创建 namespace
[root@CentOSA flink-1.17.1]# kubectl create ns flink-native
[root@CentOSA flink-1.17.1]# kubectl config set-context --current --namespace=flink-native
命令空间添加资源限制
[root@CentOSA flink-1.17.1]# vim namespace-ResourceQuota.yaml
apiVersion: v1
kind: ResourceQuota
metadata:name: mem-cpu-quotanamespace: flink-native
spec:hard:requests.cpu: "10"requests.memory: 10Gilimits.cpu: "10"limits.memory: 10Gi
[root@CentOSA flink-1.17.1]# kubectl apply -f namespace-ResourceQuota.yaml
创建用户并赋权
[root@CentOSA flink-1.17.1]# kubectl create serviceaccount ric
[root@CentOSA flink-1.17.1]# kubectl create clusterrolebinding flink-role-binding-flink --clusterrole=edit --serviceaccount=flink-native:ric --namespace=flink-native
- 提前在所有的flnk节点拉取flink镜像
[root@CentOSA flink-1.17.1]# docker pull apache/flink:1.17.1-scala_2.12
[root@CentOSA flink-1.17.1]# docker pull flink:1.17.1-scala_2.12
SessionMode
创建Flink 会话
./bin/kubernetes-session.sh \-Dkubernetes.namespace=flink-native \-Dkubernetes.jobmanager.service-account=ric \-Dkubernetes.cluster-id=session001 \-Dtaskmanager.memory.process.size=1024m \-Dkubernetes.taskmanager.cpu=1 \-Dtaskmanager.numberOfTaskSlots=4 \-Dresourcemanager.taskmanager-timeout=3600000 \-Dkubernetes.rest-service.exposed.type=NodePort \-Dkubernetes.container.image.ref=flink:1.17.1-scala_2.12
2023-08-28 15:50:06,802 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: taskmanager.memory.process.size, 1728m
2023-08-28 15:50:06,805 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: jobmanager.bind-host, localhost
2023-08-28 15:50:06,805 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: taskmanager.bind-host, localhost
2023-08-28 15:50:06,805 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: taskmanager.host, localhost
2023-08-28 15:50:06,805 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: parallelism.default, 1
2023-08-28 15:50:06,805 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: jobmanager.execution.failover-strategy, region
2023-08-28 15:50:06,805 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: jobmanager.rpc.address, localhost
2023-08-28 15:50:06,806 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: taskmanager.numberOfTaskSlots, 1
2023-08-28 15:50:06,806 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: rest.address, localhost
2023-08-28 15:50:06,806 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: jobmanager.memory.process.size, 1600m
2023-08-28 15:50:06,806 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: jobmanager.rpc.port, 6123
2023-08-28 15:50:06,806 INFO org.apache.flink.configuration.GlobalConfiguration [] - Loading configuration property: rest.bind-address, localhost
2023-08-28 15:50:06,900 INFO org.apache.flink.client.deployment.DefaultClusterClientServiceLoader [] - Could not load factory due to missing dependencies.
2023-08-28 15:50:08,271 INFO org.apache.flink.runtime.util.config.memory.ProcessMemoryUtils [] - The derived from fraction jvm overhead memory (160.000mb (167772162 bytes)) is less than its min value 192.000mb (201326592 bytes), min value will be used instead
2023-08-28 15:50:08,291 INFO org.apache.flink.runtime.util.config.memory.ProcessMemoryUtils [] - The derived from fraction jvm overhead memory (102.400mb (107374184 bytes)) is less than its min value 192.000mb (201326592 bytes), min value will be used instead
2023-08-28 15:50:08,292 INFO org.apache.flink.runtime.util.config.memory.ProcessMemoryUtils [] - The derived from fraction network memory (57.600mb (60397978 bytes)) is less than its min value 64.000mb (67108864 bytes), min value will be used instead
2023-08-28 15:50:08,498 INFO org.apache.flink.kubernetes.utils.KubernetesUtils [] - Kubernetes deployment requires a fixed port. Configuration blob.server.port will be set to 6124
2023-08-28 15:50:08,498 INFO org.apache.flink.kubernetes.utils.KubernetesUtils [] - Kubernetes deployment requires a fixed port. Configuration taskmanager.rpc.port will be set to 6122
2023-08-28 15:50:09,989 INFO org.apache.flink.kubernetes.KubernetesClusterDescriptor [] - Create flink session cluster session001 successfully, JobManager Web Interface: http://192.168.42.130:32432
可以根据提示信息访问JobManager Web Interface: http://192.168.42.130:32432
页面
提交任务到指定会话
运行flink session任务
./bin/flink run \--target kubernetes-session \-Dkubernetes.cluster-id=session001 \-Dkubernetes.namespace=flink-native \-Dkubernetes.jobmanager.service-account=ric \-Dkubernetes.rest-service.exposed.type=NodePort \./examples/streaming/TopSpeedWindowing.jar
Use --input to specify file input.
Printing result to stdout. Use --output to specify output path.
2023-08-28 15:54:02,974 INFO org.apache.flink.kubernetes.KubernetesClusterDescriptor [] - Retrieve flink cluster session001 successfully, JobManager Web Interface: http://192.168.42.130:32432
Job has been submitted with JobID 465dd11e73b5c9ac49c8e2945bf862b2
查看任务列表
./bin/flink list \--target kubernetes-session \-Dkubernetes.cluster-id=session001 \-Dkubernetes.namespace=flink-native \-Dkubernetes.jobmanager.service-account=ric \-Dkubernetes.rest-service.exposed.type=NodePort \
2023-08-28 15:57:33,654 INFO org.apache.flink.kubernetes.KubernetesClusterDescriptor [] - Retrieve flink cluster session001 successfully, JobManager Web Interface: http://192.168.42.130:32432
Waiting for response...
------------------ Running/Restarting Jobs -------------------
28.08.2023 15:54:03 : 465dd11e73b5c9ac49c8e2945bf862b2 : CarTopSpeedWindowingExample (RUNNING)
--------------------------------------------------------------
No scheduled jobs.
取消任务:
./bin/flink cancel \--target kubernetes-session \-Dkubernetes.cluster-id=session002 \-Dkubernetes.namespace=flink-native \-Dkubernetes.jobmanager.service-account=ric \-Dkubernetes.rest-service.exposed.type=NodePort \465dd11e73b5c9ac49c8e2945bf862b2
Cancelling job 465dd11e73b5c9ac49c8e2945bf862b2.
2023-08-28 16:02:43,209 INFO org.apache.flink.kubernetes.KubernetesClusterDescriptor [] - Retrieve flink cluster session001 successfully, JobManager Web Interface: http://192.168.42.130:32432
Cancelled job 465dd11e73b5c9ac49c8e2945bf862b2.
删除session作业:
[root@CentOSA flink-1.17.1]# kubectl delete deployment session001 -n flink-native
deployment.apps "session001" deleted
Application Model
构建docker镜像
1、编写DockerFile
[root@CentOSA flink-1.17.1] cd /export/server/app-mode
[root@CentOSA app-mode] vi Dockerfile
FROM flink
RUN mkdir -p $FLINK_HOME/usrlib
COPY TopSpeedWindowing.jar $FLINK_HOME/usrlib/TopSpeedWindowing.jar
2、构建镜像文件
[root@CentOSC app-mode]# docker build -t my-flink-job:1.0 ./
[+] Building 0.6s (8/8) FINISHED docker:default=> [internal] load .dockerignore 0.1s=> => transferring context: 2B 0.0s=> [internal] load build definition from Dockerfile 0.1s=> => transferring dockerfile: 271B 0.0s=> [internal] load metadata for docker.io/library/flink:1.17.1-scala_2.12 0.0s=> [1/3] FROM docker.io/library/flink:1.17.1-scala_2.12 0.1s=> [internal] load build context 0.0s=> => transferring context: 17.04kB 0.0s=> [2/3] RUN mkdir -p /opt/flink/usrlib 0.3s=> [3/3] COPY TopSpeedWindowing.jar /opt/flink/usrlib/TopSpeedWindowing.jar 0.0s=> exporting to image 0.0s=> => exporting layers 0.0s=> => writing image sha256:a017db16aaa8086045dc1b28315e6e2fe47113aa41e1a0f547b58c1b191dac4a 0.0s=> => naming to docker.io/library/my-flink-job:1.0 0.0s
[root@CentOSC appMode]# docker images
REPOSITORY TAG IMAGE ID CREATED SIZE
my-flink-job 1.0 a017db16aaa8 About a minute ago 782MB
flannel/flannel v0.22.2 d73868a08083 10 days ago 70.2MB
flink 1.17.1-scala_2.12 efd18635797b 11 days ago 782MB
flannel/flannel-cni-plugin v1.2.0 a55d1bad692b 5 weeks ago 8.04MB
apache/flink 1.17.1-scala_2.12 fef5f770f8b3 3 months ago 780MB
registry.aliyuncs.com/google_containers/kube-proxy v1.20.5 5384b1650507 2 years ago 118MB
registry.aliyuncs.com/google_containers/pause 3.2 80d28bedfe5d 3 years ago 683kB
启动任务
./bin/flink run-application \--target kubernetes-application \-Dkubernetes.cluster-id=my-first-application-cluster \-Dkubernetes.container.image=my-flink-job:1.0 \-Dkubernetes.namespace=flink-native \-Dkubernetes.jobmanager.service-account=ric \-Dkubernetes.rest-service.exposed.type=NodePort \local:/opt/flink/usrlib/TopSpeedWindowing.jar
2023-08-28 16:07:45,180 INFO org.apache.flink.kubernetes.utils.KubernetesUtils [] - Kubernetes deployment requires a fixed port. Configuration blob.server.port will be set to 6124
2023-08-28 16:07:45,181 INFO org.apache.flink.kubernetes.utils.KubernetesUtils [] - Kubernetes deployment requires a fixed port. Configuration taskmanager.rpc.port will be set to 6122
2023-08-28 16:07:46,742 INFO org.apache.flink.kubernetes.KubernetesClusterDescriptor [] - Create flink application cluster my-first-application-cluster successfully, JobManager Web Interface: http://192.168.42.130:32003
查看任务列表
./bin/flink list \--target kubernetes-application \-Dkubernetes.cluster-id=my-first-application-cluster \-Dkubernetes.namespace=flink-native \-Dkubernetes.jobmanager.service-account=ric \-Dkubernetes.rest-service.exposed.type=NodePort
2023-08-28 16:10:00,093 INFO org.apache.flink.kubernetes.KubernetesClusterDescriptor [] - Retrieve flink cluster my-first-application-cluster successfully, JobManager Web Interface: http://192.168.42.130:32003
Waiting for response...
------------------ Running/Restarting Jobs -------------------
28.08.2023 16:07:59 : c9ec57a2003a808ef5df04219fc7aacb : CarTopSpeedWindowingExample (RUNNING)
--------------------------------------------------------------
No scheduled jobs.
删除任务
./bin/flink cancel \--target kubernetes-application \-Dkubernetes.cluster-id=my-first-application-cluster \-Dkubernetes.namespace=flink-native \-Dkubernetes.jobmanager.service-account=ric \-Dkubernetes.rest-service.exposed.type=NodePort \c9ec57a2003a808ef5df04219fc7aacb
2023-08-28 16:11:16,963 INFO org.apache.flink.kubernetes.KubernetesClusterDescriptor [] - Retrieve flink cluster my-first-application-cluster successfully, JobManager Web Interface: http://192.168.42.130:32003
Cancelled job c9ec57a2003a808ef5df04219fc7aacb.