Update the Jupyter notebook image version (#886)

* Update the Jupyter notebook image version

applications/rag/main.tf

@@ -183,7 +183,7 @@ module "jupyterhub" {
   workload_identity_service_account = local.jupyter_service_account
 
   notebook_image     = "us-central1-docker.pkg.dev/ai-on-gke/rag-on-gke/jupyter-notebook-image"
-  notebook_image_tag = "v1.1-rag"
+  notebook_image_tag = "sample-public-image-v1.1-rag"
 
   db_secret_name         = module.cloudsql.db_secret_name
   cloudsql_instance_name = local.cloudsql_instance

modules/jupyter/jupyter_image/notebook_image/README.md

@@ -0,0 +1,12 @@
+To build a new jupyter notebook image and use it for the RAG QSS:
+1. Update the cloudbuild.yaml with the new image tag.
+
+    The iamge tag should follow the pattern `sample-public-image-v<VERSION_NUMBER>-rag`.The prefix `sample-public-image-` is needed to so the images will internally be considered as vulnerability remediated and no more bugs will be filed for them.
+2. Then in this path, run:
+
+    `gcloud config set project ai-on-gke`
+
+    `gcloud builds submit --config cloudbuild.yaml .`
+
+    This will build and push the new image to the registry `us-central1-docker.pkg.dev/ai-on-gke/rag-on-gke`
+3. Update the `notebook_image_tag` in `/applications/rag/main.tf` to the new image tag.

modules/jupyter/jupyter_image/notebook_image/cloudbuild.yaml

@@ -17,6 +17,6 @@ steps:
 - name: 'gcr.io/cloud-builders/docker'
   args: [ 'pull', 'docker.io/jupyter/tensorflow-notebook:python-3.10' ]
 - name: 'gcr.io/cloud-builders/docker'
-  args: [ 'build', '-t', '<Artiact registry repo>/<image name>', '.' ]
+  args: [ 'build', '-t', 'us-central1-docker.pkg.dev/ai-on-gke/rag-on-gke/jupyter-notebook-image:<NEW_IMAGE_TAG>', '.' ]
 images:
-- '<Artiact registry repo>/<image name>'
+- 'us-central1-docker.pkg.dev/ai-on-gke/rag-on-gke/jupyter-notebook-image:<NEW_IMAGE_TAG>'

modules/jupyter/jupyter_image/notebook_image/requirements.txt

@@ -1,4 +1,4 @@
-langchain==0.3.7 
+langchain==0.3.7
 ray==2.9.3 
 datasets==2.18.0 
 sentence-transformers==2.5.1