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What is multi-components workload
Kubernetes workloads like Deployment, StatefulSet, and Pod all consist of one component(one pod template) with one or more replicas.
AI training and Big-data workloads, usually consist of more than one component, each component might have multiple replicas.
What would you like to be added:
Provide fine-grained support for workloads which usually consist of two or more components, like:
Kubeflow Training/Big-data workloads
TFJob(Tensorflow Job), which may consist of multiple components like PS, Worker, Chief, Master, and Evaluator.
PyTorchJob which may consist of two components, like Master and Worker.
MXJob, which may consist of multiple components, like Scheduler, Server, Worker, TunerTracker, TunerServer, and Tuner.
XGBoostJob, which may consist of two components, like Master and Worker.
MPIJob, which may consist of two components, like Launcher and Worker.
PaddleJob, which may consist of two components, like Master and Worker.
SparkApplication, which may consist of two components, like driver and executor.
FlinkDeployment, which may consist of two components, like jobManager and taskManager.
What is multi-components workload
Kubernetes workloads like
Deployment
,StatefulSet
, andPod
all consist of one component(one pod template) with one or more replicas.AI training and Big-data workloads, usually consist of more than one component, each component might have multiple replicas.
What would you like to be added:
Provide fine-grained support for workloads which usually consist of two or more components, like:
PS
,Worker
,Chief
,Master
, andEvaluator
.Master
andWorker
.Scheduler
,Server
,Worker
,TunerTracker
,TunerServer
, andTuner
.Master
andWorker
.Launcher
andWorker
.Master
andWorker
.driver
andexecutor
.jobManager
andtaskManager
.User story
Proposal
Working In Progress: #5085
Why is this needed:
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