Set up your MLOps platform on your Kubernetes cluster

About

This repository hold the base code to run your MLOps platform on your Kubernetes cluster with MLflow.

A quay.io repository exists to hold the container image of this project.

Installation

Requirements

• Kubernetes cluster
• MinIO cluster (optional)

Kubernetes manifests

Ensure that you modified the manifests within the kubernetes folder to match your setup.

Usage

(optional) Docker

If you want a production-ready container through Docker run the following command :

#!/bin/bash
docker run -d\
           -P\
           -v "$(pwd)/scripts:/usr/src/app/scripts"\
           quay.io/rafidini/k8s-mlflow:1.0.0-alpha.5

Kubernetes

Get into a Command prompt/Terminal and follow the instructions :

# (optional) Launch MinIO
kubectl apply -f kubernetes/minio-standalone.yaml

# Launch MLflow
kubectl apply -f kubernetes/k8s-mlflow.yaml

Contributing

A guideline will be produced later on.

Note

To update the changelog git-changelog -o CHANGELOG.md -s angular .