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Version: 0.6.11

Install Starwhale Server to Kubernetes Cluster

In a private deployment scenario, Starwhale Server can be deployed to a Kubernetes cluster using Helm. Starwhale Server relies on two fundamental infrastructure dependencies: MySQL database and object storage.

  • For production environments, it is recommended to provide externally high-availability MySQL database and object storage.
  • For trial or testing environments, the standalone versions of MySQL and MinIO, included in the Starwhale Charts, can be utilized.

Prerequisites​

  • A running Kubernetes 1.19+ cluster to run tasks.
  • Kubernetes Ingress provides HTTP(S) routing.
  • Helm 3.2.0+.
  • [Production Required] A running MySQL 8.0+ instance to store metadata.
  • [Production Required] A S3-compatible object storage system to save datasets, models, and others. Currently tested compatible object storage services:

Helm Charts​

Downloading Helm Charts​

helm repo add starwhale https://star-whale.github.io/charts
helm repo update

Editing values.yaml (production required)​

In a production environment, it is recommended to configure parameters like the MySQL database, object storage, domain names, and memory allocation by editing values.yaml based on actual deployment needs. Below is a sample values.yaml for reference:

# Set image registry for China mainland, recommend "docker-registry.starwhale.cn". Other network environments can ignore this setting, will use ghcr.io: https://github.com/orgs/star-whale/packages.
image:
registry: docker-registry.starwhale.cn
org: star-whale

# External MySQL service depended in production, MySQL version needs to be greater than 8.0
externalMySQL:
host: 10.0.1.100 # Database IP address or domain that is accessible within the Kubernetes cluster
port: 3306
username: "your-username"
password: "your-password"
database: starwhale # Needs to pre-create the database, name can be specified freely, default charset is fine. The database user specified above needs read/write permissions to this database

# External S3 protocol compatible object storage service relied on in production
externalOSS:
host: ks3-cn-beijing.ksyuncs.com # Object storage IP address or domain that is accessible from both the Kubernetes cluster and Standalone instances
port: 80
accessKey: "your-ak"
secretKey: "your-sk"
defaultBuckets: test-gp # Needs to pre-create the Bucket, name can be specified freely. The ak/sk specified above needs read/write permissions to this Bucket
region: BEIJING # Object storage corresponding region, defaults to local

# If external object storage is specified in production, built-in single instance MinIO is not needed
minio:
enabled: false

# If external MySQL is specified in production, built-in single instance MySQL is not needed
mysql:
enabled: false

controller:
containerPort: 8082
storageType: "ksyun" # Type of object storage service minio/s3/ksyun/baidu/tencent/aliyun

ingress:
enabled: true
ingressClassName: nginx # Corresponds to the Ingress Controller in the Kubernetes cluster
host: server-domain-name # External accessible domain name for the Server
path: /

# Recommend at least 32GB memory and 8 CPU cores for Starwhale Server in production
resources:
controller:
limits:
memory: 32G
cpu: 8
requests:
memory: 32G
cpu: 8

# Downloading Python Packages defined in Starwhale Runtime requires setting PyPI mirror corresponding to actual network environment. Can also modify later in Server System Settings page.
mirror:
pypi:
enabled: true
indexUrl: "https://mirrors.aliyun.com/pypi/simple/"
extraIndexUrl: "https://pypi.tuna.tsinghua.edu.cn/simple/"
trustedHost: "mirrors.aliyun.com pypi.tuna.tsinghua.edu.cn"

Deploying/Upgrading Starwhale Server​

The following command can be used for both initial deployment and upgrades. It will automatically create a Kubernetes namespace called "starwhale". values.custom.yaml is the values.yaml file written according to the actual needs of the cluster.

helm upgrade --devel --install starwhale starwhale/starwhale --namespace starwhale --create-namespace -f values.custom.yaml

If you have a local kubectl command-line tool installed, you can run kubectl get pods -n starwhale to check if all pods are running.

Uninstalling Starwhale Server​

helm delete starwhale-server