Minor fix for the SkyPilot tutorial (#1001)

* test

* minor fix for the SkyPilot tutorial

* minor fix for the SkyPilot tutorial

* minor fix for the SkyPilot tutorial

* minor fix for the SkyPilot tutorial

* minor fix for the SkyPilot tutorial

Author: syangx39

tutorials-and-examples/skypilot/README.md

@@ -106,7 +106,7 @@ If you encounter an error, please consult the [offical documentation](https://do
 
 You can find the available GPUs in a GKE cluster.
 ```bash
-sky show-gpus
+sky show-gpus --cloud kubernetes 
 ```
 
 3. Find the context names

tutorials-and-examples/skypilot/dws-and-kueue/README.md

@@ -81,10 +81,10 @@ Server Version: v1.30.6-gke.1596000
 ```
 If not, you can change the version in Terraform with the  `kubectl_version` variable
 ## Install and configure Kueue
-1. Install Kueue from the official manifest.\
-Note that `--server-side` switch . Without it the client cannot render the CRDs because of annotation size limitations.
+1. Install [Kueue](https://kueue.sigs.k8s.io/) from the official manifest.\
+Note that `--server-side` switch . Without it the client cannot render the CRDs because of annotation size limitations. For more configuration options visit [Kueue's installation guide](https://kueue.sigs.k8s.io/docs/installation/).
 ```bash
-VERSION=v0.7.0
+VERSION=v0.10.2
 kubectl apply --server-side -f https://github.com/kubernetes-sigs/kueue/releases/download/$VERSION/manifests.yaml
 ```
 2. Configure Kueue for pod provisioning by patching the Kueue configmap.
@@ -140,7 +140,7 @@ allowed_clouds:
 kubernetes:
   # Use the context's name
   allowed_contexts:
-    - gke_${PROJECT_NAME}_europe-${LOCATION}_${CLUSTER_NAME}
+    - gke_${PROJECT_NAME}_${LOCATION}_${CLUSTER_NAME}
   autoscaler: gke
 ```
 And verify again:
@@ -251,7 +251,7 @@ This section details how to fine-tune Gemma 2B for SQL generation on GKE Autopil
 The [finetune.py](https://github.com/GoogleCloudPlatform/ai-on-gke/blob/skypilot_dws_kueue/tutorials-and-examples/skypilot/dws-and-kueue/code/finetune.py) script uses QLoRA with 4-bit quantization to fine-tune Gemma 2B on SQL generation tasks.
 
 ### Configure GCS Storage Access
-The infrastructure Terraform configuration in [main.tf](https://github.com/GoogleCloudPlatform/ai-on-gke/blob/skypilot_dws_kueue/tutorials-and-examples/skypilot/dws-and-kueue/main.tf) includes Workload Identity and GCS bucket setup:
+The infrastructure Terraform configuration in [main.tf](https://github.com/GoogleCloudPlatform/ai-on-gke/blob/main/tutorials-and-examples/skypilot/dws-and-kueue/main.tf) includes Workload Identity and GCS bucket setup:
 ```
 module "skypilot-workload-identity" {
   source              = "terraform-google-modules/kubernetes-engine/google//modules/workload-identity"
@@ -409,8 +409,8 @@ No resource satisfying Kubernetes({'L4': 1}) on Kubernetes.
 sky.exceptions.ResourcesUnavailableError: Kubernetes cluster does not contain any instances satisfying the request: 1x Kubernetes({'L4': 1}).
 To fix: relax or change the resource requirements.
 
-Hint: sky show-gpus to list available accelerators.
-      sky check to check the enabled clouds.
+Hint: `sky show-gpus --cloud kubernetes` to list available accelerators.
+      `sky check` to check the enabled clouds.
 ```
 Make sure you added `autoscaling: gke` to the sky config in step [Install SkyPilot](#install-skypilot)
 

tutorials-and-examples/skypilot/dws-and-kueue/example_environment.tfvars

@@ -26,8 +26,8 @@ gcs_bucket             = "skypilot-model-bucket"
 # For Autopilot clusters
 autopilot_cluster = true
 
-#  For Standard clusters, configure GPU node pools:
-#autopilot_cluster = false
+# For Standard clusters, configure GPU node pools:
+# autopilot_cluster = false
 
 #  If using Standard cluster please uncomment the
 #  following gpu_pools block to enable queued_provisioning

tutorials-and-examples/skypilot/dws-and-kueue/main.tf

@@ -1,4 +1,4 @@
-# Copyright 2023 Google LLC
+# Copyright 2025 Google LLC
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.