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feat(runtimes): Add XGBoost runtime(KEP-2598) (#3200)

* Add XGBoost runtime plugin scaffold and register in framework

Signed-off-by: Krishna-kg732 <2405732@kiit.ac.in>
Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* regenerated assets

Signed-off-by: Krishna-kg732 <2405732@kiit.ac.in>
Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* Add XGBoost plugin unit tests and update framework test registry

Signed-off-by: Krishna-kg732 <2405732@kiit.ac.in>
Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* added :Runtime image , unit tests for :(Resources are not set, Resources are set in TrainJob) ,using the ContainerTrainerPort instead of default port

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* minor changes

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* added plainML fallback(JAX+XGBOOST)

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* test: add XGBoost runtime resource resolution unit tests

- Add test case for resources set in Runtime only
- Add test case for resources set in both Runtime and TrainJob
- Add xgboost_distributed.yaml ClusterTrainingRuntime manifest
- Update kustomization.yaml with xgboost-runtime image

Addresses feedback from PR #3200 for complete resource resolution test coverage.

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* added autogenerat3ed files

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* CI fixes

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* chore: fix ci lint errors

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* Add XGBoost integration and E2E tests, fix Validate guard clause and nil safety

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* trigger ci

Signed-off-by: krishna-kg732 <krishnagupta.kg2k6@gmail.com>

* fix: Add XGBoost support to test wrapper, CEL validation, and CI publish workflow

- Add XGBoostPolicy() method to MLPolicySourceWrapper for... (continued)

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Source Files on job 22897206667.1