chore(deps): bump the kubernetes group across 1 directory with 11 updates

Bumps the kubernetes group with 9 updates in the / directory:

| Package | From | To |
| --- | --- | --- |
| [k8s.io/api](https://github.com/kubernetes/api) | `0.34.2` | `0.34.6` |
| [k8s.io/client-go](https://github.com/kubernetes/client-go) | `0.34.2` | `0.34.6` |
| [k8s.io/code-generator](https://github.com/kubernetes/code-generator) | `0.34.2` | `0.34.6` |
| [k8s.io/component-base](https://github.com/kubernetes/component-base) | `0.34.2` | `0.34.6` |
| [k8s.io/component-helpers](https://github.com/kubernetes/component-helpers) | `0.34.2` | `0.34.6` |
| [sigs.k8s.io/controller-runtime](https://github.com/kubernetes-sigs/controller-runtime) | `0.22.4` | `0.23.3` |
| [sigs.k8s.io/jobset](https://github.com/kubernetes-sigs/jobset) | `0.10.1` | `0.11.1` |
| [sigs.k8s.io/kind](https://github.com/kubernetes-sigs/kind) | `0.30.0` | `0.31.0` |
| [sigs.k8s.io/scheduler-plugins](https://github.com/kubernetes-sigs/scheduler-plugins) | `0.34.1-devel` | `0.34.4-rc` |



Updates `k8s.io/api` from 0.34.2 to 0.34.6
- [Commits](kubernetes/api@v0.34.2...v0.34.6)

Updates `k8s.io/apimachinery` from 0.34.2 to 0.34.6
- [Commits](kubernetes/apimachinery@v0.34.2...v0.34.6)

Updates `k8s.io/client-go` from 0.34.2 to 0.34.6
- [Changelog](https://github.com/kubernetes/client-go/blob/master/CHANGELOG.md)
- [Commits](kubernetes/client-go@v0.34.2...v0.34.6)

Updates `k8s.io/code-generator` from 0.34.2 to 0.34.6
- [Commits](kubernetes/code-generator@v0.34.2...v0.34.6)

Updates `k8s.io/component-base` from 0.34.2 to 0.34.6
- [Commits](kubernetes/component-base@v0.34.2...v0.34.6)

Updates `k8s.io/component-helpers` from 0.34.2 to 0.34.6
- [Commits](kubernetes/component-helpers@v0.34.2...v0.34.6)

Updates `sigs.k8s.io/controller-runtime` from 0.22.4 to 0.23.3
- [Release notes](https://github.com/kubernetes-sigs/controller-runtime/releases)
- [Changelog](https://github.com/kubernetes-sigs/controller-runtime/blob/main/RELEASE.md)
- [Commits](kubernetes-sigs/controller-runtime@v0.22.4...v0.23.3)

Updates `sigs.k8s.io/jobset` from 0.10.1 to 0.11.1
- [Release notes](https://github.com/kubernetes-sigs/jobset/releases)
- [Changelog](https://github.com/kubernetes-sigs/jobset/blob/main/RELEASE.md)
- [Commits](kubernetes-sigs/jobset@v0.10.1...v0.11.1)

Updates `sigs.k8s.io/kind` from 0.30.0 to 0.31.0
- [Release notes](https://github.com/kubernetes-sigs/kind/releases)
- [Commits](kubernetes-sigs/kind@v0.30.0...v0.31.0)

Updates `sigs.k8s.io/scheduler-plugins` from 0.34.1-devel to 0.34.4-rc
- [Release notes](https://github.com/kubernetes-sigs/scheduler-plugins/releases)
- [Changelog](https://github.com/kubernetes-sigs/scheduler-plugins/blob/master/RELEASE.md)
- [Commits](kubernetes-sigs/scheduler-plugins@v0.34.1-devel...v0.34.4-rc)

Updates `sigs.k8s.io/structured-merge-diff/v6` from 6.3.1 to 6.3.2-0.20260122202528-d9cc6641c482
- [Release notes](https://github.com/kubernetes-sigs/structured-merge-diff/releases)
- [Changelog](https://github.com/kubernetes-sigs/structured-merge-diff/blob/master/RELEASE.md)
- [Commits](https://github.com/kubernetes-sigs/structured-merge-diff/commits)

---
updated-dependencies:
- dependency-name: k8s.io/api
  dependency-version: 0.34.6
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
- dependency-name: k8s.io/apimachinery
  dependency-version: 0.34.6
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
- dependency-name: k8s.io/client-go
  dependency-version: 0.34.6
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
- dependency-name: k8s.io/code-generator
  dependency-version: 0.34.6
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
- dependency-name: k8s.io/component-base
  dependency-version: 0.34.6
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
- dependency-name: k8s.io/component-helpers
  dependency-version: 0.34.6
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
- dependency-name: sigs.k8s.io/controller-runtime
  dependency-version: 0.23.3
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: kubernetes
- dependency-name: sigs.k8s.io/jobset
  dependency-version: 0.11.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: kubernetes
- dependency-name: sigs.k8s.io/kind
  dependency-version: 0.31.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: kubernetes
- dependency-name: sigs.k8s.io/scheduler-plugins
  dependency-version: 0.34.4-rc
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
- dependency-name: sigs.k8s.io/structured-merge-diff/v6
  dependency-version: 6.3.2-0.20260122202528-d9cc6641c482
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: kubernetes
...

Signed-off-by: dependabot[bot] <support@github.com>

Author: dependabot[bot]

go.mod

@@ -1,29 +1,29 @@
 module github.com/kubeflow/trainer/v2
 
-go 1.24.0
+go 1.25.0
 
 require (
 	github.com/go-logr/logr v1.4.3
 	github.com/google/go-cmp v0.7.0
-	github.com/onsi/ginkgo/v2 v2.27.2
-	github.com/onsi/gomega v1.38.2
+	github.com/onsi/ginkgo/v2 v2.27.5
+	github.com/onsi/gomega v1.39.0
 	github.com/open-policy-agent/cert-controller v0.15.0
 	go.uber.org/zap v1.27.1
 	golang.org/x/crypto v0.45.0
-	k8s.io/api v0.34.2
-	k8s.io/apimachinery v0.34.2
-	k8s.io/client-go v0.34.2
-	k8s.io/code-generator v0.34.2
-	k8s.io/component-base v0.34.2
-	k8s.io/component-helpers v0.34.2
+	k8s.io/api v0.35.0
+	k8s.io/apimachinery v0.35.0
+	k8s.io/client-go v0.35.0
+	k8s.io/code-generator v0.35.0
+	k8s.io/component-base v0.35.0
+	k8s.io/component-helpers v0.34.6
 	k8s.io/klog/v2 v2.130.1
-	k8s.io/kube-openapi v0.0.0-20250710124328-f3f2b991d03b
-	k8s.io/utils v0.0.0-20250604170112-4c0f3b243397
-	sigs.k8s.io/controller-runtime v0.22.4
-	sigs.k8s.io/jobset v0.10.1
-	sigs.k8s.io/kind v0.30.0
-	sigs.k8s.io/scheduler-plugins v0.34.1-devel
-	sigs.k8s.io/structured-merge-diff/v6 v6.3.1
+	k8s.io/kube-openapi v0.0.0-20250910181357-589584f1c912
+	k8s.io/utils v0.0.0-20251002143259-bc988d571ff4
+	sigs.k8s.io/controller-runtime v0.23.3
+	sigs.k8s.io/jobset v0.11.1
+	sigs.k8s.io/kind v0.31.0
+	sigs.k8s.io/scheduler-plugins v0.34.4-rc
+	sigs.k8s.io/structured-merge-diff/v6 v6.3.2-0.20260122202528-d9cc6641c482
 	volcano.sh/apis v1.13.1-0.20251028070205-46d20c0699e7
 )
 
@@ -43,7 +43,6 @@ require (
 	github.com/go-openapi/jsonreference v0.21.0 // indirect
 	github.com/go-openapi/swag v0.23.1 // indirect
 	github.com/go-task/slim-sprig/v3 v3.0.0 // indirect
-	github.com/gogo/protobuf v1.3.2 // indirect
 	github.com/google/btree v1.1.3 // indirect
 	github.com/google/gnostic-models v0.7.0 // indirect
 	github.com/google/pprof v0.0.0-20250403155104-27863c87afa6 // indirect
@@ -63,12 +62,12 @@ require (
 	github.com/prometheus/client_model v0.6.2 // indirect
 	github.com/prometheus/common v0.66.1 // indirect
 	github.com/prometheus/procfs v0.16.1 // indirect
-	github.com/spf13/cobra v1.9.1 // indirect
-	github.com/spf13/pflag v1.0.6 // indirect
+	github.com/spf13/cobra v1.10.0 // indirect
+	github.com/spf13/pflag v1.0.9 // indirect
 	github.com/x448/float16 v0.8.4 // indirect
 	go.uber.org/atomic v1.11.0 // indirect
 	go.uber.org/multierr v1.11.0 // indirect
-	go.yaml.in/yaml/v2 v2.4.2 // indirect
+	go.yaml.in/yaml/v2 v2.4.3 // indirect
 	go.yaml.in/yaml/v3 v3.0.4 // indirect
 	golang.org/x/mod v0.29.0 // indirect
 	golang.org/x/net v0.47.0 // indirect
@@ -79,15 +78,14 @@ require (
 	golang.org/x/text v0.31.0 // indirect
 	golang.org/x/time v0.11.0 // indirect
 	golang.org/x/tools v0.38.0 // indirect
-	golang.org/x/tools/go/expect v0.1.1-deprecated // indirect
 	gomodules.xyz/jsonpatch/v2 v2.4.0 // indirect
 	google.golang.org/protobuf v1.36.8 // indirect
-	gopkg.in/evanphx/json-patch.v4 v4.12.0 // indirect
+	gopkg.in/evanphx/json-patch.v4 v4.13.0 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
-	k8s.io/apiextensions-apiserver v0.34.1 // indirect
-	k8s.io/gengo/v2 v2.0.0-20250604051438-85fd79dbfd9f // indirect
-	sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8 // indirect
+	k8s.io/apiextensions-apiserver v0.35.0 // indirect
+	k8s.io/gengo/v2 v2.0.0-20250922181213-ec3ebc5fd46b // indirect
+	sigs.k8s.io/json v0.0.0-20250730193827-2d320260d730 // indirect
 	sigs.k8s.io/randfill v1.0.0 // indirect
 	sigs.k8s.io/yaml v1.6.0 // indirect
 )