From 9c9fee5f3064c374bb509c5477261fa4946882e3 Mon Sep 17 00:00:00 2001
From: Margubur Rahman <margubur@google.com>
Date: Wed, 15 Oct 2025 18:59:03 +0000
Subject: [PATCH 1/9] Migrate gsutil usage to gcloud storage

---
 .../model_garden_keras_stable_diffusion.ipynb |  3 +--
 ...del_garden_pytorch_instant_id_gradio.ipynb |  3 +--
 ...del_garden_pytorch_sd_2_1_deployment.ipynb | 12 ++++------
 .../vision/video_warehouse_sdk.ipynb          |  3 +--
 .../comparing_local_trained_models.ipynb      |  6 ++---
 ...om_training_autologging_local_script.ipynb | 17 ++++++--------
 ..._binary_classification_batch_explain.ipynb | 22 ++++++-------------
 ...components_model_train_upload_deploy.ipynb | 14 +++++-------
 ...ion_with_prebuilt_serving_containers.ipynb | 11 +++-------
 .../distributed_hyperparameter_tuning.ipynb   |  6 ++---
 10 files changed, 34 insertions(+), 63 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
index b65c47566..feafc0e4a 100644
--- a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
+++ b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
@@ -318,8 +318,7 @@
         "    ! mkdir -p $filename_without_ext\n",
         "    ! tar -xvf $filename_with_ext -C .\n",
         "\n",
-        "    ! gsutil -m cp -r $filename_without_ext $gcs_bucket/\n",
-        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
+        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
         "    print(\"Upload files to: \", gcs_path)\n",
         "    return gcs_path\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
index b058e051d..e4bc5372a 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
@@ -562,8 +562,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
index 3b344a4bf..5cba1ee76 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
@@ -151,11 +151,9 @@
         "if BUCKET_URI is None or BUCKET_URI.strip() == \"\" or BUCKET_URI == \"gs://\":\n",
         "    BUCKET_URI = f\"gs://{PROJECT_ID}-tmp-{now}-{str(uuid.uuid4())[:4]}\"\n",
         "    BUCKET_NAME = \"/\".join(BUCKET_URI.split(\"/\")[:3])\n",
-        "    ! gsutil mb -l {REGION} {BUCKET_URI}\n",
-        "else:\n",
+        "    ! gcloud storage buckets create --location={REGION} {BUCKET_URI}\n",        "else:\n",
         "    assert BUCKET_URI.startswith(\"gs://\"), \"BUCKET_URI must start with `gs://`.\"\n",
-        "    shell_output = ! gsutil ls -Lb {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",
-        "    bucket_region = shell_output[0].strip().lower()\n",
+        "    shell_output = ! gcloud storage ls --full --buckets {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",        "    bucket_region = shell_output[0].strip().lower()\n",
         "    if bucket_region != REGION:\n",
         "        raise ValueError(\n",
         "            \"Bucket region %s is different from notebook region %s\"\n",
@@ -179,8 +177,7 @@
         "\n",
         "\n",
         "# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\n",
-        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.admin $BUCKET_NAME\n",
-        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_NAME --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.admin\n",        "\n",
         "! gcloud config set project $PROJECT_ID\n",
         "! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/storage.admin\"\n",
         "! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/aiplatform.user\"\n",
@@ -529,8 +526,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/vision/video_warehouse_sdk.ipynb b/notebooks/community/vision/video_warehouse_sdk.ipynb
index 456bedd7a..038a07d46 100644
--- a/notebooks/community/vision/video_warehouse_sdk.ipynb
+++ b/notebooks/community/vision/video_warehouse_sdk.ipynb
@@ -153,8 +153,7 @@
       },
       "outputs": [],
       "source": [
-        "!gsutil cp gs://visionai-artifacts/visionai-0.0.6-py3-none-any.whl .\n",
-        "!pip install visionai-0.0.6-py3-none-any.whl --force-reinstall"
+        "!gcloud storage cp gs://visionai-artifacts/visionai-0.0.6-py3-none-any.whl .\n",        "!pip install visionai-0.0.6-py3-none-any.whl --force-reinstall"
       ]
     },
     {
diff --git a/notebooks/official/experiments/comparing_local_trained_models.ipynb b/notebooks/official/experiments/comparing_local_trained_models.ipynb
index cb177fdad..cb8d416a8 100644
--- a/notebooks/official/experiments/comparing_local_trained_models.ipynb
+++ b/notebooks/official/experiments/comparing_local_trained_models.ipynb
@@ -286,8 +286,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $LOCATION -p $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -770,8 +769,7 @@
         "delete_bucket = False  # Set True for deletion\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -rf {BUCKET_URI}"
-      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
index 411970608..b49f4851e 100644
--- a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
+++ b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
@@ -300,8 +300,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $LOCATION -p $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -430,10 +429,10 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectCreator $BUCKET_URI\n",
-        "\n",
-        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectViewer $BUCKET_URI"
-      ]
+        "# Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
+        # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {
       "cell_type": "markdown",
@@ -482,8 +481,7 @@
         "SOURCE_DATA_URL = \"gs://cloud-samples-data/vertex-ai/dataset-management/datasets/uci_glass_preprocessed/glass.csv\"\n",
         "DESTINATION_DATA_URL = f\"{BUCKET_URI}/data/glass.csv\"\n",
         "\n",
-        "! gsutil cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"
-      ]
+        "! gcloud storage cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"      ]
     },
     {
       "cell_type": "markdown",
@@ -807,8 +805,7 @@
         "\n",
         "# Delete Cloud Storage objects that were created\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gsutil -m rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
index 24d086369..55778eb56 100644
--- a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
+++ b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
@@ -292,8 +292,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $LOCATION -p $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -371,14 +370,11 @@
       },
       "outputs": [],
       "source": [
-        "count = ! gsutil cat $IMPORT_FILE | wc -l\n",
-        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gsutil cat $IMPORT_FILE | head\n",
-        "\n",
-        "heading = ! gsutil cat $IMPORT_FILE | head -n1\n",
-        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
+        "! gcloud storage cat $IMPORT_FILE | head\n",        "\n",
+        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
         "print(\"Label Column Name\", label_column)\n",
         "if label_column is None:\n",
         "    raise Exception(\"label column missing\")"
@@ -580,15 +576,12 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil cat $IMPORT_FILE | head -n 1 > tmp.csv\n",
-        "! gsutil cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",
-        "\n",
+        "! gcloud storage cat $IMPORT_FILE | head -n 1 > tmp.csv\n",        "! gcloud storage cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",        "\n",
         "! cut -d, -f1-16 tmp.csv > batch.csv\n",
         "\n",
         "gcs_input_uri = BUCKET_URI + \"/test.csv\"\n",
         "\n",
-        "! gsutil cp batch.csv $gcs_input_uri"
-      ]
+        "! gcloud storage cp batch.csv $gcs_input_uri"      ]
     },
     {
       "cell_type": "markdown",
@@ -729,8 +722,7 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -r $BUCKET_URI\n",
-        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
         "# Delete the locally generated files\n",
         "! rm batch.csv tmp.csv"
       ]
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
index 5846a8cd9..a5e2b07d3 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
@@ -332,8 +332,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $LOCATION -p $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -405,10 +404,10 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectCreator $BUCKET_URI\n",
-        "\n",
-        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectViewer $BUCKET_URI"
-      ]
+        "! # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
+        # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {
       "cell_type": "markdown",
@@ -732,8 +731,7 @@
       "source": [
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
index a87751768..85a9d72b0 100644
--- a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
+++ b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
@@ -303,8 +303,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l {LOCATION} -p {PROJECT_ID} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -545,10 +544,7 @@
       "source": [
         "MODEL_URI = f\"{BUCKET_URI}/{model_name}\"\n",
         "\n",
-        "!gsutil rm -r $MODEL_URI\n",
-        "!gsutil cp -r $model_path $MODEL_URI\n",
-        "!gsutil ls -al $MODEL_URI"
-      ]
+        "!gcloud storage rm --recursive $MODEL_URI\n",        "!gcloud storage cp --recursive $model_path $MODEL_URI\n",        "!gcloud storage ls --all-versions --long $MODEL_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -823,8 +819,7 @@
         "\n",
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
index 4fd3ea62a..da0f46719 100644
--- a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
+++ b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
@@ -274,8 +274,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l {LOCATION} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -700,8 +699,7 @@
         "!gcloud container images delete $IMAGE_URI --force-delete-tags --quiet\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {

From 4d4722611a19abd22aa063ba0fc8ba63cb1c16b6 Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Wed, 10 Dec 2025 15:36:54 +0000
Subject: [PATCH 2/9] update

---
 .../model_garden_pytorch_sd_2_1_deployment.ipynb     | 12 ++++++++----
 notebooks/community/vision/video_warehouse_sdk.ipynb |  3 ++-
 ...th_custom_training_autologging_local_script.ipynb |  2 --
 ...peline_components_model_train_upload_deploy.ipynb |  2 --
 4 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
index 5cba1ee76..1c1cca739 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
@@ -151,9 +151,11 @@
         "if BUCKET_URI is None or BUCKET_URI.strip() == \"\" or BUCKET_URI == \"gs://\":\n",
         "    BUCKET_URI = f\"gs://{PROJECT_ID}-tmp-{now}-{str(uuid.uuid4())[:4]}\"\n",
         "    BUCKET_NAME = \"/\".join(BUCKET_URI.split(\"/\")[:3])\n",
-        "    ! gcloud storage buckets create --location={REGION} {BUCKET_URI}\n",        "else:\n",
+        "    ! gcloud storage buckets create --location={REGION} {BUCKET_URI}\n",
+        "else:\n",
         "    assert BUCKET_URI.startswith(\"gs://\"), \"BUCKET_URI must start with `gs://`.\"\n",
-        "    shell_output = ! gcloud storage ls --full --buckets {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",        "    bucket_region = shell_output[0].strip().lower()\n",
+        "    shell_output = ! gcloud storage ls --full --buckets {BUCKET_NAME} | grep \"Location Constraint:\" | sed \"s/Location Constraint://\"\n",
+        "    bucket_region = shell_output[0].strip().lower()\n",
         "    if bucket_region != REGION:\n",
         "        raise ValueError(\n",
         "            \"Bucket region %s is different from notebook region %s\"\n",
@@ -177,7 +179,8 @@
         "\n",
         "\n",
         "# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_NAME --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.admin\n",        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_NAME --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.admin\n",
+        "\n",
         "! gcloud config set project $PROJECT_ID\n",
         "! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/storage.admin\"\n",
         "! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/aiplatform.user\"\n",
@@ -526,7 +529,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/vision/video_warehouse_sdk.ipynb b/notebooks/community/vision/video_warehouse_sdk.ipynb
index 038a07d46..404f99ee9 100644
--- a/notebooks/community/vision/video_warehouse_sdk.ipynb
+++ b/notebooks/community/vision/video_warehouse_sdk.ipynb
@@ -153,7 +153,8 @@
       },
       "outputs": [],
       "source": [
-        "!gcloud storage cp gs://visionai-artifacts/visionai-0.0.6-py3-none-any.whl .\n",        "!pip install visionai-0.0.6-py3-none-any.whl --force-reinstall"
+        "! gcloud storage cp gs://visionai-artifacts/visionai-0.0.6-py3-none-any.whl .\n",
+        "! pip install visionai-0.0.6-py3-none-any.whl --force-reinstall"
       ]
     },
     {
diff --git a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
index b49f4851e..5067dfab8 100644
--- a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
+++ b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
@@ -429,9 +429,7 @@
       },
       "outputs": [],
       "source": [
-        "# Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
         "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.
         "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
index a5e2b07d3..387f6656c 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
@@ -404,9 +404,7 @@
       },
       "outputs": [],
       "source": [
-        "! # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
         "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.
         "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {

From c7a00a971087e7864e24f6c3da5777f1f8d09036 Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Fri, 12 Dec 2025 05:18:05 +0000
Subject: [PATCH 3/9] linter changes for 4298

---
 .../model_garden_keras_stable_diffusion.ipynb |  9 ++++----
 ...del_garden_pytorch_instant_id_gradio.ipynb |  9 ++++----
 .../comparing_local_trained_models.ipynb      |  6 +++--
 ...om_training_autologging_local_script.ipynb | 15 ++++++++-----
 ..._binary_classification_batch_explain.ipynb | 22 +++++++++++++------
 ...components_model_train_upload_deploy.ipynb | 16 +++++++++-----
 ...ion_with_prebuilt_serving_containers.ipynb | 11 +++++++---
 .../distributed_hyperparameter_tuning.ipynb   |  6 +++--
 8 files changed, 60 insertions(+), 34 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
index feafc0e4a..4d1a055b2 100644
--- a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
+++ b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
@@ -318,7 +318,8 @@
         "    ! mkdir -p $filename_without_ext\n",
         "    ! tar -xvf $filename_with_ext -C .\n",
         "\n",
-        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
+        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",
+        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
         "    print(\"Upload files to: \", gcs_path)\n",
         "    return gcs_path\n",
         "\n",
@@ -359,7 +360,7 @@
         "        serving_container_predict_route=\"/predict\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\"\n",
+        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\",\n",
         "    )\n",
         "    model.deploy(\n",
         "        endpoint=endpoint,\n",
@@ -370,9 +371,7 @@
         "        max_replica_count=1,\n",
         "        deploy_request_timeout=1800,\n",
         "        service_account=service_account,\n",
-        "        system_labels={\n",
-        "            \"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"\n",
-        "        },\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"},\n",
         "    )\n",
         "    return model, endpoint\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
index e4bc5372a..b96b6538f 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
@@ -312,7 +312,7 @@
         "        serving_container_predict_route=\"/predictions/diffusers_serving\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\"\n",
+        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\",\n",
         "    )\n",
         "    machine_type = \"g2-standard-8\"\n",
         "    accelerator_type = \"NVIDIA_L4\"\n",
@@ -334,9 +334,7 @@
         "        deploy_request_timeout=1800,\n",
         "        service_account=SERVICE_ACCOUNT,\n",
         "        sync=False,\n",
-        "        system_labels={\n",
-        "            \"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"\n",
-        "        },\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"},\n",
         "    )\n",
         "\n",
         "    gr.Info(\n",
@@ -562,7 +560,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/experiments/comparing_local_trained_models.ipynb b/notebooks/official/experiments/comparing_local_trained_models.ipynb
index cb8d416a8..49c5df791 100644
--- a/notebooks/official/experiments/comparing_local_trained_models.ipynb
+++ b/notebooks/official/experiments/comparing_local_trained_models.ipynb
@@ -286,7 +286,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -769,7 +770,8 @@
         "delete_bucket = False  # Set True for deletion\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
index 5067dfab8..93962b33f 100644
--- a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
+++ b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
@@ -300,7 +300,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -429,8 +430,10 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
+        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -479,7 +482,8 @@
         "SOURCE_DATA_URL = \"gs://cloud-samples-data/vertex-ai/dataset-management/datasets/uci_glass_preprocessed/glass.csv\"\n",
         "DESTINATION_DATA_URL = f\"{BUCKET_URI}/data/glass.csv\"\n",
         "\n",
-        "! gcloud storage cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"      ]
+        "! gcloud storage cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -803,7 +807,8 @@
         "\n",
         "# Delete Cloud Storage objects that were created\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
index 55778eb56..ee745c5dc 100644
--- a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
+++ b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
@@ -292,7 +292,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -370,11 +371,14 @@
       },
       "outputs": [],
       "source": [
-        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",
+        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gcloud storage cat $IMPORT_FILE | head\n",        "\n",
-        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
+        "! gcloud storage cat $IMPORT_FILE | head\n",
+        "\n",
+        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",
+        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
         "print(\"Label Column Name\", label_column)\n",
         "if label_column is None:\n",
         "    raise Exception(\"label column missing\")"
@@ -576,12 +580,15 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage cat $IMPORT_FILE | head -n 1 > tmp.csv\n",        "! gcloud storage cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",        "\n",
+        "! gcloud storage cat $IMPORT_FILE | head -n 1 > tmp.csv\n",
+        "! gcloud storage cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",
+        "\n",
         "! cut -d, -f1-16 tmp.csv > batch.csv\n",
         "\n",
         "gcs_input_uri = BUCKET_URI + \"/test.csv\"\n",
         "\n",
-        "! gcloud storage cp batch.csv $gcs_input_uri"      ]
+        "! gcloud storage cp batch.csv $gcs_input_uri"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -722,7 +729,8 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",
+        "\n",
         "# Delete the locally generated files\n",
         "! rm batch.csv tmp.csv"
       ]
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
index 387f6656c..e0964e192 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
@@ -332,7 +332,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -404,8 +405,10 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
+        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -503,7 +506,9 @@
       },
       "outputs": [],
       "source": [
-        "hp_dict: str = '{\"num_hidden_layers\": 3, \"hidden_size\": 32, \"learning_rate\": 0.01, \"epochs\": 1, \"steps_per_epoch\": -1}'\n",
+        "hp_dict: str = (\n",
+        "    '{\"num_hidden_layers\": 3, \"hidden_size\": 32, \"learning_rate\": 0.01, \"epochs\": 1, \"steps_per_epoch\": -1}'\n",
+        ")\n",
         "data_dir: str = (\n",
         "    \"gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/bikes_weather/\"\n",
         ")\n",
@@ -729,7 +734,8 @@
       "source": [
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
index 85a9d72b0..388fe4f77 100644
--- a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
+++ b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
@@ -303,7 +303,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"      ]
+        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -544,7 +545,10 @@
       "source": [
         "MODEL_URI = f\"{BUCKET_URI}/{model_name}\"\n",
         "\n",
-        "!gcloud storage rm --recursive $MODEL_URI\n",        "!gcloud storage cp --recursive $model_path $MODEL_URI\n",        "!gcloud storage ls --all-versions --long $MODEL_URI"      ]
+        "!gcloud storage rm --recursive $MODEL_URI\n",
+        "!gcloud storage cp --recursive $model_path $MODEL_URI\n",
+        "!gcloud storage ls --all-versions --long $MODEL_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -819,7 +823,8 @@
         "\n",
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
index da0f46719..89efd8a4a 100644
--- a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
+++ b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
@@ -274,7 +274,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -699,7 +700,8 @@
         "!gcloud container images delete $IMAGE_URI --force-delete-tags --quiet\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {

From 00100ff85e4166dcffcffdbc5ef8ecc8bff4ea95 Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Fri, 12 Dec 2025 09:04:28 +0000
Subject: [PATCH 4/9] Revert "linter changes for 4298"

This reverts commit c7a00a971087e7864e24f6c3da5777f1f8d09036.
---
 .../model_garden_keras_stable_diffusion.ipynb |  9 ++++----
 ...del_garden_pytorch_instant_id_gradio.ipynb |  9 ++++----
 .../comparing_local_trained_models.ipynb      |  6 ++---
 ...om_training_autologging_local_script.ipynb | 15 +++++--------
 ..._binary_classification_batch_explain.ipynb | 22 ++++++-------------
 ...components_model_train_upload_deploy.ipynb | 16 +++++---------
 ...ion_with_prebuilt_serving_containers.ipynb | 11 +++-------
 .../distributed_hyperparameter_tuning.ipynb   |  6 ++---
 8 files changed, 34 insertions(+), 60 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
index 4d1a055b2..feafc0e4a 100644
--- a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
+++ b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
@@ -318,8 +318,7 @@
         "    ! mkdir -p $filename_without_ext\n",
         "    ! tar -xvf $filename_with_ext -C .\n",
         "\n",
-        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",
-        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
+        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
         "    print(\"Upload files to: \", gcs_path)\n",
         "    return gcs_path\n",
         "\n",
@@ -360,7 +359,7 @@
         "        serving_container_predict_route=\"/predict\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\",\n",
+        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\"\n",
         "    )\n",
         "    model.deploy(\n",
         "        endpoint=endpoint,\n",
@@ -371,7 +370,9 @@
         "        max_replica_count=1,\n",
         "        deploy_request_timeout=1800,\n",
         "        service_account=service_account,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"},\n",
+        "        system_labels={\n",
+        "            \"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"\n",
+        "        },\n",
         "    )\n",
         "    return model, endpoint\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
index b96b6538f..e4bc5372a 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
@@ -312,7 +312,7 @@
         "        serving_container_predict_route=\"/predictions/diffusers_serving\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\",\n",
+        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\"\n",
         "    )\n",
         "    machine_type = \"g2-standard-8\"\n",
         "    accelerator_type = \"NVIDIA_L4\"\n",
@@ -334,7 +334,9 @@
         "        deploy_request_timeout=1800,\n",
         "        service_account=SERVICE_ACCOUNT,\n",
         "        sync=False,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"},\n",
+        "        system_labels={\n",
+        "            \"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"\n",
+        "        },\n",
         "    )\n",
         "\n",
         "    gr.Info(\n",
@@ -560,8 +562,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/experiments/comparing_local_trained_models.ipynb b/notebooks/official/experiments/comparing_local_trained_models.ipynb
index 49c5df791..cb8d416a8 100644
--- a/notebooks/official/experiments/comparing_local_trained_models.ipynb
+++ b/notebooks/official/experiments/comparing_local_trained_models.ipynb
@@ -286,8 +286,7 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -770,8 +769,7 @@
         "delete_bucket = False  # Set True for deletion\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"
-      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
index 93962b33f..5067dfab8 100644
--- a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
+++ b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
@@ -300,8 +300,7 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -430,10 +429,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
-        "\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
-      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {
       "cell_type": "markdown",
@@ -482,8 +479,7 @@
         "SOURCE_DATA_URL = \"gs://cloud-samples-data/vertex-ai/dataset-management/datasets/uci_glass_preprocessed/glass.csv\"\n",
         "DESTINATION_DATA_URL = f\"{BUCKET_URI}/data/glass.csv\"\n",
         "\n",
-        "! gcloud storage cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"
-      ]
+        "! gcloud storage cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"      ]
     },
     {
       "cell_type": "markdown",
@@ -807,8 +803,7 @@
         "\n",
         "# Delete Cloud Storage objects that were created\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
index ee745c5dc..55778eb56 100644
--- a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
+++ b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
@@ -292,8 +292,7 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -371,14 +370,11 @@
       },
       "outputs": [],
       "source": [
-        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",
-        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gcloud storage cat $IMPORT_FILE | head\n",
-        "\n",
-        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",
-        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
+        "! gcloud storage cat $IMPORT_FILE | head\n",        "\n",
+        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
         "print(\"Label Column Name\", label_column)\n",
         "if label_column is None:\n",
         "    raise Exception(\"label column missing\")"
@@ -580,15 +576,12 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage cat $IMPORT_FILE | head -n 1 > tmp.csv\n",
-        "! gcloud storage cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",
-        "\n",
+        "! gcloud storage cat $IMPORT_FILE | head -n 1 > tmp.csv\n",        "! gcloud storage cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",        "\n",
         "! cut -d, -f1-16 tmp.csv > batch.csv\n",
         "\n",
         "gcs_input_uri = BUCKET_URI + \"/test.csv\"\n",
         "\n",
-        "! gcloud storage cp batch.csv $gcs_input_uri"
-      ]
+        "! gcloud storage cp batch.csv $gcs_input_uri"      ]
     },
     {
       "cell_type": "markdown",
@@ -729,8 +722,7 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI\n",
-        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
         "# Delete the locally generated files\n",
         "! rm batch.csv tmp.csv"
       ]
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
index e0964e192..387f6656c 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
@@ -332,8 +332,7 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -405,10 +404,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
-        "\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
-      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {
       "cell_type": "markdown",
@@ -506,9 +503,7 @@
       },
       "outputs": [],
       "source": [
-        "hp_dict: str = (\n",
-        "    '{\"num_hidden_layers\": 3, \"hidden_size\": 32, \"learning_rate\": 0.01, \"epochs\": 1, \"steps_per_epoch\": -1}'\n",
-        ")\n",
+        "hp_dict: str = '{\"num_hidden_layers\": 3, \"hidden_size\": 32, \"learning_rate\": 0.01, \"epochs\": 1, \"steps_per_epoch\": -1}'\n",
         "data_dir: str = (\n",
         "    \"gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/bikes_weather/\"\n",
         ")\n",
@@ -734,8 +729,7 @@
       "source": [
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
index 388fe4f77..85a9d72b0 100644
--- a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
+++ b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
@@ -303,8 +303,7 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -545,10 +544,7 @@
       "source": [
         "MODEL_URI = f\"{BUCKET_URI}/{model_name}\"\n",
         "\n",
-        "!gcloud storage rm --recursive $MODEL_URI\n",
-        "!gcloud storage cp --recursive $model_path $MODEL_URI\n",
-        "!gcloud storage ls --all-versions --long $MODEL_URI"
-      ]
+        "!gcloud storage rm --recursive $MODEL_URI\n",        "!gcloud storage cp --recursive $model_path $MODEL_URI\n",        "!gcloud storage ls --all-versions --long $MODEL_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -823,8 +819,7 @@
         "\n",
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
index 89efd8a4a..da0f46719 100644
--- a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
+++ b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
@@ -274,8 +274,7 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -700,8 +699,7 @@
         "!gcloud container images delete $IMAGE_URI --force-delete-tags --quiet\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {

From 7cbdc7ed3da6998a39b74699bba07c506ca35765 Mon Sep 17 00:00:00 2001
From: Margubur Rahman <margubur@google.com>
Date: Fri, 12 Dec 2025 18:22:42 +0000
Subject: [PATCH 5/9] Linter fixes

---
 .../model_garden_keras_stable_diffusion.ipynb |  9 ++++----
 ...del_garden_pytorch_instant_id_gradio.ipynb |  9 ++++----
 ...del_garden_pytorch_sd_2_1_deployment.ipynb | 12 ++++++----
 .../vision/video_warehouse_sdk.ipynb          |  3 ++-
 .../comparing_local_trained_models.ipynb      |  6 +++--
 ...om_training_autologging_local_script.ipynb | 17 ++++++++------
 ..._binary_classification_batch_explain.ipynb | 22 +++++++++++++------
 ...components_model_train_upload_deploy.ipynb | 18 +++++++++------
 ...ion_with_prebuilt_serving_containers.ipynb | 11 +++++++---
 .../distributed_hyperparameter_tuning.ipynb   |  6 +++--
 10 files changed, 70 insertions(+), 43 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
index feafc0e4a..4d1a055b2 100644
--- a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
+++ b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
@@ -318,7 +318,8 @@
         "    ! mkdir -p $filename_without_ext\n",
         "    ! tar -xvf $filename_with_ext -C .\n",
         "\n",
-        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
+        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",
+        "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
         "    print(\"Upload files to: \", gcs_path)\n",
         "    return gcs_path\n",
         "\n",
@@ -359,7 +360,7 @@
         "        serving_container_predict_route=\"/predict\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\"\n",
+        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\",\n",
         "    )\n",
         "    model.deploy(\n",
         "        endpoint=endpoint,\n",
@@ -370,9 +371,7 @@
         "        max_replica_count=1,\n",
         "        deploy_request_timeout=1800,\n",
         "        service_account=service_account,\n",
-        "        system_labels={\n",
-        "            \"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"\n",
-        "        },\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"},\n",
         "    )\n",
         "    return model, endpoint\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
index e4bc5372a..b96b6538f 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
@@ -312,7 +312,7 @@
         "        serving_container_predict_route=\"/predictions/diffusers_serving\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\"\n",
+        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\",\n",
         "    )\n",
         "    machine_type = \"g2-standard-8\"\n",
         "    accelerator_type = \"NVIDIA_L4\"\n",
@@ -334,9 +334,7 @@
         "        deploy_request_timeout=1800,\n",
         "        service_account=SERVICE_ACCOUNT,\n",
         "        sync=False,\n",
-        "        system_labels={\n",
-        "            \"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"\n",
-        "        },\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"},\n",
         "    )\n",
         "\n",
         "    gr.Info(\n",
@@ -562,7 +560,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
index 5cba1ee76..9cfb608e1 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
@@ -151,9 +151,11 @@
         "if BUCKET_URI is None or BUCKET_URI.strip() == \"\" or BUCKET_URI == \"gs://\":\n",
         "    BUCKET_URI = f\"gs://{PROJECT_ID}-tmp-{now}-{str(uuid.uuid4())[:4]}\"\n",
         "    BUCKET_NAME = \"/\".join(BUCKET_URI.split(\"/\")[:3])\n",
-        "    ! gcloud storage buckets create --location={REGION} {BUCKET_URI}\n",        "else:\n",
+        "    ! gcloud storage buckets create --location={REGION} {BUCKET_URI}\n",
+        "else:\n",
         "    assert BUCKET_URI.startswith(\"gs://\"), \"BUCKET_URI must start with `gs://`.\"\n",
-        "    shell_output = ! gcloud storage ls --full --buckets {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",        "    bucket_region = shell_output[0].strip().lower()\n",
+        "    shell_output = ! gcloud storage ls --full --buckets {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",
+        "    bucket_region = shell_output[0].strip().lower()\n",
         "    if bucket_region != REGION:\n",
         "        raise ValueError(\n",
         "            \"Bucket region %s is different from notebook region %s\"\n",
@@ -177,7 +179,8 @@
         "\n",
         "\n",
         "# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_NAME --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.admin\n",        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_NAME --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.admin\n",
+        "\n",
         "! gcloud config set project $PROJECT_ID\n",
         "! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/storage.admin\"\n",
         "! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/aiplatform.user\"\n",
@@ -526,7 +529,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/vision/video_warehouse_sdk.ipynb b/notebooks/community/vision/video_warehouse_sdk.ipynb
index 038a07d46..7997d0d14 100644
--- a/notebooks/community/vision/video_warehouse_sdk.ipynb
+++ b/notebooks/community/vision/video_warehouse_sdk.ipynb
@@ -153,7 +153,8 @@
       },
       "outputs": [],
       "source": [
-        "!gcloud storage cp gs://visionai-artifacts/visionai-0.0.6-py3-none-any.whl .\n",        "!pip install visionai-0.0.6-py3-none-any.whl --force-reinstall"
+        "!gcloud storage cp gs://visionai-artifacts/visionai-0.0.6-py3-none-any.whl .\n",
+        "!pip install visionai-0.0.6-py3-none-any.whl --force-reinstall"
       ]
     },
     {
diff --git a/notebooks/official/experiments/comparing_local_trained_models.ipynb b/notebooks/official/experiments/comparing_local_trained_models.ipynb
index cb8d416a8..49c5df791 100644
--- a/notebooks/official/experiments/comparing_local_trained_models.ipynb
+++ b/notebooks/official/experiments/comparing_local_trained_models.ipynb
@@ -286,7 +286,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -769,7 +770,8 @@
         "delete_bucket = False  # Set True for deletion\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
index b49f4851e..93962b33f 100644
--- a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
+++ b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
@@ -300,7 +300,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location $LOCATION --project $PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -429,10 +430,10 @@
       },
       "outputs": [],
       "source": [
-        "# Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
+        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -481,7 +482,8 @@
         "SOURCE_DATA_URL = \"gs://cloud-samples-data/vertex-ai/dataset-management/datasets/uci_glass_preprocessed/glass.csv\"\n",
         "DESTINATION_DATA_URL = f\"{BUCKET_URI}/data/glass.csv\"\n",
         "\n",
-        "! gcloud storage cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"      ]
+        "! gcloud storage cp $SOURCE_DATA_URL $DESTINATION_DATA_URL"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -805,7 +807,8 @@
         "\n",
         "# Delete Cloud Storage objects that were created\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
index 55778eb56..ee745c5dc 100644
--- a/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
+++ b/notebooks/official/explainable_ai/sdk_automl_tabular_binary_classification_batch_explain.ipynb
@@ -292,7 +292,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -370,11 +371,14 @@
       },
       "outputs": [],
       "source": [
-        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",
+        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gcloud storage cat $IMPORT_FILE | head\n",        "\n",
-        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
+        "! gcloud storage cat $IMPORT_FILE | head\n",
+        "\n",
+        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",
+        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
         "print(\"Label Column Name\", label_column)\n",
         "if label_column is None:\n",
         "    raise Exception(\"label column missing\")"
@@ -576,12 +580,15 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage cat $IMPORT_FILE | head -n 1 > tmp.csv\n",        "! gcloud storage cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",        "\n",
+        "! gcloud storage cat $IMPORT_FILE | head -n 1 > tmp.csv\n",
+        "! gcloud storage cat $IMPORT_FILE | tail -n 10 >> tmp.csv\n",
+        "\n",
         "! cut -d, -f1-16 tmp.csv > batch.csv\n",
         "\n",
         "gcs_input_uri = BUCKET_URI + \"/test.csv\"\n",
         "\n",
-        "! gcloud storage cp batch.csv $gcs_input_uri"      ]
+        "! gcloud storage cp batch.csv $gcs_input_uri"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -722,7 +729,8 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",
+        "\n",
         "# Delete the locally generated files\n",
         "! rm batch.csv tmp.csv"
       ]
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
index a5e2b07d3..e0964e192 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
@@ -332,7 +332,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -404,10 +405,10 @@
       },
       "outputs": [],
       "source": [
-        "! # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
+        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -505,7 +506,9 @@
       },
       "outputs": [],
       "source": [
-        "hp_dict: str = '{\"num_hidden_layers\": 3, \"hidden_size\": 32, \"learning_rate\": 0.01, \"epochs\": 1, \"steps_per_epoch\": -1}'\n",
+        "hp_dict: str = (\n",
+        "    '{\"num_hidden_layers\": 3, \"hidden_size\": 32, \"learning_rate\": 0.01, \"epochs\": 1, \"steps_per_epoch\": -1}'\n",
+        ")\n",
         "data_dir: str = (\n",
         "    \"gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/bikes_weather/\"\n",
         ")\n",
@@ -731,7 +734,8 @@
       "source": [
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
index 85a9d72b0..388fe4f77 100644
--- a/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
+++ b/notebooks/official/prediction/pytorch_image_classification_with_prebuilt_serving_containers.ipynb
@@ -303,7 +303,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"      ]
+        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -544,7 +545,10 @@
       "source": [
         "MODEL_URI = f\"{BUCKET_URI}/{model_name}\"\n",
         "\n",
-        "!gcloud storage rm --recursive $MODEL_URI\n",        "!gcloud storage cp --recursive $model_path $MODEL_URI\n",        "!gcloud storage ls --all-versions --long $MODEL_URI"      ]
+        "!gcloud storage rm --recursive $MODEL_URI\n",
+        "!gcloud storage cp --recursive $model_path $MODEL_URI\n",
+        "!gcloud storage ls --all-versions --long $MODEL_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -819,7 +823,8 @@
         "\n",
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
index da0f46719..89efd8a4a 100644
--- a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
+++ b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
@@ -274,7 +274,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -699,7 +700,8 @@
         "!gcloud container images delete $IMAGE_URI --force-delete-tags --quiet\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {

From 80438f972d22eb15f90252aef07bc82c719c6971 Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Mon, 15 Dec 2025 05:11:28 +0000
Subject: [PATCH 6/9] update

---
 .../model_garden/model_garden_keras_stable_diffusion.ipynb    | 4 ++--
 .../model_garden/model_garden_pytorch_instant_id_gradio.ipynb | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
index 4d1a055b2..3619cb2cf 100644
--- a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
+++ b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
@@ -360,7 +360,7 @@
         "        serving_container_predict_route=\"/predict\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\",\n",
+        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\"\n",
         "    )\n",
         "    model.deploy(\n",
         "        endpoint=endpoint,\n",
@@ -371,7 +371,7 @@
         "        max_replica_count=1,\n",
         "        deploy_request_timeout=1800,\n",
         "        service_account=service_account,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"},\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"}\n",
         "    )\n",
         "    return model, endpoint\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
index b96b6538f..476ade9f7 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
@@ -312,7 +312,7 @@
         "        serving_container_predict_route=\"/predictions/diffusers_serving\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\",\n",
+        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\"\n",
         "    )\n",
         "    machine_type = \"g2-standard-8\"\n",
         "    accelerator_type = \"NVIDIA_L4\"\n",
@@ -334,7 +334,7 @@
         "        deploy_request_timeout=1800,\n",
         "        service_account=SERVICE_ACCOUNT,\n",
         "        sync=False,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"},\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"}\n",
         "    )\n",
         "\n",
         "    gr.Info(\n",

From d572c98d6013a146fa0723d98997107445864845 Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Mon, 15 Dec 2025 09:11:59 +0000
Subject: [PATCH 7/9] update

---
 .../model_garden/model_garden_keras_stable_diffusion.ipynb   | 4 ++--
 .../model_garden_pytorch_instant_id_gradio.ipynb             | 4 ++--
 ...arted_with_custom_training_autologging_local_script.ipynb | 5 +++--
 ...cloud_pipeline_components_model_train_upload_deploy.ipynb | 5 +++--
 4 files changed, 10 insertions(+), 8 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
index 3619cb2cf..4d1a055b2 100644
--- a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
+++ b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
@@ -360,7 +360,7 @@
         "        serving_container_predict_route=\"/predict\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\"\n",
+        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\",\n",
         "    )\n",
         "    model.deploy(\n",
         "        endpoint=endpoint,\n",
@@ -371,7 +371,7 @@
         "        max_replica_count=1,\n",
         "        deploy_request_timeout=1800,\n",
         "        service_account=service_account,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"}\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"},\n",
         "    )\n",
         "    return model, endpoint\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
index 476ade9f7..b96b6538f 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
@@ -312,7 +312,7 @@
         "        serving_container_predict_route=\"/predictions/diffusers_serving\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\"\n",
+        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\",\n",
         "    )\n",
         "    machine_type = \"g2-standard-8\"\n",
         "    accelerator_type = \"NVIDIA_L4\"\n",
@@ -334,7 +334,7 @@
         "        deploy_request_timeout=1800,\n",
         "        service_account=SERVICE_ACCOUNT,\n",
         "        sync=False,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"}\n",
+        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"},\n",
         "    )\n",
         "\n",
         "    gr.Info(\n",
diff --git a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
index 6f3579a3b..93962b33f 100644
--- a/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
+++ b/notebooks/official/experiments/get_started_with_custom_training_autologging_local_script.ipynb
@@ -430,8 +430,9 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
+        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
       ]
     },
     {
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
index 5e8bd147e..e0964e192 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_model_train_upload_deploy.ipynb
@@ -405,8 +405,9 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",        "\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
+        "\n",
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"
       ]
     },
     {

From 4f98b23aa6257d85e4948d1d015e7edaa22f55ee Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Thu, 18 Dec 2025 12:57:15 +0530
Subject: [PATCH 8/9] Update distributed_hyperparameter_tuning.ipynb

---
 .../official/training/distributed_hyperparameter_tuning.ipynb   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
index 89efd8a4a..2de174875 100644
--- a/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
+++ b/notebooks/official/training/distributed_hyperparameter_tuning.ipynb
@@ -692,7 +692,7 @@
       },
       "outputs": [],
       "source": [
-        "# Set this to true only if you'd like to delete your bucket\n",
+        "# Set this to true only if you'd like to delete your bucket.\n",
         "delete_bucket = False\n",
         "\n",
         "hp_job.delete()\n",

From 354b79103d92328de24b3777401fc789dc88518c Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Fri, 19 Dec 2025 16:47:09 +0000
Subject: [PATCH 9/9] removed changes in model_garden folder

---
 .../model_garden_keras_stable_diffusion.ipynb             | 8 +++++---
 .../model_garden_pytorch_instant_id_gradio.ipynb          | 8 +++++---
 .../model_garden_pytorch_sd_2_1_deployment.ipynb          | 8 ++++----
 3 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
index 4d1a055b2..b65c47566 100644
--- a/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
+++ b/notebooks/community/model_garden/model_garden_keras_stable_diffusion.ipynb
@@ -318,7 +318,7 @@
         "    ! mkdir -p $filename_without_ext\n",
         "    ! tar -xvf $filename_with_ext -C .\n",
         "\n",
-        "    ! gcloud storage cp --recursive $filename_without_ext $gcs_bucket/\n",
+        "    ! gsutil -m cp -r $filename_without_ext $gcs_bucket/\n",
         "    gcs_path = os.path.join(gcs_bucket, filename_without_ext)\n",
         "    print(\"Upload files to: \", gcs_path)\n",
         "    return gcs_path\n",
@@ -360,7 +360,7 @@
         "        serving_container_predict_route=\"/predict\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\",\n",
+        "        model_garden_source_model_name=\"publishers/google/models/stable-diffusion-v1-4\"\n",
         "    )\n",
         "    model.deploy(\n",
         "        endpoint=endpoint,\n",
@@ -371,7 +371,9 @@
         "        max_replica_count=1,\n",
         "        deploy_request_timeout=1800,\n",
         "        service_account=service_account,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"},\n",
+        "        system_labels={\n",
+        "            \"NOTEBOOK_NAME\": \"model_garden_keras_stable_diffusion.ipynb\"\n",
+        "        },\n",
         "    )\n",
         "    return model, endpoint\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
index b96b6538f..b058e051d 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_instant_id_gradio.ipynb
@@ -312,7 +312,7 @@
         "        serving_container_predict_route=\"/predictions/diffusers_serving\",\n",
         "        serving_container_health_route=\"/ping\",\n",
         "        serving_container_environment_variables=serving_env,\n",
-        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\",\n",
+        "        model_garden_source_model_name=\"publishers/instantx/models/instant-id\"\n",
         "    )\n",
         "    machine_type = \"g2-standard-8\"\n",
         "    accelerator_type = \"NVIDIA_L4\"\n",
@@ -334,7 +334,9 @@
         "        deploy_request_timeout=1800,\n",
         "        service_account=SERVICE_ACCOUNT,\n",
         "        sync=False,\n",
-        "        system_labels={\"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"},\n",
+        "        system_labels={\n",
+        "            \"NOTEBOOK_NAME\": \"model_garden_pytorch_instant_id_gradio.ipynb\"\n",
+        "        },\n",
         "    )\n",
         "\n",
         "    gr.Info(\n",
@@ -560,7 +562,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+        "    ! gsutil -m rm -r $BUCKET_NAME"
       ]
     }
   ],
diff --git a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
index 1c1cca739..3b344a4bf 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_deployment.ipynb
@@ -151,10 +151,10 @@
         "if BUCKET_URI is None or BUCKET_URI.strip() == \"\" or BUCKET_URI == \"gs://\":\n",
         "    BUCKET_URI = f\"gs://{PROJECT_ID}-tmp-{now}-{str(uuid.uuid4())[:4]}\"\n",
         "    BUCKET_NAME = \"/\".join(BUCKET_URI.split(\"/\")[:3])\n",
-        "    ! gcloud storage buckets create --location={REGION} {BUCKET_URI}\n",
+        "    ! gsutil mb -l {REGION} {BUCKET_URI}\n",
         "else:\n",
         "    assert BUCKET_URI.startswith(\"gs://\"), \"BUCKET_URI must start with `gs://`.\"\n",
-        "    shell_output = ! gcloud storage ls --full --buckets {BUCKET_NAME} | grep \"Location Constraint:\" | sed \"s/Location Constraint://\"\n",
+        "    shell_output = ! gsutil ls -Lb {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",
         "    bucket_region = shell_output[0].strip().lower()\n",
         "    if bucket_region != REGION:\n",
         "        raise ValueError(\n",
@@ -179,7 +179,7 @@
         "\n",
         "\n",
         "# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\n",
-        "! gcloud storage buckets add-iam-policy-binding $BUCKET_NAME --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.admin\n",
+        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.admin $BUCKET_NAME\n",
         "\n",
         "! gcloud config set project $PROJECT_ID\n",
         "! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/storage.admin\"\n",
@@ -529,7 +529,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+        "    ! gsutil -m rm -r $BUCKET_NAME"
       ]
     }
   ],