "0.8"

创建应用Pod。

apiVersion: v1
kind: Pod
metadata:
  name: nginx
  labels:
    fuse.serverful.fluid.io/inject: "true"
spec:
  containers:
    - name: nginx
      image: nginx
      volumeMounts:
        - mountPath: /data
          name: data-vol
  volumes:
    - name: data-vol
      persistentVolumeClaim:
        claimName: demo-dataset

与本文档介绍功能相关的关键参数说明如下：

参数	说明
`fuse.serverful.fluid.io/inject: "true"`	该Pod需要由Fluid自动注入数据缓存亲和性相关配置信息的标识。
`claimName`	该Pod声明挂载的PVC。该PVC由Fluid自动创建，与Dataset同名。

查看应用Pod中注入的亲和性调度信息。

kubectl get pod nginx -oyaml

预期输出：

apiVersion: v1
kind: Pod
metadata:
  labels:
    fuse.serverful.fluid.io/inject: "true"
  name: nginx
  namespace: default
  ...
spec:
  affinity:
    nodeAffinity:
      preferredDuringSchedulingIgnoredDuringExecution:
      - preference:
          matchExpressions:
          - key: fluid.io/s-default-demo-dataset
            operator: In
            values:
            - "true"
        weight: 100

应用Pod Spec中自动注入了数据缓存节点的亲和性（fluid.io/s-default-demo-dataset），其权重取决于在调度策略配置中对于不同节点拓扑字段的配置。

示例二：数据缓存同可用区亲和性调度

创建Secret。

apiVersion: v1
kind: Secret
metadata:
  name: mysecret
stringData:
  fs.oss.accessKeyId: <ACCESS_KEY_ID>
  fs.oss.accessKeySecret: <ACCESS_KEY_SECRET>

创建Dataset和Runtime资源。

重要

apiVersion: data.fluid.io/v1alpha1
kind: Dataset
metadata:
  name: demo-dataset
spec:
  nodeAffinity:
    required:
      nodeSelectorTerms:
        - matchExpressions:
            - key: topology.kubernetes.io/zone
              operator: In
              values:
              - "<ZONE_ID>" # e.g. cn-beijing-i
  mounts:
    - mountPoint: oss://<oss_bucket>/<bucket_dir>
      options:
        fs.oss.endpoint: <oss_endpoint>
      name: hadoop
      path: "/"
      encryptOptions:
        - name: fs.oss.accessKeyId
          valueFrom:
            secretKeyRef:
              name: mysecret
              key: fs.oss.accessKeyId
        - name: fs.oss.accessKeySecret
          valueFrom:
            secretKeyRef:
              name: mysecret
              key: fs.oss.accessKeySecret
---
apiVersion: data.fluid.io/v1alpha1
kind: JindoRuntime
metadata:
  name: demo-dataset
spec:
  replicas: 2
  master:
    nodeSelector:
      topology.kubernetes.io/zone: <ZONE_ID> # e.g. cn-beijing-i
  tieredstore:
    levels:
      - mediumtype: MEM
        path: /dev/shm
        quota: 10G
        high: "0.99"
        low: "0.8"

如果需要启用数据缓存同可用区亲和性调度能力，需要在Dataset中显式定义Dataset数据缓存所在的可用区。例如，在nodeAffinity.required.nodeSelectorTerms中，本示例代码定义了数据集的可用区标签topology.kubernetes.io/zone=cn-beijing-i。

创建应用Pod。

apiVersion: v1
kind: Pod
metadata:
  name: nginx
  labels:
    fuse.serverful.fluid.io/inject: "true"
spec:
  containers:
    - name: nginx
      image: nginx
      volumeMounts:
        - mountPath: /data
          name: data-vol
  volumes:
    - name: data-vol
      persistentVolumeClaim:
        claimName: demo-dataset

与本文档介绍功能相关的关键参数说明如下：

参数	说明
`fuse.serverful.fluid.io/inject: "true"`	该Pod需要由Fluid自动注入数据缓存亲和性相关配置信息的标识。
`claimName`	该Pod声明挂载的PVC。该PVC由Fluid自动创建，与Dataset同名。

查看应用Pod中注入的亲和性调度信息。

kubectl get pod nginx -oyaml

预期输出：

apiVersion: v1
kind: Pod
metadata:
  labels:
    fuse.serverful.fluid.io/inject: "true"
  name: nginx
  namespace: default
  ...
spec:
  affinity:
    nodeAffinity:
      preferredDuringSchedulingIgnoredDuringExecution:
      - preference:
          matchExpressions:
          - key: fluid.io/s-default-demo-dataset
            operator: In
            values:
            - "true"
        weight: 100
      - preference:
          matchExpressions:
          - key: topology.kubernetes.io/zone
            operator: In
            values:
            - <ZONE_ID> # e.g. cn-beijing-i
        weight: 50
...

应用Pod Spec中自动注入了数据缓存节点的亲和性（fluid.io/s-default-demo-dataset）和可用区亲和性（topology.kubernetes.io/zone），其权重取决于在调度策略配置中对于不同节点拓扑字段的配置。

示例三：数据缓存节点强制亲和性调度

创建Secret。

apiVersion: v1
kind: Secret
metadata:
  name: mysecret
stringData:
  fs.oss.accessKeyId: <ACCESS_KEY_ID>
  fs.oss.accessKeySecret: <ACCESS_KEY_SECRET>

创建Dataset和Runtime资源。

重要

apiVersion: data.fluid.io/v1alpha1
kind: Dataset
metadata:
  name: demo-dataset
spec:
  mounts:
    - mountPoint: oss://<oss_bucket>/<bucket_dir>
      options:
        fs.oss.endpoint: <oss_endpoint>
      name: hadoop
      path: "/"
      encryptOptions:
        - name: fs.oss.accessKeyId
          valueFrom:
            secretKeyRef:
              name: mysecret
              key: fs.oss.accessKeyId
        - name: fs.oss.accessKeySecret
          valueFrom:
            secretKeyRef:
              name: mysecret
              key: fs.oss.accessKeySecret
---
apiVersion: data.fluid.io/v1alpha1
kind: JindoRuntime
metadata:
  name: demo-dataset
spec:
  replicas: 2
  tieredstore:
    levels:
      - mediumtype: MEM
        path: /dev/shm
        quota: 10G
        high: "0.99"
        low: "0.8"

创建应用Pod。

apiVersion: v1
kind: Pod
metadata:
  name: nginx
  labels:
    fuse.serverful.fluid.io/inject: "true"
    fluid.io/dataset.demo-dataset.sched: required
spec:
  containers:
    - name: nginx
      image: nginx
      volumeMounts:
        - mountPath: /data
          name: data-vol
  volumes:
    - name: data-vol
      persistentVolumeClaim:
        claimName: demo-dataset

与本文档介绍功能相关的关键参数说明如下：

参数	说明
`fuse.serverful.fluid.io/inject: "true"`	该Pod需要由Fluid自动注入数据缓存亲和性相关配置信息的标识。
`fluid.io/dataset.<dataset_name>.sched: required`	该Pod需要注入名为`<dataset_name>`的数据缓存的强制亲和性信息的标识。
`claimName`	该Pod声明挂载的PVC。该PVC由Fluid自动创建，与Dataset同名。

查看应用Pod中注入的亲和性调度信息。

kubectl get pod nginx -oyaml

预期输出：

apiVersion: v1
kind: Pod
metadata:
  labels:
    fluid.io/dataset.demo-dataset.sched: required
    fuse.serverful.fluid.io/inject: "true"
  name: nginx
  namespace: default
  ...
spec:
  affinity:
    nodeAffinity:
      requiredDuringSchedulingIgnoredDuringExecution:
        nodeSelectorTerms:
        - matchExpressions:
          - key: fluid.io/s-default-demo-dataset
            operator: In
            values:
            - "true"

应用Pod Spec中自动注入数据缓存节点的强制亲和性（fluid.io/s-default-demo-dataset）。