kubeflow是面向云原生技术的一个机器学习平台，整合了大量的开源项目，涉及到数据探索、数据处理、机器学习等方方面面。
主要的组件包括：
- Central Dashboard：
Kubeflow的dashboard看板页面。 - Metadata：用于跟踪各数据集、作业与模型。
- Jupyter Notebooks：一个交互式业务IDE编码环境。
- Operator：是针对不同的机器学习框架提供资源调度和分布式训练的能力（
TF-Operator，PyTorch-Operator，Caffe2-Operator，MPI-Operator，MXNet-Operator）- Frameworks for Training：支持的ML框架。
- Chainer
- MPI
- MXNet
- PyTorch
- TensorFlow
- Frameworks for Training：支持的ML框架。
- Katib：Hyperparameter Tuning超参数服务器。
- Katib是基于各个
Operator实现的超参数搜索和简单的模型结构搜索的系统，支持并行搜索和分布式训练等。超参优化在实际的工作中还没有被大规模的应用，所以这部分的技术还需要一些时间来成熟；
- Katib是基于各个
- Pipelines：一个ML的工作流组件，用于定义复杂的ML工作流。
- Pipelines是一个基于
Argo实现了面向机器学习场景的流水线项目，提供机器学习流程的创建、编排调度和管理，还提供了一个Web UI。
- Pipelines是一个基于
- Tools for Serving：提供在
Kubernetes上对机器学习模型的部署。- Serving支持部署各个框架训练好的模型的服务化部署和离线预测。
Kubeflow提供基于TFServing，KFServing，Seldon等好几种方案。由于机器学习框架很多，算法模型也各种各样。工业界一直缺少一种能真正统一的部署框架和方案。这方面Kubeflow也仅仅是把常见的都集成了进来，但是并没有做更多的抽象和统一。- KFServing。
- Seldon Core Serving。
- TensorFlow Serving(TFJob):提供对
Tensorflow模型的在线部署，支持版本控制及无需停止线上服务、切换模型等。 - NVIDIA Triton Inference Server(Triton以前叫TensorRT)。
- TensorFlow Batch Prediction。
- Serving支持部署各个框架训练好的模型的服务化部署和离线预测。
- Multi-Tenancy in Kubeflow：Kubeflow中的多租户。
- Fairing：一个将
code打包构建image的组件。
在Kubernetes中部署完成后，涉及到大量的资源和容器镜像，这里做一个列表，方便部署和学习时查阅。
- 更多参考：
pod列表
NAME READY STATUS RESTARTS AGE IP NODE NOMINATED NODE READINESS GATES
pod/admission-webhook-bootstrap-stateful-set-0 1/1 Running 1 44d 10.244.3.57 xriver01 <none> <none>
pod/admission-webhook-deployment-5cd7dc96f5-qg5tl 1/1 Running 1 37d 10.244.1.24 xriver00 <none> <none>
pod/application-controller-stateful-set-0 1/1 Running 0 44d 10.244.3.56 xriver01 <none> <none>
pod/argo-ui-657cf69ff5-kn966 1/1 Running 0 53d 10.244.3.36 xriver01 <none> <none>
pod/cache-deployer-deployment-8689d88647-hmtkr 2/2 Running 1 44d 10.244.3.53 xriver01 <none> <none>
pod/cache-server-75bdd9bf5c-jh5ff 2/2 Running 52 44d 10.244.1.27 xriver00 <none> <none>
pod/centraldashboard-86744cbb7b-44rbc 1/1 Running 0 53d 10.244.3.51 xriver01 <none> <none>
pod/jupyter-web-app-deployment-8486d5ffff-9czzl 1/1 Running 0 53d 10.244.3.47 xriver01 <none> <none>
pod/katib-controller-7fcc95676b-tsbzx 1/1 Running 1 53d 10.244.3.44 xriver01 <none> <none>
pod/katib-db-manager-67867f5498-jzrgh 1/1 Running 2760 53d 10.244.3.30 xriver01 <none> <none>
pod/katib-mysql-6b5d848bf5-gs95h 1/1 Running 0 53d 10.244.3.67 xriver01 <none> <none>
pod/katib-ui-65dc4cf6f5-pqj5p 1/1 Running 0 53d 10.244.3.29 xriver01 <none> <none>
pod/kfserving-controller-manager-0 2/2 Running 0 44d 10.244.3.59 xriver01 <none> <none>
pod/kubeflow-pipelines-profile-controller-797fb44db9-vznlv 1/1 Running 0 53d 10.244.3.43 xriver01 <none> <none>
pod/metacontroller-0 1/1 Running 0 53d 10.244.3.20 xriver01 <none> <none>
pod/metadata-db-c65f4bc75-m2ggv 1/1 Running 0 53d 10.244.3.69 xriver01 <none> <none>
pod/metadata-envoy-deployment-67bd5954c-jl7pn 1/1 Running 0 53d 10.244.3.39 xriver01 <none> <none>
pod/metadata-grpc-deployment-577c67c96f-29dwx 1/1 Running 2699 53d 10.244.3.26 xriver01 <none> <none>
pod/metadata-writer-756dbdd478-tlrpw 2/2 Running 2029 53d 10.244.1.22 xriver00 <none> <none>
pod/minio-54d995c97b-jrmqq 1/1 Running 0 53d 10.244.3.68 xriver01 <none> <none>
pod/ml-pipeline-8d6749d9c-drv2h 2/2 Running 4150 53d 10.244.3.31 xriver01 <none> <none>
pod/ml-pipeline-persistenceagent-d984c9585-mhstn 2/2 Running 0 53d 10.244.3.32 xriver01 <none> <none>
pod/ml-pipeline-scheduledworkflow-5ccf4c9fcc-wqg4d 2/2 Running 0 53d 10.244.3.37 xriver01 <none> <none>
pod/ml-pipeline-ui-8ccbf585c-77krb 2/2 Running 0 53d 10.244.3.48 xriver01 <none> <none>
pod/ml-pipeline-viewer-crd-6d497d87-g26v8 2/2 Running 1 44d 10.244.3.70 xriver01 <none> <none>
pod/ml-pipeline-visualizationserver-7446b96877-ffs7b 2/2 Running 0 53d 10.244.3.33 xriver01 <none> <none>
pod/mpi-operator-d5bfb8489-75m6b 1/1 Running 5 53d 10.244.3.27 xriver01 <none> <none>
pod/mxnet-operator-7576d697d6-jwks8 1/1 Running 4 53d 10.244.3.50 xriver01 <none> <none>
pod/mysql-74f8f99bc8-ndzqg 2/2 Running 2 53d 10.244.1.26 xriver00 <none> <none>
pod/notebook-controller-deployment-5fdb965589-jw572 1/1 Running 0 44d 10.244.3.52 xriver01 <none> <none>
pod/profiles-deployment-6c9fb7fc98-jptt4 2/2 Running 0 44d 10.244.3.71 xriver01 <none> <none>
pod/pytorch-operator-847c8d55d8-7cxkc 1/1 Running 4 44d 10.244.3.61 xriver01 <none> <none>
pod/seldon-controller-manager-6bf8b45656-d7rvf 1/1 Running 4 53d 10.244.3.46 xriver01 <none> <none>
pod/spark-operatorsparkoperator-fdfbfd99-cvvw2 1/1 Running 0 44d 10.244.3.55 xriver01 <none> <none>
pod/spartakus-volunteer-558f8bfd47-tcvpn 1/1 Running 0 53d 10.244.3.41 xriver01 <none> <none>
pod/tf-job-operator-58477797f8-wr79t 1/1 Running 5 53d 10.244.3.34 xriver01 <none> <none>
pod/workflow-controller-64fd7cffc5-m6gkc 1/1 Running 0 53d 10.244.3.38 xriver01 <none> <none>
Service列表
NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE SELECTOR
service/admission-webhook-service ClusterIP 10.101.23.179 <none> 443/TCP 54d app.kubernetes.io/component=poddefaults,app.kubernetes.io/name=poddefaults,app=admission-webhook,kustomize.component=admission-webhook
service/application-controller-service ClusterIP 10.109.192.94 <none> 443/TCP 54d app.kubernetes.io/component=kubeflow,app.kubernetes.io/name=kubeflow
service/argo-ui NodePort 10.97.179.140 <none> 80:32310/TCP 54d app.kubernetes.io/component=argo,app.kubernetes.io/name=argo,app=argo-ui,kustomize.component=argo
service/cache-server ClusterIP 10.96.74.33 <none> 443/TCP 54d app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,app=cache-server
service/centraldashboard NodePort 10.107.123.203 <none> 80:30082/TCP 54d app.kubernetes.io/component=centraldashboard,app.kubernetes.io/name=centraldashboard,app=centraldashboard
service/jupyter-web-app-service ClusterIP 10.111.218.37 <none> 80/TCP 54d app=jupyter-web-app,kustomize.component=jupyter-web-app
service/katib-controller ClusterIP 10.106.209.81 <none> 443/TCP,8080/TCP 54d app=katib-controller
service/katib-db-manager ClusterIP 10.106.136.208 <none> 6789/TCP 54d app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,app=katib,component=db-manager
service/katib-mysql ClusterIP 10.96.198.217 <none> 3306/TCP 54d app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,app=katib,component=mysql
service/katib-ui ClusterIP 10.99.51.44 <none> 80/TCP 54d app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,app=katib,component=ui
service/kfserving-controller-manager-metrics-service ClusterIP 10.107.178.246 <none> 8443/TCP 54d app.kubernetes.io/component=kfserving,app.kubernetes.io/name=kfserving,app=kfserving,control-plane=controller-manager,controller-tools.k8s.io=1.0,kustomize.component=kfserving
service/kfserving-controller-manager-service ClusterIP 10.109.249.67 <none> 443/TCP 54d app.kubernetes.io/component=kfserving,app.kubernetes.io/name=kfserving,app=kfserving,control-plane=kfserving-controller-manager,controller-tools.k8s.io=1.0,kustomize.component=kfserving
service/kfserving-webhook-server-service ClusterIP 10.98.103.28 <none> 443/TCP 54d app.kubernetes.io/component=kfserving,app.kubernetes.io/name=kfserving,app=kfserving,control-plane=kfserving-controller-manager,kustomize.component=kfserving
service/kubeflow-pipelines-profile-controller ClusterIP 10.104.126.249 <none> 80/TCP 54d app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,app=kubeflow-pipelines-profile-controller
service/metadata-db ClusterIP 10.101.184.53 <none> 3306/TCP 54d component=db,kustomize.component=metadata
service/metadata-envoy-service ClusterIP 10.101.70.50 <none> 9090/TCP 54d component=envoy,kustomize.component=metadata
service/metadata-grpc-service ClusterIP 10.102.0.184 <none> 8080/TCP 54d component=grpc-server,kustomize.component=metadata
service/minio-service ClusterIP 10.101.181.25 <none> 9000/TCP 54d app.kubernetes.io/component=minio,app.kubernetes.io/name=minio,app=minio
service/ml-pipeline ClusterIP 10.106.183.49 <none> 8888/TCP,8887/TCP 54d app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,app=ml-pipeline
service/ml-pipeline-ui ClusterIP 10.109.71.138 <none> 80/TCP 54d app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,app=ml-pipeline-ui
service/ml-pipeline-visualizationserver ClusterIP 10.108.75.59 <none> 8888/TCP 54d app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,app=ml-pipeline-visualizationserver
service/mysql ClusterIP 10.102.65.174 <none> 3306/TCP 54d app.kubernetes.io/component=mysql,app.kubernetes.io/name=mysql,app=mysql
service/notebook-controller-service ClusterIP 10.100.85.186 <none> 443/TCP 54d app.kubernetes.io/component=notebook-controller,app.kubernetes.io/name=notebook-controller,app=notebook-controller,kustomize.component=notebook-controller
service/profiles-kfam ClusterIP 10.102.144.93 <none> 8081/TCP 54d kustomize.component=profiles
service/pytorch-operator ClusterIP 10.98.0.221 <none> 8443/TCP 54d app.kubernetes.io/component=pytorch,app.kubernetes.io/name=pytorch-operator,kustomize.component=pytorch-operator,name=pytorch-operator
service/seldon-webhook-service ClusterIP 10.101.66.188 <none> 443/TCP 54d app.kubernetes.io/component=seldon,app.kubernetes.io/instance=seldon1,app.kubernetes.io/name=seldon-core-operator,app.kubernetes.io/version=v0.5,app=seldon,control-plane=seldon-controller-manager
service/tf-job-operator ClusterIP 10.107.21.180 <none> 8443/TCP 54d app.kubernetes.io/component=tfjob,app.kubernetes.io/name=tf-job-operator,kustomize.component=tf-job-operator,name=tf-job-operator
Deployment列表
NAME READY UP-TO-DATE AVAILABLE AGE CONTAINERS IMAGES SELECTOR
deployment.apps/admission-webhook-deployment 1/1 1 1 54d admission-webhook gcr.io/kubeflow-images-public/admission-webhook:vmaster-ge5452b6f app=admission-webhook,app.kubernetes.io/component=poddefaults,app.kubernetes.io/name=poddefaults,kustomize.component=admission-webhook
deployment.apps/argo-ui 1/1 1 1 54d argo-ui argoproj/argoui:v2.3.0 app=argo-ui,app.kubernetes.io/component=argo,app.kubernetes.io/name=argo,kustomize.component=argo
deployment.apps/cache-deployer-deployment 1/1 1 1 54d main gcr.io/ml-pipeline/cache-deployer:1.0.4 app=cache-deployer,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/cache-server 1/1 1 1 54d server gcr.io/ml-pipeline/cache-server:1.0.4 app=cache-server,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/centraldashboard 1/1 1 1 54d centraldashboard gcr.io/kubeflow-images-public/centraldashboard:vmaster-g8097cfeb app=centraldashboard,app.kubernetes.io/component=centraldashboard,app.kubernetes.io/name=centraldashboard
deployment.apps/jupyter-web-app-deployment 1/1 1 1 54d jupyter-web-app gcr.io/kubeflow-images-public/jupyter-web-app:vmaster-g845af298 app=jupyter-web-app,kustomize.component=jupyter-web-app
deployment.apps/katib-controller 1/1 1 1 54d katib-controller docker.io/kubeflowkatib/katib-controller:v1beta1-a96ff59 app=katib-controller,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller
deployment.apps/katib-db-manager 1/1 1 1 54d katib-db-manager docker.io/kubeflowkatib/katib-db-manager:v1beta1-a96ff59 app=katib,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,component=db-manager
deployment.apps/katib-mysql 1/1 1 1 54d katib-mysql mysql:8 app=katib,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,component=mysql
deployment.apps/katib-ui 1/1 1 1 54d katib-ui docker.io/kubeflowkatib/katib-ui:v1beta1-a96ff59 app=katib,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,component=ui
deployment.apps/kubeflow-pipelines-profile-controller 1/1 1 1 54d profile-controller python:3.7 app=kubeflow-pipelines-profile-controller,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/metadata-db 1/1 1 1 54d db-container mysql:8.0.3 component=db,kustomize.component=metadata
deployment.apps/metadata-envoy-deployment 1/1 1 1 54d container gcr.io/ml-pipeline/envoy:metadata-grpc component=envoy,kustomize.component=metadata
deployment.apps/metadata-grpc-deployment 1/1 1 1 54d container gcr.io/tfx-oss-public/ml_metadata_store_server:v0.21.1 component=grpc-server,kustomize.component=metadata
deployment.apps/metadata-writer 1/1 1 1 54d main gcr.io/ml-pipeline/metadata-writer:1.0.4 app=metadata-writer,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/minio 1/1 1 1 54d minio gcr.io/ml-pipeline/minio:RELEASE.2019-08-14T20-37-41Z-license-compliance app=minio,app.kubernetes.io/component=minio,app.kubernetes.io/name=minio
deployment.apps/ml-pipeline 1/1 1 1 54d ml-pipeline-api-server gcr.io/ml-pipeline/api-server:1.0.4 app=ml-pipeline,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/ml-pipeline-persistenceagent 1/1 1 1 54d ml-pipeline-persistenceagent gcr.io/ml-pipeline/persistenceagent:1.0.4 app=ml-pipeline-persistenceagent,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/ml-pipeline-scheduledworkflow 1/1 1 1 54d ml-pipeline-scheduledworkflow gcr.io/ml-pipeline/scheduledworkflow:1.0.4 app=ml-pipeline-scheduledworkflow,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/ml-pipeline-ui 1/1 1 1 54d ml-pipeline-ui gcr.io/ml-pipeline/frontend:1.0.4 app=ml-pipeline-ui,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/ml-pipeline-viewer-crd 1/1 1 1 54d ml-pipeline-viewer-crd gcr.io/ml-pipeline/viewer-crd-controller:1.0.4 app=ml-pipeline-viewer-crd,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/ml-pipeline-visualizationserver 1/1 1 1 54d ml-pipeline-visualizationserver gcr.io/ml-pipeline/visualization-server:1.0.4 app=ml-pipeline-visualizationserver,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines
deployment.apps/mpi-operator 1/1 1 1 54d mpi-operator mpioperator/mpi-operator:latest app=mpi-operator,app.kubernetes.io/component=mpijob,app.kubernetes.io/name=mpi-operator,kustomize.component=mpi-operator
deployment.apps/mxnet-operator 1/1 1 1 54d mxnet-operator kubeflow/mxnet-operator:v1.0.0-20200625 app.kubernetes.io/component=mxnet,app.kubernetes.io/name=mxnet-operator,kustomize.component=mxnet-operator
deployment.apps/mysql 1/1 1 1 54d mysql gcr.io/ml-pipeline/mysql:5.6 app=mysql,app.kubernetes.io/component=mysql,app.kubernetes.io/name=mysql
deployment.apps/notebook-controller-deployment 1/1 1 1 54d manager gcr.io/kubeflow-images-public/notebook-controller:vmaster-g6eb007d0 app=notebook-controller,app.kubernetes.io/component=notebook-controller,app.kubernetes.io/name=notebook-controller,kustomize.component=notebook-controller
deployment.apps/profiles-deployment 1/1 1 1 54d manager,kfam gcr.io/kubeflow-images-public/profile-controller:vmaster-ga49f658f,gcr.io/kubeflow-images-public/kfam:vmaster-g9f3bfd00 kustomize.component=profiles
deployment.apps/pytorch-operator 1/1 1 1 54d pytorch-operator gcr.io/kubeflow-images-public/pytorch-operator:vmaster-g518f9c76 app.kubernetes.io/component=pytorch,app.kubernetes.io/name=pytorch-operator,kustomize.component=pytorch-operator,name=pytorch-operator
deployment.apps/seldon-controller-manager 1/1 1 1 54d manager docker.io/seldonio/seldon-core-operator:1.4.0 app=seldon,app.kubernetes.io/component=seldon,app.kubernetes.io/instance=seldon1,app.kubernetes.io/name=seldon-core-operator,app.kubernetes.io/version=v0.5,control-plane=seldon-controller-manager
deployment.apps/spark-operatorsparkoperator 1/1 1 1 54d sparkoperator gcr.io/spark-operator/spark-operator:v1beta2-1.1.0-2.4.5 app.kubernetes.io/component=spark-operator,app.kubernetes.io/name=sparkoperator,app.kubernetes.io/version=v1beta2-1.1.0-2.4.5,kustomize.component=spark-operator
deployment.apps/spartakus-volunteer 1/1 1 1 54d volunteer gcr.io/google_containers/spartakus-amd64:v1.1.0 app.kubernetes.io/component=spartakus,app.kubernetes.io/name=spartakus,kustomize.component=spartakus
deployment.apps/tf-job-operator 1/1 1 1 54d tf-job-operator gcr.io/kubeflow-images-public/tf_operator:vmaster-gda226016 app.kubernetes.io/component=tfjob,app.kubernetes.io/name=tf-job-operator,kustomize.component=tf-job-operator
deployment.apps/workflow-controller 1/1 1 1 54d workflow-controller argoproj/workflow-controller:v2.3.0 app=workflow-controller,app.kubernetes.io/component=argo,app.kubernetes.io/name=argo,kustomize.component=argo
Replicatset列表
NAME DESIRED CURRENT READY AGE CONTAINERS IMAGES SELECTOR
replicaset.apps/admission-webhook-deployment-5cd7dc96f5 1 1 1 54d admission-webhook gcr.io/kubeflow-images-public/admission-webhook:vmaster-ge5452b6f app=admission-webhook,app.kubernetes.io/component=poddefaults,app.kubernetes.io/name=poddefaults,kustomize.component=admission-webhook,pod-template-hash=5cd7dc96f5
replicaset.apps/argo-ui-657cf69ff5 1 1 1 54d argo-ui argoproj/argoui:v2.3.0 app=argo-ui,app.kubernetes.io/component=argo,app.kubernetes.io/name=argo,kustomize.component=argo,pod-template-hash=657cf69ff5
replicaset.apps/cache-deployer-deployment-5f4979f45 0 0 0 54d main gcr.io/ml-pipeline/cache-deployer:1.0.4 app=cache-deployer,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=5f4979f45
replicaset.apps/cache-deployer-deployment-8689d88647 1 1 1 44d main gcr.io/ml-pipeline/cache-deployer:1.0.4 app=cache-deployer,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=8689d88647
replicaset.apps/cache-server-75bdd9bf5c 1 1 1 44d server gcr.io/ml-pipeline/cache-server:1.0.4 app=cache-server,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=75bdd9bf5c
replicaset.apps/cache-server-7859fd67f5 0 0 0 54d server gcr.io/ml-pipeline/cache-server:1.0.4 app=cache-server,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=7859fd67f5
replicaset.apps/centraldashboard-86744cbb7b 1 1 1 54d centraldashboard gcr.io/kubeflow-images-public/centraldashboard:vmaster-g8097cfeb app=centraldashboard,app.kubernetes.io/component=centraldashboard,app.kubernetes.io/name=centraldashboard,pod-template-hash=86744cbb7b
replicaset.apps/jupyter-web-app-deployment-8486d5ffff 1 1 1 54d jupyter-web-app gcr.io/kubeflow-images-public/jupyter-web-app:vmaster-g845af298 app=jupyter-web-app,kustomize.component=jupyter-web-app,pod-template-hash=8486d5ffff
replicaset.apps/katib-controller-7fcc95676b 1 1 1 54d katib-controller docker.io/kubeflowkatib/katib-controller:v1beta1-a96ff59 app=katib-controller,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,pod-template-hash=7fcc95676b
replicaset.apps/katib-db-manager-67867f5498 1 1 1 54d katib-db-manager docker.io/kubeflowkatib/katib-db-manager:v1beta1-a96ff59 app=katib,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,component=db-manager,pod-template-hash=67867f5498
replicaset.apps/katib-mysql-6b5d848bf5 1 1 1 54d katib-mysql mysql:8 app=katib,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,component=mysql,pod-template-hash=6b5d848bf5
replicaset.apps/katib-ui-65dc4cf6f5 1 1 1 54d katib-ui docker.io/kubeflowkatib/katib-ui:v1beta1-a96ff59 app=katib,app.kubernetes.io/component=katib,app.kubernetes.io/name=katib-controller,component=ui,pod-template-hash=65dc4cf6f5
replicaset.apps/kubeflow-pipelines-profile-controller-797fb44db9 1 1 1 54d profile-controller python:3.7 app=kubeflow-pipelines-profile-controller,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=797fb44db9
replicaset.apps/metadata-db-c65f4bc75 1 1 1 54d db-container mysql:8.0.3 component=db,kustomize.component=metadata,pod-template-hash=c65f4bc75
replicaset.apps/metadata-envoy-deployment-67bd5954c 1 1 1 54d container gcr.io/ml-pipeline/envoy:metadata-grpc component=envoy,kustomize.component=metadata,pod-template-hash=67bd5954c
replicaset.apps/metadata-grpc-deployment-577c67c96f 1 1 1 54d container gcr.io/tfx-oss-public/ml_metadata_store_server:v0.21.1 component=grpc-server,kustomize.component=metadata,pod-template-hash=577c67c96f
replicaset.apps/metadata-writer-756dbdd478 1 1 1 54d main gcr.io/ml-pipeline/metadata-writer:1.0.4 app=metadata-writer,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=756dbdd478
replicaset.apps/minio-54d995c97b 1 1 1 54d minio gcr.io/ml-pipeline/minio:RELEASE.2019-08-14T20-37-41Z-license-compliance app=minio,app.kubernetes.io/component=minio,app.kubernetes.io/name=minio,pod-template-hash=54d995c97b
replicaset.apps/ml-pipeline-8d6749d9c 1 1 1 54d ml-pipeline-api-server gcr.io/ml-pipeline/api-server:1.0.4 app=ml-pipeline,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=8d6749d9c
replicaset.apps/ml-pipeline-persistenceagent-d984c9585 1 1 1 54d ml-pipeline-persistenceagent gcr.io/ml-pipeline/persistenceagent:1.0.4 app=ml-pipeline-persistenceagent,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=d984c9585
replicaset.apps/ml-pipeline-scheduledworkflow-5ccf4c9fcc 1 1 1 54d ml-pipeline-scheduledworkflow gcr.io/ml-pipeline/scheduledworkflow:1.0.4 app=ml-pipeline-scheduledworkflow,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=5ccf4c9fcc
replicaset.apps/ml-pipeline-ui-8ccbf585c 1 1 1 54d ml-pipeline-ui gcr.io/ml-pipeline/frontend:1.0.4 app=ml-pipeline-ui,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=8ccbf585c
replicaset.apps/ml-pipeline-viewer-crd-56c68f6c85 0 0 0 54d ml-pipeline-viewer-crd gcr.io/ml-pipeline/viewer-crd-controller:1.0.4 app=ml-pipeline-viewer-crd,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=56c68f6c85
replicaset.apps/ml-pipeline-viewer-crd-6d497d87 1 1 1 44d ml-pipeline-viewer-crd gcr.io/ml-pipeline/viewer-crd-controller:1.0.4 app=ml-pipeline-viewer-crd,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=6d497d87
replicaset.apps/ml-pipeline-visualizationserver-7446b96877 1 1 1 54d ml-pipeline-visualizationserver gcr.io/ml-pipeline/visualization-server:1.0.4 app=ml-pipeline-visualizationserver,app.kubernetes.io/component=ml-pipeline,app.kubernetes.io/name=kubeflow-pipelines,pod-template-hash=7446b96877
replicaset.apps/mpi-operator-d5bfb8489 1 1 1 54d mpi-operator mpioperator/mpi-operator:latest app=mpi-operator,app.kubernetes.io/component=mpijob,app.kubernetes.io/name=mpi-operator,kustomize.component=mpi-operator,pod-template-hash=d5bfb8489
replicaset.apps/mxnet-operator-7576d697d6 1 1 1 54d mxnet-operator kubeflow/mxnet-operator:v1.0.0-20200625 app.kubernetes.io/component=mxnet,app.kubernetes.io/name=mxnet-operator,kustomize.component=mxnet-operator,pod-template-hash=7576d697d6
replicaset.apps/mysql-74f8f99bc8 1 1 1 54d mysql gcr.io/ml-pipeline/mysql:5.6 app=mysql,app.kubernetes.io/component=mysql,app.kubernetes.io/name=mysql,pod-template-hash=74f8f99bc8
replicaset.apps/notebook-controller-deployment-5fdb965589 1 1 1 44d manager gcr.io/kubeflow-images-public/notebook-controller:vmaster-g6eb007d0 app=notebook-controller,app.kubernetes.io/component=notebook-controller,app.kubernetes.io/name=notebook-controller,kustomize.component=notebook-controller,pod-template-hash=5fdb965589
replicaset.apps/notebook-controller-deployment-dd4c74b47 0 0 0 54d manager gcr.io/kubeflow-images-public/notebook-controller:vmaster-g6eb007d0 app=notebook-controller,app.kubernetes.io/component=notebook-controller,app.kubernetes.io/name=notebook-controller,kustomize.component=notebook-controller,pod-template-hash=dd4c74b47
replicaset.apps/profiles-deployment-65f54cb5c4 0 0 0 54d manager,kfam gcr.io/kubeflow-images-public/profile-controller:vmaster-ga49f658f,gcr.io/kubeflow-images-public/kfam:vmaster-g9f3bfd00 kustomize.component=profiles,pod-template-hash=65f54cb5c4
replicaset.apps/profiles-deployment-694dc64596 0 0 0 44d manager,kfam gcr.io/kubeflow-images-public/profile-controller:vmaster-ga49f658f,gcr.io/kubeflow-images-public/kfam:vmaster-g9f3bfd00 kustomize.component=profiles,pod-template-hash=694dc64596
replicaset.apps/profiles-deployment-6c9fb7fc98 1 1 1 44d manager,kfam gcr.io/kubeflow-images-public/profile-controller:vmaster-ga49f658f,gcr.io/kubeflow-images-public/kfam:vmaster-g9f3bfd00 kustomize.component=profiles,pod-template-hash=6c9fb7fc98
replicaset.apps/pytorch-operator-847c8d55d8 1 1 1 54d pytorch-operator gcr.io/kubeflow-images-public/pytorch-operator:vmaster-g518f9c76 app.kubernetes.io/component=pytorch,app.kubernetes.io/name=pytorch-operator,kustomize.component=pytorch-operator,name=pytorch-operator,pod-template-hash=847c8d55d8
replicaset.apps/seldon-controller-manager-6bf8b45656 1 1 1 54d manager docker.io/seldonio/seldon-core-operator:1.4.0 app=seldon,app.kubernetes.io/component=seldon,app.kubernetes.io/instance=seldon1,app.kubernetes.io/name=seldon-core-operator,app.kubernetes.io/version=v0.5,control-plane=seldon-controller-manager,pod-template-hash=6bf8b45656
replicaset.apps/spark-operatorsparkoperator-fdfbfd99 1 1 1 44d sparkoperator gcr.io/spark-operator/spark-operator:v1beta2-1.1.0-2.4.5 app.kubernetes.io/component=spark-operator,app.kubernetes.io/name=sparkoperator,app.kubernetes.io/version=v1beta2-1.1.0-2.4.5,kustomize.component=spark-operator,pod-template-hash=fdfbfd99
replicaset.apps/spartakus-volunteer-558f8bfd47 1 1 1 54d volunteer gcr.io/google_containers/spartakus-amd64:v1.1.0 app.kubernetes.io/component=spartakus,app.kubernetes.io/name=spartakus,kustomize.component=spartakus,pod-template-hash=558f8bfd47
replicaset.apps/tf-job-operator-58477797f8 1 1 1 54d tf-job-operator gcr.io/kubeflow-images-public/tf_operator:vmaster-gda226016 app.kubernetes.io/component=tfjob,app.kubernetes.io/name=tf-job-operator,kustomize.component=tf-job-operator,pod-template-hash=58477797f8
replicaset.apps/workflow-controller-64fd7cffc5 1 1 1 54d workflow-controller argoproj/workflow-controller:v2.3.0 app=workflow-controller,app.kubernetes.io/component=argo,app.kubernetes.io/name=argo,kustomize.component=argo,pod-template-hash=64fd7cffc5
Statefulset列表
NAME READY AGE CONTAINERS IMAGES
statefulset.apps/admission-webhook-bootstrap-stateful-set 1/1 54d bootstrap gcr.io/kubeflow-images-public/ingress-setup:latest
statefulset.apps/application-controller-stateful-set 1/1 54d manager gcr.io/kubeflow-images-public/kubernetes-sigs/application:1.0-beta
statefulset.apps/kfserving-controller-manager 1/1 54d kube-rbac-proxy,manager gcr.io/kubebuilder/kube-rbac-proxy:v0.4.0,gcr.io/kfserving/kfserving-controller:v0.4.1
statefulset.apps/metacontroller 1/1 54d metacontroller metacontroller/metacontroller:v0.3.0
