Install Kubeflow 1.6.1

Table of Contents

Prerequisites

Kubeflow 1.6.1 Official GitHub Repository

Kubernetes (up to 1.22) with default StorageClass
- Kubernetes 1.23 install script
Kustomize (version 3.2.0)
kubectl

Download and unzip Kubeflow 1.6.1 manifests

Install zip via apt

cd ~
sudo apt-get update
sudo apt-get install -y zip

Download Kubeflow 1.6.1 manifests

wget -O manifests-1.6.1.zip https://github.com/kubeflow/manifests/archive/refs/tags/v1.6.1.zip

Unzip Kubeflow 1.6.1 manifests

unzip manifests-1.6.1.zip -d .

Download Kustomize 3.2.0

cd ./manifests-1.6.1
wget -O kustomize https://github.com/kubernetes-sigs/kustomize/releases/download/v3.2.0/kustomize_3.2.0_linux_amd64

Install Kubeflow to Kubernetes

Prepare

sudo rm -rf /mnt
sudo mkdir -p /mnt/minio # Others will be created automatically.

PV for Kubernetes

Save the following yaml content as kubeflow-pv.yaml and store it in the kubeflow manifests directory

# Notice: Save this file in the kubeflow manifests directory

kind: PersistentVolume
apiVersion: v1
metadata:
  name: katib-mysql-pv
  namespace: kubeflow
  labels:
    type: local
    name: katib-mysql
spec:
  capacity:
    storage: 10Gi
  accessModes:
    - ReadWriteOnce
  hostPath:
    path: "/mnt/katib-mysql"
---
kind: PersistentVolume
apiVersion: v1
metadata:
  name: minio-pv
  namespace: kubeflow
  labels:
    type: local
    name: kubeflow
spec:
  capacity:
    storage: 20Gi
  accessModes:
    - ReadWriteOnce
  hostPath:
    path: "/mnt/minio"
---
kind: PersistentVolume
apiVersion: v1
metadata:
  name: mysql-pv
  namespace: kubeflow
  labels:
    type: local
    name: kubeflow
spec:
  capacity:
    storage: 20Gi
  accessModes:
    - ReadWriteOnce
  hostPath:
    path: "/mnt/mysql"
---
kind: PersistentVolume
apiVersion: v1
metadata:
  name: authservice-pv
  namespace: istio-system
  labels:
    type: local
    name: authservice
spec:
  capacity:
    storage: 20Gi
  accessModes:
    - ReadWriteOnce
  hostPath:
    path: "/mnt/autoservice"

Default StorageClass

Save the following yaml content as default-storageclass.yaml and store it in the kubeflow manifests directory

apiVersion: storage.k8s.io/v1
kind: StorageClass
metadata:
  annotations:
    storageclass.kubernetes.io/is-default-class: "true"
  name: standard
provisioner: kubernetes.io/no-provisioner
volumeBindingMode: WaitForFirstConsumer

kubectl apply -f default-storageclass.yaml

Patch Kubeflow manifests

Replace the original yaml file with the following content ↓

Reference: https://blog.csdn.net/qq_39698985/article/details/123981927

Original file path: manifests-1.6.1/common/oidc-authservice/base/statefulset.yaml

apiVersion: apps/v1
kind: StatefulSet
metadata:
  name: authservice
spec:
  replicas: 1
  selector:
    matchLabels:
      app: authservice
  serviceName: authservice
  template:
    metadata:
      annotations:
        sidecar.istio.io/inject: "false"
      labels:
        app: authservice
    spec:
      # ===== FIXED PERSSIONS START =====
      # Fix Error opening bolt store: open /var/lib/authservice/data.db: permission denied
      initContainers:
        - name: fix-permissions
          image: busybox
          command: ["sh", "-c"]
          args: ["chmod -R 777 /var/lib/authservice;"]
          volumeMounts:
            - name: data
              mountPath: /var/lib/authservice
      # ===== FIXED PERSSIONS END =====
      containers:
        - name: authservice
          image: gcr.io/arrikto/kubeflow/oidc-authservice:6ac9400
          imagePullPolicy: Always
          ports:
            - name: http-api
              containerPort: 8080
          envFrom:
            - secretRef:
                name: oidc-authservice-client
            - configMapRef:
                name: oidc-authservice-parameters
          volumeMounts:
            - name: data
              mountPath: /var/lib/authservice
          readinessProbe:
            httpGet:
              path: /
              port: 8081
      securityContext:
        fsGroup: 111
      volumes:
        - name: data
          persistentVolumeClaim:
            claimName: authservice-pvc

Istio

./kustomize build common/istio-1-14/istio-crds/base | kubectl apply -f -
./kustomize build common/istio-1-14/istio-namespace/base | kubectl apply -f -
./kustomize build common/istio-1-14/istio-install/base | kubectl apply -f -

Knative Serving

./kustomize build common/knative/knative-serving/overlays/gateways | kubectl apply -f -
./kustomize build common/istio-1-14/cluster-local-gateway/base | kubectl apply -f -

Cert Manager

./kustomize build common/cert-manager/cert-manager/base | kubectl apply -f -
./kustomize build common/cert-manager/kubeflow-issuer/base | kubectl apply -f -

KServe

kubectl apply -f https://github.com/kserve/kserve/releases/download/v0.8.0/kserve.yaml

KServe Built-in ClusterServingRuntimes

kubectl apply -f https://github.com/kserve/kserve/releases/download/v0.8.0/kserve-runtimes.yaml

Other

Dex

./kustomize build common/dex/overlays/istio | kubectl apply -f -

OIDC AuthService

./kustomize build common/oidc-authservice/base | kubectl apply -f -
kubectl apply -f kubeflow-pv.yaml -l name=authservice

Kubeflow Namespace

./kustomize build common/kubeflow-namespace/base | kubectl apply -f -

Kubeflow Roles

./kustomize build common/kubeflow-roles/base | kubectl apply -f -

Kubeflow Istio Resources

./kustomize build common/istio-1-14/kubeflow-istio-resources/base | kubectl apply -f -

Kubeflow Pipelines

./kustomize build apps/pipeline/upstream/env/cert-manager/platform-agnostic-multi-user | kubectl apply -f -
kubectl apply -f kubeflow-pv.yaml -l name=kubeflow

katib

./kustomize build apps/katib/upstream/installs/katib-with-kubeflow | kubectl apply -f -
kubectl apply -f kubeflow-pv.yaml -l name=katib-mysql

Central Dashboard

./kustomize build apps/centraldashboard/upstream/overlays/kserve | kubectl apply -f -

Admission Webhook

./kustomize build apps/admission-webhook/upstream/overlays/cert-manager | kubectl apply -f -

Notebooks

./kustomize build apps/jupyter/notebook-controller/upstream/overlays/kubeflow | kubectl apply -f -

Profiles + KFAM

./kustomize build apps/profiles/upstream/overlays/kubeflow | kubectl apply -f -

Volumes Web App

./kustomize build apps/volumes-web-app/upstream/overlays/istio | kubectl apply -f -

Tensorboard

./kustomize build apps/tensorboard/tensorboards-web-app/upstream/overlays/istio | kubectl apply -f -

Training Operator

./kustomize build apps/training-operator/upstream/overlays/kubeflow | kubectl apply -f -

User Namespace

./kustomize build common/user-namespace/base | kubectl apply -f -

Last modified: 30 November 2024