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feat(api): KEP-3015: Workload Aware Scheduling for TrainJob (#3219)

* feat(kep): KEP-3015: Workload Aware Scheduling for TrainJob

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Disallow to set JobSet and Job scheduling API

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Clarify on k8s version and mutability

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Clarify on CPG support

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Remove ResourceClaims from Level 1 and 2

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Fix API types for schedulingv1alpha3

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Clarify the workload builder library usage

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add Upstream API Dependency Risks

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Check minGroupCount instead of minCount

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add patch RBAC

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add validation for DependsOn

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Fix the TrainJob Resume policy

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Fix the ancestor label

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add the index prefix for PodGroupTemplate names in Level 2

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Set minCount to numNodes - 1 to avoid MPI deadlock

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Update proposals/3015-workload-aware-scheduling/kep.yaml

Co-authored-by: Yuki Iwai <yuki.iwai.tz@gmail.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Update proposals/3015-workload-aware-scheduling/kep.yaml

Co-authored-by: Yuki Iwai <yuki.iwai.tz@gm... (continued)

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