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@@ -53,6 +53,8 @@ This reference architecture demonstrates how to build a GKE platform that facili
 
 ## Deploy a single environment reference architecture
 
+README 
+
 This is the quick-start deployment guide. It can be used to set up an environment to familiarize yourself with the architecture and get an understanding of the concepts.
 
 ### Requirements
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+# Machine learning platform (MLP) on GKE reference architecture: Sandbox
+
+This quick-start deployment guide can be used to set up an environment to familiarize yourself with the architecture and get an understanding of the concepts.
+
+### Requirements
+
+In this guide you can choose to bring your project (BYOP) or have Terraform create a new project for you. The requirements are difference based on the option that you choose.
+
+#### Bring your own project (BYOP)
+
+- Project ID of a new Google Cloud Project, preferably with no APIs enabled
+- `roles/owner` IAM permissions on the project
+- GitHub Personal Access Token, steps to create the token are provided below
+
+#### Terraform managed project
+
+- Billing account ID
+- Organization or folder ID
+- `roles/billing.user` IAM permissions on the billing account specified
+- `roles/resourcemanager.projectCreator` IAM permissions on the organization or folder specified
+- GitHub Personal Access Token, steps to create the token are provided below
+
+### Pull the source code
+
+- Clone the repository and change directory to the guide directory
+
+  ```
+  git clone https://github.com/GoogleCloudPlatform/ai-on-gke
+  cd ai-on-gke/ml-platform
+  ```
+
+- Set environment variables
+
+  ```
+  export MLP_BASE_DIR=$(pwd) && \
+  echo "export MLP_BASE_DIR=${MLP_BASE_DIR}" >> ${HOME}/.bashrc
+  ```
+
+### GitHub Configuration
+
+- Create a [Personal Access Token][personal-access-token] in [GitHub][github]:
+
+  Note: It is recommended to use a [machine user account][machine-user-account] for this but you can use a personal user account just to try this reference architecture.
+
+  **Fine-grained personal access token**
+
+  - Go to https://github.com/settings/tokens and login using your credentials
+  - Click "Generate new token" >> "Generate new token (Beta)".
+  - Enter a Token name.
+  - Select the expiration.
+  - Select the Resource owner.
+  - Select All repositories
+  - Set the following Permissions:
+    - Repository permissions
+      - Administration: Read and write
+      - Content: Read and write
+  - Click "Generate token"
+
+  **Personal access tokens (classic)**
+
+  - Go to https://github.com/settings/tokens and login using your credentials
+  - Click "Generate new token" >> "Generate new token (classic)".
+  - You will be directed to a screen to created the new token. Provide the note and expiration.
+  - Choose the following two access:
+    - [x] repo - Full control of private repositories
+    - [x] delete_repo - Delete repositories
+  - Click "Generate token"
+
+- Store the token in a secure file.
+
+  ```
+  # Create a secure directory
+  mkdir -p ${HOME}/secrets/
+  chmod go-rwx ${HOME}/secrets
+
+  # Create a secure file
+  touch ${HOME}/secrets/mlp-github-token
+  chmod go-rwx ${HOME}/secrets/mlp-github-token
+
+  # Put the token in the secure file using your preferred editor
+  nano ${HOME}/secrets/mlp-github-token
+  ```
+
+- Set the GitHub environment variables in Cloud Shell
+
+  Replace the following values:
+
+  - `<GITHUB_ORGANIZATION>` is the GitHub organization or user namespace to use for the repositories
+  - `<GITHUB_USER>` is the GitHub account to use for authentication
+  - `<GITHUB_EMAIL>` is the email address to use for commit
+
+  ```
+  export MLP_GITHUB_ORG="<GITHUB_ORGANIZATION>"
+  export MLP_GITHUB_USER="<GITHUB_USER>"
+  export MLP_GITHUB_EMAIL="<GITHUB_EMAIL>"
+  ```
+
+- Set the configuration variables
+
+  ```
+  sed -i "s/YOUR_GITHUB_EMAIL/${MLP_GITHUB_EMAIL}/g" ${MLP_BASE_DIR}/terraform/mlp.auto.tfvars
+  sed -i "s/YOUR_GITHUB_ORG/${MLP_GITHUB_ORG}/g" ${MLP_BASE_DIR}/terraform/mlp.auto.tfvars
+  sed -i "s/YOUR_GITHUB_USER/${MLP_GITHUB_USER}/g" ${MLP_BASE_DIR}/terraform/mlp.auto.tfvars
+  ```
+
+### Project Configuration
+
+You only need to complete the section for the option that you have selected.
+
+#### Bring your own project (BYOP)
+
+- Set the project environment variables in Cloud Shell
+
+  Replace the following values
+
+  - `<PROJECT_ID>` is the ID of your existing Google Cloud project
+
+  ```
+  export MLP_PROJECT_ID="<PROJECT_ID>"
+  export MLP_STATE_BUCKET="${MLP_PROJECT_ID}-tf-state"
+  ```
+
+- Set the default `gcloud` project
+
+  ```
+  gcloud config set project ${MLP_PROJECT_ID}
+  ```
+
+- Authorize `gcloud`
+
+  ```
+  gcloud auth login --activate --no-launch-browser --quiet --update-adc
+  ```
+
+- Create a Cloud Storage bucket to store the Terraform state
+
+  ```
+  gcloud storage buckets create gs://${MLP_STATE_BUCKET} --project ${MLP_PROJECT_ID}
+  ```
+
+- Set the configuration variables
+
+  ```
+  sed -i "s/YOUR_STATE_BUCKET/${MLP_STATE_BUCKET}/g" ${MLP_BASE_DIR}/terraform/backend.tf
+  sed -i "s/YOUR_PROJECT_ID/${MLP_PROJECT_ID}/g" ${MLP_BASE_DIR}/terraform/mlp.auto.tfvars
+  ```
+
+#### Terraform managed project
+
+- Set the configuration variables
+
+  ```
+  nano ${MLP_BASE_DIR}/terraform/initialize/initialize.auto.tfvars
+  ```
+
+  ```
+  project = {
+    billing_account_id = "XXXXXX-XXXXXX-XXXXXX"
+    folder_id          = "############"
+    name               = "mlp"
+    org_id             = "############"
+  }
+  ```
+
+  > `project.billing_account_id` the billing account ID
+  >
+  > Enter either `project.folder_id` **OR** `project.org_id`  
+  > `project.folder_id` the folder ID  
+  > `project.org_id` the organization ID
+
+- Authorize `gcloud`
+
+  ```
+  gcloud auth login --activate --no-launch-browser --quiet --update-adc
+  ```
+
+- Create a new project
+
+  ```
+  cd ${MLP_BASE_DIR}/terraform/initialize
+  terraform init && \
+  terraform plan -input=false -out=tfplan && \
+  terraform apply -input=false tfplan && \
+  rm tfplan && \
+  terraform init -force-copy -migrate-state && \
+  rm -rf state
+  ```
+
+### Run Terraform
+
+- Create the resources
+
+  ```
+  cd ${MLP_BASE_DIR}/terraform && \
+  terraform init && \
+  terraform plan -input=false -var github_token="$(tr --delete '\n' < ${HOME}/secrets/mlp-github-token)" -out=tfplan && \
+  terraform apply -input=false tfplan
+  rm tfplan
+  ```
+
+### Review the resources
+
+#### GKE clusters and ConfigSync
+
+- Go to Google Cloud Console, click on the navigation menu and click on Kubernetes Engine > Clusters. You should see one cluster.
+
+- Go to Google Cloud Console, click on the navigation menu and click on Kubernetes Engine > Config. If you haven't enabled GKE Enterprise in the project earlier, Click `LEARN AND ENABLE` button and then `ENABLE GKE ENTERPRISE`. You should see a RootSync and RepoSync object.
+  ![configsync](docs/images/configsync.png)
+
+#### Software installed via RepoSync and RootSync
+
+Open Cloud Shell to execute the following commands:
+
+- Store your GKE cluster name in env variable:
+
+  `export GKE_CLUSTER=<GKE_CLUSTER_NAME>`
+
+- Get cluster credentials:
+
+  ```
+  gcloud container fleet memberships get-credentials ${GKE_CLUSTER}
+  ```
+
+- Fetch KubeRay operator CRDs
+
+  ```
+  kubectl get crd | grep ray
+  ```
+
+  The output will be similar to the following:
+
+  ```
+  rayclusters.ray.io   2024-02-12T21:19:06Z
+  rayjobs.ray.io       2024-02-12T21:19:09Z
+  rayservices.ray.io   2024-02-12T21:19:12Z
+  ```
+
+- Fetch KubeRay operator pod
+
+  ```
+  kubectl get pods
+  ```
+
+  The output will be similar to the following:
+
+  ```
+  NAME                                READY   STATUS    RESTARTS   AGE
+  kuberay-operator-56b8d98766-2nvht   1/1     Running   0          6m26s
+  ```
+
+- Check the namespace `ml-team` created:
+
+  ```
+  kubectl get ns | grep ml-team
+  ```
+
+- Check the RepoSync object created `ml-team` namespace:
+  ```
+  kubectl get reposync -n ml-team
+  ```
+- Check the `raycluster` in `ml-team` namespace
+
+  ```
+  kubectl get raycluster -n ml-team
+  ```
+
+  The output will be similar to the following:
+
+  ```
+  NAME                  DESIRED WORKERS   AVAILABLE WORKERS   STATUS   AGE
+  ray-cluster-kuberay   1                 1                   ready    29m
+  ```
+
+- Check the head and worker pods of kuberay in `ml-team` namespace
+  ```
+  kubectl get pods -n ml-team
+  ```
+  The output will be similar to the following:
+  ```
+  NAME                                           READY   STATUS    RESTARTS   AGE
+  ray-cluster-kuberay-head-sp6dg                 2/2     Running   0          3m21s
+  ray-cluster-kuberay-worker-workergroup-rzpjw   2/2     Running   0          3m21s
+  ```
+
+### Cleanup
+
+- Destroy the resources
+
+  ```
+  cd ${MLP_BASE_DIR}/terraform && \
+  terraform init && \
+  terraform destroy -auto-approve -var github_token="$(tr --delete '\n' < ${HOME}/secrets/mlp-github-token)" && \
+  rm -rf .terraform .terraform.lock.hcl
+  ```
+
+#### Project
+
+You only need to complete the section for the option that you have selected.
+
+##### Bring your own project (BYOP)
+
+- Delete the project
+
+  ```
+  gcloud projects delete ${MLP_PROJECT_ID}
+  ```
+
+#### Terraform managed project
+
+- Destroy the project
+
+  ```
+  cd ${MLP_BASE_DIR}/terraform/initialize && \
+  TERRAFORM_BUCKET_NAME=$(grep bucket backend.tf | awk -F"=" '{print $2}' | xargs) && \
+  cp backend.tf.local backend.tf && \
+  terraform init -force-copy -lock=false -migrate-state && \
+  gsutil -m rm -rf gs://${TERRAFORM_BUCKET_NAME}/* && \
+  terraform init && \
+  terraform destroy -auto-approve  && \
+  rm -rf .terraform .terraform.lock.hcl
+  ```
+
+[gitops]: https://about.gitlab.com/topics/gitops/
+[repo-sync]: https://cloud.google.com/anthos-config-management/docs/reference/rootsync-reposync-fields
+[root-sync]: https://cloud.google.com/anthos-config-management/docs/reference/rootsync-reposync-fields
+[config-sync]: https://cloud.google.com/anthos-config-management/docs/config-sync-overview
+[cloud-deploy]: https://cloud.google.com/deploy?hl=en
+[terraform]: https://www.terraform.io/
+[gke]: https://cloud.google.com/kubernetes-engine?hl=en
+[git]: https://git-scm.com/
+[github]: https://github.com/
+[gcp-project]: https://cloud.google.com/resource-manager/docs/creating-managing-projects
+[personal-access-token]: https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens
+[machine-user-account]: https://docs.github.com/en/get-started/learning-about-github/types-of-github-accounts
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diff --git a/ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/kustomization.yaml b/best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/kustomization.yaml
similarity index 100%
rename from ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/kustomization.yaml
rename to best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/kustomization.yaml
diff --git a/ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_head.yaml b/best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_head.yaml
similarity index 100%
rename from ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_head.yaml
rename to best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_head.yaml
diff --git a/ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_worker.yaml b/best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_worker.yaml
similarity index 100%
rename from ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_worker.yaml
rename to best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/serviceaccount_ray_worker.yaml
diff --git a/ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/values.yaml b/best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/values.yaml
similarity index 100%
rename from ml-platform/terraform/templates/acm-template/templates/_namespace_template/app/values.yaml
rename to best-practices/ml-platform/examples/platform/sandbox/templates/acm-template/templates/_namespace_template/app/values.yaml
diff --git a/ml-platform/terraform/variables.tf b/best-practices/ml-platform/examples/platform/sandbox/variables.tf
similarity index 100%
rename from ml-platform/terraform/variables.tf
rename to best-practices/ml-platform/examples/platform/sandbox/variables.tf
diff --git a/ml-platform/terraform/versions.tf b/best-practices/ml-platform/examples/platform/sandbox/versions.tf
similarity index 100%
rename from ml-platform/terraform/versions.tf
rename to best-practices/ml-platform/examples/platform/sandbox/versions.tf
diff --git a/ml-platform/examples/ray-dataprocessing/CONVERSION.md b/best-practices/ml-platform/examples/ray-dataprocessing/CONVERSION.md
similarity index 100%
rename from ml-platform/examples/ray-dataprocessing/CONVERSION.md
rename to best-practices/ml-platform/examples/ray-dataprocessing/CONVERSION.md
diff --git a/ml-platform/examples/ray-dataprocessing/README.md b/best-practices/ml-platform/examples/ray-dataprocessing/README.md
similarity index 100%
rename from ml-platform/examples/ray-dataprocessing/README.md
rename to best-practices/ml-platform/examples/ray-dataprocessing/README.md
diff --git a/ml-platform/examples/ray-dataprocessing/job.yaml b/best-practices/ml-platform/examples/ray-dataprocessing/job.yaml
similarity index 100%
rename from ml-platform/examples/ray-dataprocessing/job.yaml
rename to best-practices/ml-platform/examples/ray-dataprocessing/job.yaml
diff --git a/ml-platform/examples/ray-dataprocessing/src/Dockerfile b/best-practices/ml-platform/examples/ray-dataprocessing/src/Dockerfile
similarity index 100%
rename from ml-platform/examples/ray-dataprocessing/src/Dockerfile
rename to best-practices/ml-platform/examples/ray-dataprocessing/src/Dockerfile
diff --git a/ml-platform/examples/ray-dataprocessing/src/preprocessing.py b/best-practices/ml-platform/examples/ray-dataprocessing/src/preprocessing.py
similarity index 100%
rename from ml-platform/examples/ray-dataprocessing/src/preprocessing.py
rename to best-practices/ml-platform/examples/ray-dataprocessing/src/preprocessing.py
diff --git a/ml-platform/examples/ray-dataprocessing/src/requirements.txt b/best-practices/ml-platform/examples/ray-dataprocessing/src/requirements.txt
similarity index 100%
rename from ml-platform/examples/ray-dataprocessing/src/requirements.txt
rename to best-practices/ml-platform/examples/ray-dataprocessing/src/requirements.txt
diff --git a/ml-platform/terraform/initialize/backend.tf b/best-practices/ml-platform/terraform/features/initialize/backend.tf
similarity index 100%
rename from ml-platform/terraform/initialize/backend.tf
rename to best-practices/ml-platform/terraform/features/initialize/backend.tf
diff --git a/ml-platform/terraform/initialize/backend.tf.bucket b/best-practices/ml-platform/terraform/features/initialize/backend.tf.bucket
similarity index 100%
rename from ml-platform/terraform/initialize/backend.tf.bucket
rename to best-practices/ml-platform/terraform/features/initialize/backend.tf.bucket
diff --git a/ml-platform/terraform/initialize/initialize.auto.tfvars b/best-practices/ml-platform/terraform/features/initialize/initialize.auto.tfvars
similarity index 100%
rename from ml-platform/terraform/initialize/initialize.auto.tfvars
rename to best-practices/ml-platform/terraform/features/initialize/initialize.auto.tfvars
diff --git a/ml-platform/terraform/initialize/main.tf b/best-practices/ml-platform/terraform/features/initialize/main.tf
similarity index 100%
rename from ml-platform/terraform/initialize/main.tf
rename to best-practices/ml-platform/terraform/features/initialize/main.tf
diff --git a/best-practices/ml-platform/terraform/features/initialize/state/default.tfstate b/best-practices/ml-platform/terraform/features/initialize/state/default.tfstate
new file mode 100644
index 000000000..60e4e4772
--- /dev/null
+++ b/best-practices/ml-platform/terraform/features/initialize/state/default.tfstate
@@ -0,0 +1,21 @@
+{
+  "version": 4,
+  "terraform_version": "1.7.1",
+  "serial": 46,
+  "lineage": "048c221a-5b39-cc81-5abf-befd45bd76c5",
+  "outputs": {},
+  "resources": [],
+  "check_results": [
+    {
+      "object_kind": "var",
+      "config_addr": "var.project",
+      "status": "unknown",
+      "objects": [
+        {
+          "object_addr": "var.project",
+          "status": "unknown"
+        }
+      ]
+    }
+  ]
+}
diff --git a/best-practices/ml-platform/terraform/features/initialize/state/default.tfstate.backup b/best-practices/ml-platform/terraform/features/initialize/state/default.tfstate.backup
new file mode 100644
index 000000000..c7ebde5f7
--- /dev/null
+++ b/best-practices/ml-platform/terraform/features/initialize/state/default.tfstate.backup
@@ -0,0 +1,197 @@
+{
+  "version": 4,
+  "terraform_version": "1.7.1",
+  "serial": 39,
+  "lineage": "048c221a-5b39-cc81-5abf-befd45bd76c5",
+  "outputs": {},
+  "resources": [
+    {
+      "mode": "managed",
+      "type": "google_project",
+      "name": "environment",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
+      "instances": [
+        {
+          "schema_version": 1,
+          "attributes": {
+            "auto_create_network": true,
+            "billing_account": "01EF67-93C321-CB8BDE",
+            "effective_labels": {},
+            "folder_id": "",
+            "id": "projects/mlp-dev-n5w1z3m2u4tmsjksn8q1hg",
+            "labels": null,
+            "name": "mlp-dev",
+            "number": "882788124079",
+            "org_id": "886449255148",
+            "project_id": "mlp-dev-n5w1z3m2u4tmsjksn8q1hg",
+            "skip_delete": null,
+            "terraform_labels": {},
+            "timeouts": null
+          },
+          "sensitive_attributes": [],
+          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsImRlbGV0ZSI6NjAwMDAwMDAwMDAwLCJyZWFkIjo2MDAwMDAwMDAwMDAsInVwZGF0ZSI6NjAwMDAwMDAwMDAwfSwic2NoZW1hX3ZlcnNpb24iOiIxIn0=",
+          "dependencies": [
+            "random_string.project_id_suffix"
+          ]
+        }
+      ]
+    },
+    {
+      "mode": "managed",
+      "type": "google_storage_bucket",
+      "name": "mlp",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
+      "instances": [
+        {
+          "schema_version": 1,
+          "attributes": {
+            "autoclass": [],
+            "cors": [],
+            "custom_placement_config": [],
+            "default_event_based_hold": false,
+            "effective_labels": {},
+            "enable_object_retention": false,
+            "encryption": [],
+            "force_destroy": false,
+            "id": "mlp-dev-n5w1z3m2u4tmsjksn8q1hg-mlp",
+            "labels": null,
+            "lifecycle_rule": [],
+            "location": "US-CENTRAL1",
+            "logging": [],
+            "name": "mlp-dev-n5w1z3m2u4tmsjksn8q1hg-mlp",
+            "project": "mlp-dev-n5w1z3m2u4tmsjksn8q1hg",
+            "public_access_prevention": "inherited",
+            "requester_pays": false,
+            "retention_policy": [],
+            "rpo": null,
+            "self_link": "https://www.googleapis.com/storage/v1/b/mlp-dev-n5w1z3m2u4tmsjksn8q1hg-mlp",
+            "storage_class": "STANDARD",
+            "terraform_labels": {},
+            "timeouts": null,
+            "uniform_bucket_level_access": true,
+            "url": "gs://mlp-dev-n5w1z3m2u4tmsjksn8q1hg-mlp",
+            "versioning": [
+              {
+                "enabled": true
+              }
+            ],
+            "website": []
+          },
+          "sensitive_attributes": [],
+          "private": "eyJlMmJmYjczMC1lY2FhLTExZTYtOGY4OC0zNDM2M2JjN2M0YzAiOnsiY3JlYXRlIjo2MDAwMDAwMDAwMDAsInJlYWQiOjI0MDAwMDAwMDAwMCwidXBkYXRlIjoyNDAwMDAwMDAwMDB9LCJzY2hlbWFfdmVyc2lvbiI6IjEifQ==",
+          "dependencies": [
+            "google_project.environment",
+            "random_string.project_id_suffix"
+          ]
+        }
+      ]
+    },
+    {
+      "mode": "managed",
+      "type": "null_resource",
+      "name": "write_environment_name",
+      "provider": "provider[\"registry.terraform.io/hashicorp/null\"]",
+      "instances": [
+        {
+          "schema_version": 0,
+          "attributes": {
+            "id": "7387891238569079315",
+            "triggers": {
+              "md5": "dev",
+              "tfvars_file": "../mlp.auto.tfvars"
+            }
+          },
+          "sensitive_attributes": []
+        }
+      ]
+    },
+    {
+      "mode": "managed",
+      "type": "null_resource",
+      "name": "write_project_id",
+      "provider": "provider[\"registry.terraform.io/hashicorp/null\"]",
+      "instances": [
+        {
+          "schema_version": 0,
+          "attributes": {
+            "id": "1485193428210134212",
+            "triggers": {
+              "md5": "mlp-dev-n5w1z3m2u4tmsjksn8q1hg",
+              "tfvars_file": "../mlp.auto.tfvars"
+            }
+          },
+          "sensitive_attributes": [],
+          "dependencies": [
+            "google_project.environment",
+            "random_string.project_id_suffix"
+          ]
+        }
+      ]
+    },
+    {
+      "mode": "managed",
+      "type": "null_resource",
+      "name": "write_storage_bucket",
+      "provider": "provider[\"registry.terraform.io/hashicorp/null\"]",
+      "instances": [
+        {
+          "schema_version": 0,
+          "attributes": {
+            "id": "7155781797202565811",
+            "triggers": {
+              "backend_file": "../backend.tf",
+              "md5": "mlp-dev-n5w1z3m2u4tmsjksn8q1hg-mlp"
+            }
+          },
+          "sensitive_attributes": [],
+          "dependencies": [
+            "google_project.environment",
+            "google_storage_bucket.mlp",
+            "random_string.project_id_suffix"
+          ]
+        }
+      ]
+    },
+    {
+      "mode": "managed",
+      "type": "random_string",
+      "name": "project_id_suffix",
+      "provider": "provider[\"registry.terraform.io/hashicorp/random\"]",
+      "instances": [
+        {
+          "schema_version": 2,
+          "attributes": {
+            "id": "n5w1z3m2u4tmsjksn8q1hg",
+            "keepers": null,
+            "length": 22,
+            "lower": true,
+            "min_lower": 0,
+            "min_numeric": 0,
+            "min_special": 0,
+            "min_upper": 0,
+            "number": true,
+            "numeric": true,
+            "override_special": null,
+            "result": "n5w1z3m2u4tmsjksn8q1hg",
+            "special": false,
+            "upper": false
+          },
+          "sensitive_attributes": []
+        }
+      ]
+    }
+  ],
+  "check_results": [
+    {
+      "object_kind": "var",
+      "config_addr": "var.project",
+      "status": "pass",
+      "objects": [
+        {
+          "object_addr": "var.project",
+          "status": "pass"
+        }
+      ]
+    }
+  ]
+}
diff --git a/ml-platform/terraform/initialize/variables.tf b/best-practices/ml-platform/terraform/features/initialize/variables.tf
similarity index 100%
rename from ml-platform/terraform/initialize/variables.tf
rename to best-practices/ml-platform/terraform/features/initialize/variables.tf
diff --git a/ml-platform/terraform/initialize/versions.tf b/best-practices/ml-platform/terraform/features/initialize/versions.tf
similarity index 100%
rename from ml-platform/terraform/initialize/versions.tf
rename to best-practices/ml-platform/terraform/features/initialize/versions.tf
diff --git a/ml-platform/terraform/modules/cloud-nat/README.md b/best-practices/ml-platform/terraform/modules/cloud-nat/README.md
similarity index 100%
rename from ml-platform/terraform/modules/cloud-nat/README.md
rename to best-practices/ml-platform/terraform/modules/cloud-nat/README.md
diff --git a/ml-platform/terraform/modules/cloud-nat/main.tf b/best-practices/ml-platform/terraform/modules/cloud-nat/main.tf
similarity index 100%
rename from ml-platform/terraform/modules/cloud-nat/main.tf
rename to best-practices/ml-platform/terraform/modules/cloud-nat/main.tf
diff --git a/ml-platform/terraform/modules/cloud-nat/outputs.tf b/best-practices/ml-platform/terraform/modules/cloud-nat/outputs.tf
similarity index 100%
rename from ml-platform/terraform/modules/cloud-nat/outputs.tf
rename to best-practices/ml-platform/terraform/modules/cloud-nat/outputs.tf
diff --git a/ml-platform/terraform/modules/cloud-nat/variables.tf b/best-practices/ml-platform/terraform/modules/cloud-nat/variables.tf
similarity index 100%
rename from ml-platform/terraform/modules/cloud-nat/variables.tf
rename to best-practices/ml-platform/terraform/modules/cloud-nat/variables.tf
diff --git a/ml-platform/terraform/modules/cloud-nat/versions.tf b/best-practices/ml-platform/terraform/modules/cloud-nat/versions.tf
similarity index 100%
rename from ml-platform/terraform/modules/cloud-nat/versions.tf
rename to best-practices/ml-platform/terraform/modules/cloud-nat/versions.tf
diff --git a/ml-platform/terraform/modules/cluster/gke.tf b/best-practices/ml-platform/terraform/modules/cluster/gke.tf
similarity index 100%
rename from ml-platform/terraform/modules/cluster/gke.tf
rename to best-practices/ml-platform/terraform/modules/cluster/gke.tf
diff --git a/ml-platform/terraform/modules/cluster/outputs.tf b/best-practices/ml-platform/terraform/modules/cluster/outputs.tf
similarity index 100%
rename from ml-platform/terraform/modules/cluster/outputs.tf
rename to best-practices/ml-platform/terraform/modules/cluster/outputs.tf
diff --git a/ml-platform/terraform/modules/cluster/variables.tf b/best-practices/ml-platform/terraform/modules/cluster/variables.tf
similarity index 100%
rename from ml-platform/terraform/modules/cluster/variables.tf
rename to best-practices/ml-platform/terraform/modules/cluster/variables.tf
diff --git a/ml-platform/terraform/modules/cluster/versions.tf b/best-practices/ml-platform/terraform/modules/cluster/versions.tf
similarity index 100%
rename from ml-platform/terraform/modules/cluster/versions.tf
rename to best-practices/ml-platform/terraform/modules/cluster/versions.tf
diff --git a/ml-platform/terraform/modules/network/README.md b/best-practices/ml-platform/terraform/modules/network/README.md
similarity index 100%
rename from ml-platform/terraform/modules/network/README.md
rename to best-practices/ml-platform/terraform/modules/network/README.md
diff --git a/ml-platform/terraform/modules/network/outputs.tf b/best-practices/ml-platform/terraform/modules/network/outputs.tf
similarity index 100%
rename from ml-platform/terraform/modules/network/outputs.tf
rename to best-practices/ml-platform/terraform/modules/network/outputs.tf
diff --git a/ml-platform/terraform/modules/network/variables.tf b/best-practices/ml-platform/terraform/modules/network/variables.tf
similarity index 100%
rename from ml-platform/terraform/modules/network/variables.tf
rename to best-practices/ml-platform/terraform/modules/network/variables.tf
diff --git a/ml-platform/terraform/modules/network/versions.tf b/best-practices/ml-platform/terraform/modules/network/versions.tf
similarity index 100%
rename from ml-platform/terraform/modules/network/versions.tf
rename to best-practices/ml-platform/terraform/modules/network/versions.tf
diff --git a/ml-platform/terraform/modules/network/vpc.tf b/best-practices/ml-platform/terraform/modules/network/vpc.tf
similarity index 100%
rename from ml-platform/terraform/modules/network/vpc.tf
rename to best-practices/ml-platform/terraform/modules/network/vpc.tf
diff --git a/ml-platform/terraform/modules/node-pools/nodepools.tf b/best-practices/ml-platform/terraform/modules/node-pools/nodepools.tf
similarity index 100%
rename from ml-platform/terraform/modules/node-pools/nodepools.tf
rename to best-practices/ml-platform/terraform/modules/node-pools/nodepools.tf
diff --git a/ml-platform/terraform/modules/node-pools/variables.tf b/best-practices/ml-platform/terraform/modules/node-pools/variables.tf
similarity index 100%
rename from ml-platform/terraform/modules/node-pools/variables.tf
rename to best-practices/ml-platform/terraform/modules/node-pools/variables.tf
diff --git a/ml-platform/terraform/modules/node-pools/versions.tf b/best-practices/ml-platform/terraform/modules/node-pools/versions.tf
similarity index 100%
rename from ml-platform/terraform/modules/node-pools/versions.tf
rename to best-practices/ml-platform/terraform/modules/node-pools/versions.tf
diff --git a/ml-platform/terraform/modules/vm-reservations/outputs.tf b/best-practices/ml-platform/terraform/modules/vm-reservations/outputs.tf
similarity index 100%
rename from ml-platform/terraform/modules/vm-reservations/outputs.tf
rename to best-practices/ml-platform/terraform/modules/vm-reservations/outputs.tf
diff --git a/ml-platform/terraform/modules/vm-reservations/reservations.tf b/best-practices/ml-platform/terraform/modules/vm-reservations/reservations.tf
similarity index 100%
rename from ml-platform/terraform/modules/vm-reservations/reservations.tf
rename to best-practices/ml-platform/terraform/modules/vm-reservations/reservations.tf
diff --git a/ml-platform/terraform/modules/vm-reservations/variables.tf b/best-practices/ml-platform/terraform/modules/vm-reservations/variables.tf
similarity index 100%
rename from ml-platform/terraform/modules/vm-reservations/variables.tf
rename to best-practices/ml-platform/terraform/modules/vm-reservations/variables.tf
diff --git a/ml-platform/terraform/modules/vm-reservations/versions.tf b/best-practices/ml-platform/terraform/modules/vm-reservations/versions.tf
similarity index 100%
rename from ml-platform/terraform/modules/vm-reservations/versions.tf
rename to best-practices/ml-platform/terraform/modules/vm-reservations/versions.tf
diff --git a/ml-platform/terraform/README.md b/ml-platform/terraform/README.md
deleted file mode 100644
index 1c765d049..000000000
--- a/ml-platform/terraform/README.md
+++ /dev/null
@@ -1,112 +0,0 @@
-## Requirements
-
-| Name | Version |
-|------|---------|
-| <a name="requirement_github"></a> [github](#requirement\_github) | 6.0.1 |
-| <a name="requirement_google"></a> [google](#requirement\_google) | 5.19.0 |
-| <a name="requirement_google-beta"></a> [google-beta](#requirement\_google-beta) | 5.19.0 |
-| <a name="requirement_null"></a> [null](#requirement\_null) | 3.2.2 |
-
-## Providers
-
-| Name | Version |
-|------|---------|
-| <a name="provider_github"></a> [github](#provider\_github) | 6.0.1 |
-| <a name="provider_google"></a> [google](#provider\_google) | 5.19.0 |
-| <a name="provider_google-beta"></a> [google-beta](#provider\_google-beta) | 5.19.0 |
-| <a name="provider_null"></a> [null](#provider\_null) | 3.2.2 |
-
-## Modules
-
-| Name | Source | Version |
-|------|--------|---------|
-| <a name="module_cloud-nat"></a> [cloud-nat](#module\_cloud-nat) | ./modules/cloud-nat | n/a |
-| <a name="module_create-vpc"></a> [create-vpc](#module\_create-vpc) | ./modules/network | n/a |
-| <a name="module_gcp-project"></a> [gcp-project](#module\_gcp-project) | ./modules/projects | n/a |
-| <a name="module_gke"></a> [gke](#module\_gke) | ./modules/cluster | n/a |
-| <a name="module_node_pool-ondemand"></a> [node\_pool-ondemand](#module\_node\_pool-ondemand) | ./modules/node-pools | n/a |
-| <a name="module_node_pool-reserved"></a> [node\_pool-reserved](#module\_node\_pool-reserved) | ./modules/node-pools | n/a |
-| <a name="module_node_pool-spot"></a> [node\_pool-spot](#module\_node\_pool-spot) | ./modules/node-pools | n/a |
-| <a name="module_reservation"></a> [reservation](#module\_reservation) | ./modules/vm-reservations | n/a |
-
-## Resources
-
-| Name | Type |
-|------|------|
-| [github_branch.branch](https://registry.terraform.io/providers/integrations/github/6.0.1/docs/resources/branch) | resource |
-| [github_branch_default.default_branch](https://registry.terraform.io/providers/integrations/github/6.0.1/docs/resources/branch_default) | resource |
-| [github_branch_protection_v3.branch_protection](https://registry.terraform.io/providers/integrations/github/6.0.1/docs/resources/branch_protection_v3) | resource |
-| [github_repository.acm_repo](https://registry.terraform.io/providers/integrations/github/6.0.1/docs/resources/repository) | resource |
-| [google-beta_google_gke_hub_feature.configmanagement_acm_feature](https://registry.terraform.io/providers/hashicorp/google-beta/5.19.0/docs/resources/google_gke_hub_feature) | resource |
-| [google-beta_google_gke_hub_feature_membership.feature_member](https://registry.terraform.io/providers/hashicorp/google-beta/5.19.0/docs/resources/google_gke_hub_feature_membership) | resource |
-| [google-beta_google_gke_hub_membership.membership](https://registry.terraform.io/providers/hashicorp/google-beta/5.19.0/docs/resources/google_gke_hub_membership) | resource |
-| [google_project_service.project_services-an](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-anc](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-com](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-con](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-cr](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-gate](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-gkecon](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-gkeh](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [google_project_service.project_services-iam](https://registry.terraform.io/providers/hashicorp/google/5.19.0/docs/resources/project_service) | resource |
-| [null_resource.create_git_cred_cms](https://registry.terraform.io/providers/hashicorp/null/3.2.2/docs/resources/resource) | resource |
-| [null_resource.create_git_cred_ns](https://registry.terraform.io/providers/hashicorp/null/3.2.2/docs/resources/resource) | resource |
-| [null_resource.create_namespace](https://registry.terraform.io/providers/hashicorp/null/3.2.2/docs/resources/resource) | resource |
-| [null_resource.install_kuberay_operator](https://registry.terraform.io/providers/hashicorp/null/3.2.2/docs/resources/resource) | resource |
-| [null_resource.install_ray_cluster](https://registry.terraform.io/providers/hashicorp/null/3.2.2/docs/resources/resource) | resource |
-| [null_resource.manage_ray_ns](https://registry.terraform.io/providers/hashicorp/null/3.2.2/docs/resources/resource) | resource |
-
-## Inputs
-
-| Name | Description | Type | Default | Required |
-|------|-------------|------|---------|:--------:|
-| <a name="input_billing_account"></a> [billing\_account](#input\_billing\_account) | GCP billing account | `string` | `null` | no |
-| <a name="input_cluster_name"></a> [cluster\_name](#input\_cluster\_name) | Name of the GKE cluster | `string` | `"gke-ml"` | no |
-| <a name="input_configsync_repo_name"></a> [configsync\_repo\_name](#input\_configsync\_repo\_name) | Name of the GitHub repo that will be synced to the cluster with Config sync. | `string` | `"config-sync-repo"` | no |
-| <a name="input_create_namespace"></a> [create\_namespace](#input\_create\_namespace) | Setup a namespace to demo. | `number` | `1` | no |
-| <a name="input_create_projects"></a> [create\_projects](#input\_create\_projects) | Flag to create GCP projects | `number` | `0` | no |
-| <a name="input_env"></a> [env](#input\_env) | List of environments | `set(string)` | <pre>[<br>  "dev"<br>]</pre> | no |
-| <a name="input_folder_id"></a> [folder\_id](#input\_folder\_id) | Folder Id where the GCP projects will be created | `string` | `null` | no |
-| <a name="input_github_email"></a> [github\_email](#input\_github\_email) | GitHub user email. | `string` | n/a | yes |
-| <a name="input_github_org"></a> [github\_org](#input\_github\_org) | GitHub org. | `string` | n/a | yes |
-| <a name="input_github_token"></a> [github\_token](#input\_github\_token) | GitHub token. It is a token with write permissions as it will create a repo in the GitHub org. | `string` | n/a | yes |
-| <a name="input_github_user"></a> [github\_user](#input\_github\_user) | GitHub user name. | `string` | n/a | yes |
-| <a name="input_install_kuberay"></a> [install\_kuberay](#input\_install\_kuberay) | Flag to install kuberay operator. | `number` | `1` | no |
-| <a name="input_install_ray_in_ns"></a> [install\_ray\_in\_ns](#input\_install\_ray\_in\_ns) | Flag to install ray cluster in the namespace created with the demo. | `number` | `1` | no |
-| <a name="input_namespace"></a> [namespace](#input\_namespace) | Name of the namespace to demo. | `string` | `"ml-team"` | no |
-| <a name="input_network_name"></a> [network\_name](#input\_network\_name) | VPC network where GKE cluster will be created | `string` | `"ml-vpc"` | no |
-| <a name="input_ondemand_taints"></a> [ondemand\_taints](#input\_ondemand\_taints) | Taints to be applied to the on-demand node pool. | <pre>list(object({<br>    key    = string<br>    value  = any<br>    effect = string<br>  }))</pre> | <pre>[<br>  {<br>    "effect": "NO_SCHEDULE",<br>    "key": "ondemand",<br>    "value": true<br>  }<br>]</pre> | no |
-| <a name="input_org_id"></a> [org\_id](#input\_org\_id) | The GCP orig id | `string` | `null` | no |
-| <a name="input_project_id"></a> [project\_id](#input\_project\_id) | The GCP project where the resources will be created. It is a map with environments as keys and project\_ids s values | `map` | n/a | yes |
-| <a name="input_project_name"></a> [project\_name](#input\_project\_name) | GCP project name | `string` | `null` | no |
-| <a name="input_reserved_taints"></a> [reserved\_taints](#input\_reserved\_taints) | Taints to be applied to the reserved node pool. | <pre>list(object({<br>    key    = string<br>    value  = any<br>    effect = string<br>  }))</pre> | <pre>[<br>  {<br>    "effect": "NO_SCHEDULE",<br>    "key": "reserved",<br>    "value": true<br>  }<br>]</pre> | no |
-| <a name="input_routing_mode"></a> [routing\_mode](#input\_routing\_mode) | VPC routing mode. | `string` | `"GLOBAL"` | no |
-| <a name="input_secret_for_rootsync"></a> [secret\_for\_rootsync](#input\_secret\_for\_rootsync) | Create git-cred in config-management-system namespace. | `number` | `1` | no |
-| <a name="input_spot_taints"></a> [spot\_taints](#input\_spot\_taints) | Taints to be applied to the spot node pool. | <pre>list(object({<br>    key    = string<br>    value  = any<br>    effect = string<br>  }))</pre> | <pre>[<br>  {<br>    "effect": "NO_SCHEDULE",<br>    "key": "spot",<br>    "value": true<br>  }<br>]</pre> | no |
-| <a name="input_subnet_01_description"></a> [subnet\_01\_description](#input\_subnet\_01\_description) | Description of the first subnet. | `string` | `"subnet 01"` | no |
-| <a name="input_subnet_01_ip"></a> [subnet\_01\_ip](#input\_subnet\_01\_ip) | CIDR of the first subnet. | `string` | `"10.40.0.0/22"` | no |
-| <a name="input_subnet_01_name"></a> [subnet\_01\_name](#input\_subnet\_01\_name) | Name of the first subnet in the VPC network. | `string` | `"ml-vpc-subnet-01"` | no |
-| <a name="input_subnet_01_region"></a> [subnet\_01\_region](#input\_subnet\_01\_region) | Region of the first subnet. | `string` | `"us-central1"` | no |
-| <a name="input_subnet_02_description"></a> [subnet\_02\_description](#input\_subnet\_02\_description) | Description of the second subnet. | `string` | `"subnet 02"` | no |
-| <a name="input_subnet_02_ip"></a> [subnet\_02\_ip](#input\_subnet\_02\_ip) | CIDR of the second subnet. | `string` | `"10.12.0.0/22"` | no |
-| <a name="input_subnet_02_name"></a> [subnet\_02\_name](#input\_subnet\_02\_name) | Name of the second subnet in the VPC network. | `string` | `"gke-vpc-subnet-02"` | no |
-| <a name="input_subnet_02_region"></a> [subnet\_02\_region](#input\_subnet\_02\_region) | Region of the second subnet. | `string` | `"us-west2"` | no |
-
-## Outputs
-
-| Name | Description |
-|------|-------------|
-| <a name="output_project_ids"></a> [project\_ids](#output\_project\_ids) | n/a |
-
-[gitops]: https://about.gitlab.com/topics/gitops/
-[repo-sync]: https://cloud.google.com/anthos-config-management/docs/reference/rootsync-reposync-fields
-[root-sync]: https://cloud.google.com/anthos-config-management/docs/reference/rootsync-reposync-fields
-[config-sync]: https://cloud.google.com/anthos-config-management/docs/config-sync-overview
-[cloud-deploy]: https://cloud.google.com/deploy?hl=en
-[terraform]: https://www.terraform.io/
-[gke]: https://cloud.google.com/kubernetes-engine?hl=en
-[git]: https://git-scm.com/
-[github]: https://github.com/
-[gcp-project]: https://cloud.google.com/resource-manager/docs/creating-managing-projects
-[personal-access-token]: https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens
-[machine-user-account]: https://docs.github.com/en/get-started/learning-about-github/types-of-github-accounts
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