kubedl

command module

v0.5.0 Latest Latest Go to latest Published: Dec 5, 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 configurations for ML model deployment. - Morphling Github
Package and deploy ML Model in container and track the model lineage natively with Kubernentes CRD.

Check the website: https://kubedl.io

Publications

Morphling: Fast, Near-Optimal Auto-Configuration for Cloud-Native Model Serving. ACM Socc 2021

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
inference/v1alpha1 Package v1alpha1 contains API Schema definitions for the inference v1alpha1 API group +kubebuilder:object:generate=true +groupName=inference.kubedl.io	Package v1alpha1 contains API Schema definitions for the inference v1alpha1 API group +kubebuilder:object:generate=true +groupName=inference.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 +k8s:defaulter-gen=TypeMeta +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
elasticbatch Package controller provides a Kubernetes controller for a ElasticBatchJob resource.	Package controller provides a Kubernetes controller for a ElasticBatchJob resource.
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.
jobcoordinator
jobcoordinator/core
jobcoordinator/eventhandler
jobcoordinator/helper
jobcoordinator/plugins
jobcoordinator/plugins/priority
jobcoordinator/plugins/quota
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/concurrent
util/k8sutil
util/patch
util/quota
util/recorder
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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