[docs] fix website broken links (#1857)

site/content/en/docs/admission-check-controllers/provisioning.md

@@ -6,7 +6,7 @@ description: >
   An admission check controller providing kueue integration with cluster autoscaler.
 ---
 
-The Provisioning Admission Check Controller is an Admission Check Controller designed to integrate Kueue with [Kubernetes cluster-autoscaler](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler). Its primary function is to create [ProvisioningRequests](https://github.com/kubernetes/autoscaler/blob/4872bddce2bcc5b4a5f6a3d569111c11b8a2baf4/cluster-autoscaler/provisioningrequest/apis/autoscaling.x-k8s.io/v1beta1/types.go#L41) for the workloads holding [Quota Reservation](docs/concepts/#quota-reservation) and keeping the [AdmissionCheckState](/docs/concepts/admission_check/#admissioncheckstate) in sync.
+The Provisioning Admission Check Controller is an Admission Check Controller designed to integrate Kueue with [Kubernetes cluster-autoscaler](https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler). Its primary function is to create [ProvisioningRequests](https://github.com/kubernetes/autoscaler/blob/4872bddce2bcc5b4a5f6a3d569111c11b8a2baf4/cluster-autoscaler/provisioningrequest/apis/autoscaling.x-k8s.io/v1beta1/types.go#L41) for the workloads holding [Quota Reservation](/docs/concepts/#quota-reservation) and keeping the [AdmissionCheckState](/docs/concepts/admission_check/#admissioncheckstate) in sync.
 
 The controller is part of kueue. You can enable it by setting the `ProvisioningACC` feature gate. Check the [Installation](/docs/installation/#change-the-feature-gates-configuration) guide for details on feature gate configuration.
 

site/content/en/docs/concepts/workload.md

@@ -48,7 +48,7 @@ spec:
 ```
 ## Active
 
-You can stop or resume a running workload by setting the [Active](/docs/reference/kueue.v1.beta1#kueue-x-k8s-io-v1beta1-WorkloadSpec) field. The active field determines if a workload can be admitted into a queue or continue running, if already admitted.
+You can stop or resume a running workload by setting the [Active](/docs/reference/kueue.v1beta1#kueue-x-k8s-io-v1beta1-WorkloadSpec) field. The active field determines if a workload can be admitted into a queue or continue running, if already admitted.
 Changing `.spec.Active` from true to false will cause a running workload to be evicted and not be requeued.
 
 ## Queue name

site/content/en/docs/contribution guidelines/_index.md

@@ -6,7 +6,7 @@ description: >
   How to contribute to Kueue
 ---
 
-Welcome to Kubernetes. We are excited about the prospect of you joining our [community](https://git.k8s.io/community)! The Kubernetes community abides by the CNCF [code of conduct](code-of-conduct.md). Here is an excerpt:
+Welcome to Kubernetes. We are excited about the prospect of you joining our [community](https://git.k8s.io/community)! The Kubernetes community abides by the CNCF [code of conduct](https://git.k8s.io/community/code-of-conduct.md). Here is an excerpt:
 
 _As contributors and maintainers of this project, and in the interest of fostering an open and welcoming community, we pledge to respect all people who contribute through reporting issues, posting feature requests, updating documentation, submitting pull requests or patches, and other activities._
 

site/content/en/docs/tasks/_index.md

@@ -26,7 +26,7 @@ As a batch administrator, you can learn how to:
 - As a batch administrator, you can learn how to
   [monitor pending workloads](/docs/tasks/monitor_pending_workloads).
 - As a batch administrator, you can learn how to [run a Kueue managed Jobs with a custom WorkloadPriority](/docs/tasks/run_job_with_workload_priority).
-- As a batch administrator, you can learn how to [setup a MultiKueue environment](/docs/tasks/setup_multikue).
+- As a batch administrator, you can learn how to [setup a MultiKueue environment](/docs/tasks/setup_multikueue).
 
 ### Batch user
 

site/content/en/docs/tasks/run_python_jobs.md

@@ -375,5 +375,5 @@ pi is approximately 3.1410376000000002
 ```
 
 That looks like pi! 🎉️🥧️
-If you are interested in running this same example with YAML outside of Python, see [Run an MPIJob](/docs/tasks/run_mpi_jobs/).
+If you are interested in running this same example with YAML outside of Python, see [Run an MPIJob](/docs/tasks/run_kubeflow_jobs/run_mpijobs/).
 

site/content/en/docs/tasks/setup_sequential_admission.md

@@ -91,7 +91,7 @@ you should set the timestamp to the `Creation`.
 Kueue will re-queue a Workload evicted by the `PodsReadyTimeout` reason until the number of re-queues reaches `backoffLimitCount`.
 If you don't specify any value for `backoffLimitCount`,
 a Workload is repeatedly and endlessly re-queued to the queue based on the `timestamp`.
-Once the number of re-queues reaches the limit, Kueue [deactivates the Workload](docs/concepts/workload/#active).
+Once the number of re-queues reaches the limit, Kueue [deactivates the Workload](/docs/concepts/workload/#active).
 
 ## Example