kubedl

command module

v0.4.2 Latest Latest Go to latest Published: May 10, 2022 License: Apache-2.0 Imports: 17 Imported by: 0

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Repository

github.com/alibaba/kubedl

Links

Open Source Insights

README ¶

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

KubeDL is a CNCF sandbox project.

Features

Support training and inferences workloads (Tensorflow, Pytorch. Mars etc.)in a single unified controller. Features include advanced scheduling, acceleration using cache, metadata persistentcy, file sync, enable service discovery for training in host network etc.
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.

Check the website: https://kubedl.io

Publications

KubeDL-Morphling paper accepted at ACM Socc 2021: Morphling: Fast, Near-Optimal Auto-Configuration for Cloud-Native Model Serving

License

Documentation ¶

There is no documentation for this package.

Source Files ¶

View all Source files

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
cache/v1alpha1 Package v1alpha1 contains API Schema definitions for the cache v1alpha1 API group +kubebuilder:object:generate=true +groupName=cache.kubedl.io	Package v1alpha1 contains API Schema definitions for the cache v1alpha1 API group +kubebuilder:object:generate=true +groupName=cache.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
notebook/v1alpha1 Package v1alpha1 contains API Schema definitions for the notebook v1alpha1 API group +kubebuilder:object:generate=true +groupName=notebook.kubedl.io	Package v1alpha1 contains API Schema definitions for the notebook v1alpha1 API group +kubebuilder:object:generate=true +groupName=notebook.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
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
cache
elasticdl
mars
model
model/storage
mpi
notebook
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
cache_backend
cache_backend/fluid
cache_backend/registry
cache_backend/test
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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