ai-dev-console

module

v0.0.0-...-6f7f355 Latest Latest Go to latest Published: Mar 10, 2026 License: Apache-2.0

Details

Valid go.mod file
Redistributable license
Tagged version
Stable version
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Repository

github.com/AliyunContainerService/data-on-ack

Links

Open Source Insights

README ¶

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

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

Via Helm

Log in to Alibaba Cloud and go to the ACK Console.
In the left sidebar, select Marketplace → App Catalog and then choose ack-ai-dev-console.
Switch to the Parameters tab to review and customize the configuration values.
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

Log in to Alibaba Cloud and go to the ACK Console.
Select the ACK Pro cluster and navigate to Applications → AI Engineering Acceleration in the left sidebar.
Click the Dev Console link in the upper-left area of the Cloud-Native AI Suite component list page.
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.
If deployed via Helm, obtain the service address using kubectl or configure an Ingress to access the console.

Directories ¶

Path	Synopsis
apis
apps/v1alpha1 Package v1alpha1 contains API Schema definitions for the apps v1alpha1 API group +kubebuilder:object:generate=true +groupName=apps.kubedl.io	Package v1alpha1 contains API Schema definitions for the apps v1alpha1 API group +kubebuilder:object:generate=true +groupName=apps.kubedl.io
data/v1 Package v1 contains API Schema definitions for the data v1 API group +kubebuilder:object:generate=true +groupName=data.kubeai.alibabacloud.com	Package v1 contains API Schema definitions for the data v1 API group +kubebuilder:object:generate=true +groupName=data.kubeai.alibabacloud.com
mars/v1alpha1 Package v1beta1 contains API Schema definitions for the kubedl.io v1alpha1 API group +kubebuilder:object:generate=true +groupName=kubedl.io	Package v1beta1 contains API Schema definitions for the kubedl.io v1alpha1 API group +kubebuilder:object:generate=true +groupName=kubedl.io
notebook/v1 Package v1 contains API Schema definitions for the kubeflow.org v1 API group +kubebuilder:object:generate=true +groupName=kubeflow.org	Package v1 contains API Schema definitions for the kubeflow.org v1 API group +kubebuilder:object:generate=true +groupName=kubeflow.org
notebook/v1beta1 Package v1beta1 contains API Schema definitions for the kubeflow.org v1beta1 API group +kubebuilder:object:generate=true +groupName=kubeflow.org	Package v1beta1 contains API Schema definitions for the kubeflow.org v1beta1 API group +kubebuilder:object:generate=true +groupName=kubeflow.org
training/v1alpha1 Package v1alpha1 contains API Schema definitions for the training v1alpha1 API group +k8s:defaulter-gen=TypeMeta +groupName=training.kubedl.io	Package v1alpha1 contains API Schema definitions for the training v1alpha1 API group +k8s:defaulter-gen=TypeMeta +groupName=training.kubedl.io
cmd
options
console
backend/cmd/backend-server command
backend/pkg/auth
backend/pkg/client
backend/pkg/constants
backend/pkg/handlers
backend/pkg/middleware
backend/pkg/model
backend/pkg/routers
backend/pkg/routers/api
backend/pkg/utils
pkg
code_sync
features
infra/backends
infra/backends/clientmgr
infra/backends/clients/apiserver
infra/backends/clients/arena
infra/backends/events/aliyun_sls
infra/backends/events/apiserver
infra/backends/events/arena
infra/backends/objects/apiserver
infra/backends/objects/arena
infra/backends/objects/mysql
infra/backends/registry
infra/backends/tenant
infra/backends/utils
infra/dmo
infra/dmo/converters
job_controller
job_controller/api/v1 Package v1 is the v1 version of the API.	Package v1 is the v1 version of the API.
metrics
proxy
test_job/v1 Package v1 is the v1 version of the API.	Package v1 is the v1 version of the API.
test_util/v1
util Package util provides various helper routines.	Package util provides various helper routines.
util/k8sutil
util/resource_utils
util/runtime
util/signals
util/tenancy
util/train Package that various helper routines for training.	Package that various helper routines for training.
util/workloadgate

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