ai-dev-console

ACK AI Dev Console

ACK AI Dev Console is a component of the Cloud-Native AI Suite that provides a model development and training console for algorithm engineers. It helps users quickly set up a deep learning environment on Kubernetes clusters.

Features

• Cluster resource overview
• Dataset management
• Code management
• Single-machine training
• Distributed training
• Scheduled jobs
• Job history

Prerequisites

• ACK Pro cluster or ACK@Edge cluster
• ack-arena installed in the cluster

Build

# Build the backend binary
make build

# Build and push the Docker image
make image

Deployment

Via ACK Console

1. Log in to Alibaba Cloud and go to the ACK Console.
2. Select an ACK Pro cluster and navigate to Applications → AI Engineering Acceleration in the left sidebar.
3. Click One-click Deploy if this is a fresh installation, or click Install next to ack-ai-dev-console in the component list.
4. In the installation dialog, select Dev Console under the interaction mode, configure access permissions, and choose an access method.
5. Click Deploy Cloud-Native AI Suite to complete the installation.

Via Helm

1. Log in to Alibaba Cloud and go to the ACK Console.
2. In the left sidebar, select Marketplace → App Catalog and then choose ack-ai-dev-console.
3. Switch to the Parameters tab to review and customize the configuration values.
4. In the Create panel on the right, select the target cluster and namespace, then click Create.

Helm Parameters

Parameter	Description	Default
replicaCount	Number of replicas for the deployment	1
image.repository	Docker image repository	registry.cn-beijing.aliyuncs.com/acs/kubeai-dev-console
image.tag	Docker image tag	1.0.0
image.pullPolicy	Image pull policy	IfNotPresent
resources.limits.cpu	CPU limit	2000m
resources.limits.memory	Memory limit	500Mi
resources.requests.cpu	CPU request	500m
resources.requests.memory	Memory request	100Mi
service.type	Kubernetes service type	NodePort
service.port	Service port	80
service.nodePort	Node port (when service type is NodePort)	31102
console.host	Hostname of the dev console
console.adminUid	Alibaba Cloud account UID for admin access
console.ingress.enabled	Whether to enable Ingress	false
nodeSelector	Node selector for the pod	{}
tolerations	Tolerations for the pod	[]
affinity	Affinity policy for the pod	{}

Accessing the Console

1. Log in to Alibaba Cloud and go to the ACK Console.
2. Select the ACK Pro cluster and navigate to Applications → AI Engineering Acceleration in the left sidebar.
3. Click the Dev Console link in the upper-left area of the Cloud-Native AI Suite component list page.
4. To grant access to other users, create a RAM sub-account and share the console link. Sub-account users can log in with their own credentials.
5. If deployed via Helm, obtain the service address using kubectl or configure an Ingress to access the console.