/helm-mlflow

A repository of helm charts

Primary LanguageMustache

Helm Chart for mlflow

CircleCI License version

Introduction

This Helm chart installs mlflow in a Kubernetes cluster.

Prerequisites

  • Kubernetes cluster 1.10+
  • Helm 2.8.0+
  • PV provisioner support in the underlying infrastructure.

Installation

Add Helm repository

helm repo add cetic https://cetic.github.io/helm-charts
helm repo update

Configure the chart

The following items can be set via --set flag during installation or configured by editing the values.yaml directly (need to download the chart first).

Configure the way how to expose mlflow service:

  • Ingress: The ingress controller must be installed in the Kubernetes cluster.
  • ClusterIP: Exposes the service on a cluster-internal IP. Choosing this value makes the service only reachable from within the cluster.
  • NodePort: Exposes the service on each Node’s IP at a static port (the NodePort). You’ll be able to contact the NodePort service, from outside the cluster, by requesting NodeIP:NodePort.
  • LoadBalancer: Exposes the service externally using a cloud provider’s load balancer.

Install the chart

Install the mlflow helm chart with a release name my-release:

helm install --name my-release cetic/mlflow

Uninstallation

To uninstall/delete the my-release deployment:

helm delete --purge my-release

Configuration

The following table lists the configurable parameters of the mlflow chart and the default values.

Parameter Description Default
Image
image.repository MLFlow Image name ayadi05/mlflow
image.tag MLFlow Image tag 1.5.0
image.pullPolicy MLFlow Image pull policy IfNotPresent
Outpout configuration
backend_store_uri Database which store the metrics file postgresql://user:password@postgresql.default.svc.cluster.local:5432
default_artifact_root Bucket and path used to save the artifacts s3://datalake/mlflow/artifacts
Database configuration
db.default.enabled Default database (in container) enabled false
db.host Database host postgresql
db.port Database port 5432
db.user Database user admin
db.password Database password password
db.database Database name postgres
Minio Configuration
minio.url mlflow S3 endpoint url frontend minio.default.svc.cluster.local:9000
minio.accesskey minio access key secret
minio.secretkey minio secret key secret
Service
service.type Type of service for MLFlow frontend NodePort
service.port Port to expose service 80
service.nodePort Port where the service is reachable 30245
service.loadBalancerIP LoadBalancerIP if service type is LoadBalancer nil
service.loadBalancerSourceRanges Address that are allowed when svc is LoadBalancer []
service.annotations Service annotations {}
Ingress
ingress.enabled Enables Ingress false
ingress.annotations Ingress annotations {}
ingress.path Path to access frontend /
ingress.hosts Ingress hosts []
ingress.tls Ingress TLS configuration []
Resources
resources CPU/Memory resource requests/limits {}

Contributing

Feel free to contribute by making a pull request.

Please read the official Contribution Guide from Helm for more information on how you can contribute to this Chart.

License

Apache License 2.0