Kubeflow Installation

Kubeflow

Installing the Kubeflow pipeline(locally) in the Windows system

Installing Kubeflow Pipeline (KFP) on Windows can be a bit challenging since KFP is primarily designed to run on Linux-based systems. However, you can set up a Windows-based development environment and run KFP using a Docker container.

The following steps will help you install Kubeflow pipelines for the Windows system

Step 1: Install Docker Desktop

Docker Desktop

Docker Desktop: https://docs.docker.com/desktop/install/windows-install/

Step 2: Install Minikube

minikube

Minikube installation link: https://minikube.sigs.k8s.io/docs/start/

Open up your PowerShell in Administrator mode and type in this command
Download and run the installer for the latest release

New-Item -Path 'c:\' -Name 'minikube' -ItemType Directory -Force

Invoke-WebRequest -OutFile ‘c:\minikube\minikube.exe’ -Uri ‘https://github.com/kubernetes/minikube/releases/latest/download/minikube-windows-amd64.exe' -UseBasicParsing

Add the minikube.exe binary to your PATH.
Make sure to run PowerShell as Administrator.

$oldPath = [Environment]::GetEnvironmentVariable('Path', [EnvironmentVariableTarget]::Machine)
if ($oldPath.Split(';') -inotcontains 'C:\minikube'){ `
[Environment]::SetEnvironmentVariable('Path', $('{0};C:\minikube' -f $oldPath), [EnvironmentVariableTarget]::Machine) `
}

Step 3: Install K8s

K8s

Kubectl commands

kubectl

Local Deployment

To deploy the Kubeflow Pipelines, run the following commands:

Set PIPELINE_VERSION=1.8.5
kubectl apply -k "github.com/kubeflow/pipelines/manifests/kustomize/cluster-scoped-resources?ref=$PIPELINE_VERSION"
kubectl wait - for condition=established - timeout=60s crd/applications.app.k8s.io
kubectl apply -k "github.com/kubeflow/pipelines/manifests/kustomize/env/platform-agnostic-pns?ref=$PIPELINE_VERSION"

Verify that the Kubeflow Pipelines UI is accessible by port-forwarding:

kubectl port-forward -n kubeflow svc/ml-pipeline-ui 8080:80

References

https://github.com/SharathHebbar/Kubeflow-pipeline-iris