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### What changes were proposed in this pull request? This PR aims to update `YuniKorn` docs with v1.6.1 for Apache Spark 4.0.0. ### Why are the changes needed? Apache YuniKorn v1.6.1 was released on 2025-01-24 with 12 [JIRAs](https://issues.apache.org/jira/issues/?filter=12353775#) issues. - https://yunikorn.apache.org/release-announce/1.6.1/ I installed YuniKorn v1.6.1 on K8s 1.31 and tested manually. **K8s v1.31** ``` $ kubectl version Client Version: v1.32.2 Kustomize Version: v5.5.0 Server Version: v1.31.4 ``` **YuniKorn v1.6.1** ``` $ helm list -n yunikorn NAME NAMESPACE REVISION UPDATED STATUS CHART APP VERSION yunikorn yunikorn 1 2025-02-16 19:13:40.251713 -0800 PST deployed yunikorn-1.6.1 ``` ``` $ build/sbt -Pkubernetes -Pkubernetes-integration-tests -Dspark.kubernetes.test.deployMode=docker-desktop "kubernetes-integration-tests/testOnly *.YuniKornSuite" -Dtest.exclude.tags=minikube,local,decom,r -Dtest.default.exclude.tags= ... [info] YuniKornSuite: ... [info] Run completed in 7 minutes, 16 seconds. [info] Total number of tests run: 27 [info] Suites: completed 1, aborted 0 [info] Tests: succeeded 27, failed 0, canceled 2, ignored 2, pending 0 [info] All tests passed. [success] Total time: 453 s (07:33), completed Feb 16, 2025, 7:28:52 PM ``` ``` Events: Type Reason Age From Message ---- ------ ---- ---- ------- Normal Scheduling 9s yunikorn spark-3261ae21f56f4250980e111d24e45d53/spark-test-app-e9c45e585ed54a55a526084f74437975-driver is queued and waiting for allocation Normal Scheduled 9s yunikorn Successfully assigned spark-3261ae21f56f4250980e111d24e45d53/spark-test-app-e9c45e585ed54a55a526084f74437975-driver to node docker-desktop Normal PodBindSuccessful 9s yunikorn Pod spark-3261ae21f56f4250980e111d24e45d53/spark-test-app-e9c45e585ed54a55a526084f74437975-driver is successfully bound to node docker-desktop Normal Pulled 9s kubelet Container image "docker.io/kubespark/spark:dev" already present on machine Normal Created 9s kubelet Created container spark-kubernetes-driver Normal Started 9s kubelet Started container spark-kubernetes-driver ``` Closes #49976 from dongjoon-hyun/SPARK-51235. Authored-by: Dongjoon Hyun <[email protected]> Signed-off-by: Dongjoon Hyun <[email protected]>
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