Update scheduler-plugins deployment in tutorial (#143)

Author: tardieu

setup.KubeConEU25/README.md

@@ -108,23 +108,23 @@ cd mlbatch
 # Setup priority classes
 kubectl apply -f setup.k8s/mlbatch-priorities.yaml
 
-# Deploy Coscheduler
-helm install scheduler-plugins --namespace scheduler-plugins --create-namespace   scheduler-plugins/manifests/install/charts/as-a-second-scheduler/   --set-json pluginConfig='[{"args":{"s
+# Deploy scheduler plugins
+helm install scheduler-plugins --namespace scheduler-plugins --create-namespace scheduler-plugins/manifests/install/charts/as-a-second-scheduler/ --set-json pluginConfig='[{"args":{"s
 coringStrategy":{"resources":[{"name":"nvidia.com/gpu","weight":1}],"requestedToCapacityRatio":{"shape":[{"utilization":0,"score":0},{"utilization":100,"score":10}]},"type":"RequestedToCapacityR
 atio"}},"name":"NodeResourcesFit"},{"args":{"permitWaitingTimeSeconds":300},"name":"Coscheduling"}]'
 
-# Wait for Coscheduler pods to be running
+# Wait for scheduler-plugins pods to be running
 kubectl get pods -n scheduler-plugins
 
-# Patch Coscheduler pod priorities
-kubectl patch deployment -n scheduler-plugins --type=json --patch-file setup.k8s/coscheduler-priority-patch.yaml scheduler-plugins-controller
-kubectl patch deployment -n scheduler-plugins --type=json --patch-file setup.k8s/coscheduler-priority-patch.yaml scheduler-plugins-scheduler
+# Patch scheduler-plugins pod priorities
+kubectl patch deployment -n scheduler-plugins --type=json --patch-file setup.k8s/scheduler-priority-patch.yaml scheduler-plugins-controller
+kubectl patch deployment -n scheduler-plugins --type=json --patch-file setup.k8s/scheduler-priority-patch.yaml scheduler-plugins-scheduler
 
 # Create mlbatch-system namespace
 kubectl create namespace mlbatch-system
 
 # Deploy Kubeflow training operator
-kubectl apply --server-side -k setup.k8s/training-operator
+kubectl apply --server-side -k setup.k8s/training-operator/coscheduling
 
 # Deploy Kuberay
 kubectl apply --server-side -k setup.k8s/kuberay
@@ -136,7 +136,7 @@ kubectl apply --server-side -k setup.k8s/kueue
 kubectl get pods -n kueue-system
 
 # Deploy AppWrapper
-kubectl apply --server-side -k setup.k8s/appwrapper
+kubectl apply --server-side -k setup.k8s/appwrapper/coscheduling
 
 # Deploy Autopilot
 helm repo add autopilot https://ibm.github.io/autopilot/
@@ -309,7 +309,7 @@ portable. In this tutorial, we will rely on [user
 impersonation](https://kubernetes.io/docs/reference/access-authn-authz/authentication/#user-impersonation)
 with `kubectl` to run as a specific user.
 
-## Example workloads
+## Example Workloads
 
 Each example workload below is submitted as an
 [AppWrapper](https://project-codeflare.github.io/appwrapper/). See