kubedl

command module

v0.4.0 Latest Latest Go to latest Published: Aug 16, 2021 License: Apache-2.0 Imports: 15 Imported by: 0

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Valid go.mod file
Redistributable license
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Repository

github.com/alibaba/kubedl

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README ¶

KubeDL

KubeDL enables deep learning workloads to run on Kubernetes more easily and efficiently.

KubeDL is a CNCF sandbox project.

Its core functionalities include:

Automatically tunes the best container-level configurations before an ML model is deployed as inference services. - Morphling Github
Model lineage and versioning to track the history of a model natively in CRD: when the model is trained using which data and which image, each version of the model, which version is running etc.
Enables storing and versioning a model leveraging container images. Each model version is stored as its own image and can later be served with Serving framework.
Support inference frameworks and training workloads (Tensorflow, Pytorch. Mars etc.)in a single unified controller.

Check the website: https://kubedl.io

License

Documentation ¶

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Source Files ¶

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main.go

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
model/v1alpha1 Package v1alpha1 contains API Schema definitions for the model v1alpha1 API group +kubebuilder:object:generate=true +groupName=model.kubedl.io	Package v1alpha1 contains API Schema definitions for the model v1alpha1 API group +kubebuilder:object:generate=true +groupName=model.kubedl.io
serving/v1alpha1 Package v1alpha1 contains API Schema definitions for the serving v1alpha1 API group +kubebuilder:object:generate=true +groupName=serving.kubedl.io	Package v1alpha1 contains API Schema definitions for the serving v1alpha1 API group +kubebuilder:object:generate=true +groupName=serving.kubedl.io
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 +kubebuilder:object:generate=true +groupName=training.kubedl.io	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 +kubebuilder:object:generate=true +groupName=training.kubedl.io
client
clientset/versioned This package has the automatically generated clientset.	This package has the automatically generated clientset.
clientset/versioned/fake This package has the automatically generated fake clientset.	This package has the automatically generated fake clientset.
clientset/versioned/scheme This package contains the scheme of the automatically generated clientset.	This package contains the scheme of the automatically generated clientset.
clientset/versioned/typed/training/v1alpha1 This package has the automatically generated typed clients.	This package has the automatically generated typed clients.
clientset/versioned/typed/training/v1alpha1/fake Package fake has the automatically generated clients.	Package fake has the automatically generated clients.
informers/externalversions
informers/externalversions/internalinterfaces
informers/externalversions/training
informers/externalversions/training/v1alpha1
listers/training/v1alpha1
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/storage
backend/pkg/storage/events/apiserver
backend/pkg/storage/objects/apiserver
backend/pkg/storage/objects/proxy
backend/pkg/utils
controllers
apps
elasticdl
mars
model
model/storage
mpi
persist
persist/event
persist/object/job
persist/object/pod
persist/util
pytorch
serving
serving/framework
tensorflow Package tensorflow provides a Kubernetes controller for a TFJob resource.	Package tensorflow provides a Kubernetes controller for a TFJob resource.
xdl
xgboost
pkg
code_sync
features
gang_schedule
gang_schedule/batch_scheduler
gang_schedule/coscheduler
gang_schedule/registry
gang_schedule/volcano_scheduler
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
storage/backends
storage/backends/events/aliyun_sls
storage/backends/objects/mysql
storage/backends/registry
storage/backends/utils
storage/dmo
storage/dmo/converters
tensorboard
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/quota
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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