Fix broken links in Training Operator #3812 (#3899)

* Fix broken links in Training Operator Signed-off-by: varodrig <[email protected]> * replace missing link Signed-off-by: varodrig <[email protected]> * update kubernetes api version Signed-off-by: varodrig <[email protected]> * removing old links and updating version Signed-off-by: varodrig <[email protected]> --------- Signed-off-by: varodrig <[email protected]>
kubeflow · Oct 10, 2024 · cd64b6f · cd64b6f
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diff --git a/content/en/docs/components/katib/user-guides/trial-template.md b/content/en/docs/components/katib/user-guides/trial-template.md
@@ -20,8 +20,6 @@ In Katib examples, you can find the following examples for Trial's Workers:
 
 - [Kubeflow `PyTorchJob`](/docs/components/training/user-guides/pytorch/)
 
-- [Kubeflow `MXJob`](/docs/components/training/user-guides/mxnet)
-
 - [Kubeflow `XGBoostJob`](/docs/components/training/user-guides/xgboost)
 
 - [Kubeflow `MPIJob`](/docs/components/training/user-guides/mpi)

diff --git a/content/en/docs/components/training/user-guides/mpi.md b/content/en/docs/components/training/user-guides/mpi.md
@@ -69,7 +69,7 @@ kubectl kustomize base | kubectl apply -f -
 
 ## Creating an MPI Job
 
-You can create an MPI job by defining an `MPIJob` config file. See [TensorFlow benchmark example](https://github.com/kubeflow/mpi-operator/blob/master/examples/v2beta1/tensorflow-benchmarks.yaml) config file for launching a multi-node TensorFlow benchmark training job. You may change the config file based on your requirements.
+You can create an MPI job by defining an `MPIJob` config file. See [TensorFlow benchmark example](https://github.com/kubeflow/mpi-operator/blob/master/examples/v2beta1/tensorflow-benchmarks/tensorflow-benchmarks.yaml) config file for launching a multi-node TensorFlow benchmark training job. You may change the config file based on your requirements.
 
 ```
 cat examples/v2beta1/tensorflow-benchmarks/tensorflow-benchmarks.yaml
@@ -83,7 +83,7 @@ kubectl apply -f examples/v2beta1/tensorflow-benchmarks/tensorflow-benchmarks.ya
 
 ## Scheduling Policy
 
-The MPI Operator supports the [gang-scheduling](/docs/components/training/job-scheduling#running-jobs-with-gang-scheduling).
+The MPI Operator supports the [gang-scheduling](/docs/components/training/user-guides/job-scheduling/#running-jobs-with-gang-scheduling).
 If you want to modify the PodGroup parameters, you can configure in the following:
 
 ```diff

diff --git a/content/en/docs/components/training/user-guides/tensorflow.md b/content/en/docs/components/training/user-guides/tensorflow.md
@@ -154,7 +154,7 @@ replica (as listed above) to the **TFReplicaSpec** for that replica. **TFReplica
 consists of 3 fields
 
 - **replicas** The number of replicas of this type to spawn for this `TFJob`.
-- **template** A [PodTemplateSpec](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.11/#podtemplatespec-v1-core) that describes the pod to create
+- **template** A [PodTemplateSpec](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.29/#podtemplatespec-v1-core) that describes the pod to create
   for each replica.
 
   - **The pod must include a container named `tensorflow`**.
@@ -592,13 +592,6 @@ further analysis.
 
 ### Stackdriver on GKE
 
-See the guide to [logging and monitoring](/docs/gke/monitoring/) for
-instructions on getting logs using Stackdriver.
-
-As described in the guide to
-[logging and monitoring](https://www.kubeflow.org/docs/gke/monitoring/#filter-with-labels),
-it's possible to fetch the logs for a particular replica based on pod labels.
-
 Using the Stackdriver UI you can use a query like
 
 ```
@@ -710,4 +703,4 @@ Here are some steps to follow to troubleshoot your job
 
 - Learn about [distributed training](/docs/components/training/reference/distributed-training/) in Training Operator.
 
-- See how to [run a job with gang-scheduling](/docs/use-cases/job-scheduling#running-jobs-with-gang-scheduling).
+- See how to [run a job with gang-scheduling](/docs/components/training/user-guides/job-scheduling/#running-jobs-with-gang-scheduling).
diff --git a/netlify.toml b/netlify.toml
@@ -34,8 +34,6 @@ package = "netlify-plugin-checklinks"
     "public/docs/components/pipelines/fonts/",
     "public/docs/components/pipelines/legacy-v1/fonts/",
 
-    "public/docs/components/training/",
-
     "public/docs/distributions/gke/",
 
     "public/docs/distributions/aws/",