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mlflow-helm's Introduction

mlflow-helm

Repository holding code for deploying a MLFlow server for storing ML models artifacts, experiments and runs.

Execution steps

0. RUNNING MINIKUBE LOCAL CLUSTER

0.1. minikube start

๐Ÿ˜„  minikube v1.32.0 on Ubuntu 19.10
โœจ  Using the docker driver based on existing profile
๐Ÿ’จ  For improved Docker performance, Upgrade Docker to a newer version (Minimum recommended version is 20.10.0, minimum supported version is 18.09.0, current version is 19.03.8)
๐Ÿ‘  Starting control plane node minikube in cluster minikube
๐Ÿšœ  Pulling base image ...
๐Ÿƒ  Updating the running docker "minikube" container ...
๐Ÿณ  Preparing Kubernetes v1.28.3 on Docker 24.0.7 ...
๐Ÿ”Ž  Verifying Kubernetes components...
    โ–ช Using image gcr.io/k8s-minikube/storage-provisioner:v5
๐ŸŒŸ  Enabled addons: storage-provisioner, default-storageclass

โ—  /usr/bin/kubectl is version 1.18.0, which may have incompatibilities with Kubernetes 1.28.3.
    โ–ช Want kubectl v1.28.3? Try 'minikube kubectl -- get pods -A'
๐Ÿ„  Done! kubectl is now configured to use "minikube" cluster and "default" namespace by default

0.2. minikube dashboard

๐Ÿ”Œ  Enabling dashboard ...
    โ–ช Using image docker.io/kubernetesui/dashboard:v2.7.0
    โ–ช Using image docker.io/kubernetesui/metrics-scraper:v1.0.8
๐Ÿ’ก  Some dashboard features require the metrics-server addon. To enable all features please run:

        minikube addons enable metrics-server


๐Ÿค”  Verifying dashboard health ...
๐Ÿš€  Launching proxy ...
๐Ÿค”  Verifying proxy health ...
๐ŸŽ‰  Opening http://127.0.0.1:43709/api/v1/namespaces/kubernetes-dashboard/services/http:kubernetes-dashboard:/proxy/ in your default browser...
Opening in existing browser session.

0.3 minikube addons enable ingress

๐Ÿ’ก  ingress is an addon maintained by Kubernetes. For any concerns contact minikube on GitHub.
You can view the list of minikube maintainers at: https://github.com/kubernetes/minikube/blob/master/OWNERS
    โ–ช Using image registry.k8s.io/ingress-nginx/controller:v1.9.4
    โ–ช Using image registry.k8s.io/ingress-nginx/kube-webhook-certgen:v20231011-8b53cabe0
    โ–ช Using image registry.k8s.io/ingress-nginx/kube-webhook-certgen:v20231011-8b53cabe0
๐Ÿ”Ž  Verifying ingress addon...
๐ŸŒŸ  The 'ingress' addon is enabled

1. INSTALLING HELM CHART

helm install mlflow mlflow-helm/

# Output:
# NAME: mlflow
# LAST DEPLOYED: Sat Mar 23 20:06:43 2024
# NAMESPACE: default
# STATUS: deployed
# REVISION: 1
# TEST SUITE: None

2. VERIFYING INGRESS REDIRECTING TRAFFIC

curl --resolve "mlflow-app.f1-platform.k8s.io:80$(minikube ip)" -i http://mlflow-app.f1-platform.k8s.io

3. VERIFYING INGRESS REDIRECTING TRAFFIC - WITH BROWSER

vim /etc/hosts

# add the following line: 
# <minikube_ip>    mlflow-app.f1-platform.k8s.io
# e.g. 
# 192.168.49.2    my-hello-app.k8s.io
#
# check with browser, going to address: http://mlflow-app.f1-platform.k8s.io

Example

Homepage

sample image

Experiment

sample image 2 sample image 3 sample image 4

Model

sample image 5

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