From 7623a8f71321cffb44b5e60cb8fc1fb55f910a0c Mon Sep 17 00:00:00 2001
From: Margubur Rahman <margubur@google.com>
Date: Wed, 15 Oct 2025 18:14:24 +0000
Subject: [PATCH 1/5] Migrate gsutil usage to gcloud storage

---
 ...del_garden_huggingface_tei_deployment.ipynb | 15 +++++++--------
 ..._garden_mediapipe_text_classification.ipynb | 16 ++++++----------
 ...torch_deployed_model_reasoning_engine.ipynb |  3 +--
 ...pytorch_llama3_1_qwen3_deployment_tpu.ipynb | 13 +++++--------
 ..._pytorch_sd_2_1_finetuning_dreambooth.ipynb | 13 +++++--------
 ...mage_classification_online_prediction.ipynb | 15 +++++----------
 .../official/generative_ai/tune_peft.ipynb     | 18 +++++++-----------
 ...oud_pipeline_components_automl_images.ipynb | 11 ++++-------
 ...ud_pipeline_components_automl_tabular.ipynb | 17 +++++++----------
 .../get_started_with_raw_predict.ipynb         |  9 +++------
 10 files changed, 50 insertions(+), 80 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
index 6f9470169..25d15a9dd 100644
--- a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
@@ -160,11 +160,10 @@
         "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",
-        "    ! 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",
+        # Note: The format of the full listing output is different. gcloud storage uses a title case for keys and will not display a field if its value is "None".
+        "    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",
@@ -188,8 +187,9 @@
         "\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",
+        "# 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",
+        "# Note: gsutil iam ch does not support modifying IAM policies that contain conditions. gcloud storage commands do support conditions.\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",
@@ -507,8 +507,7 @@
         "\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_mediapipe_text_classification.ipynb b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
index 220bea22f..42ba35f53 100644
--- a/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
+++ b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
@@ -157,11 +157,9 @@
         "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",
@@ -185,8 +183,8 @@
         "\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",
+        "# 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_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",
@@ -444,8 +442,7 @@
         "\n",
         "# @markdown After finetuning, you can save the Tensorflow Lite model, try it out in the [Text Classification](https://mediapipe-studio.webapps.google.com/demo/text_classifier) demo in MediaPipe Studio or integrate it with your on-device application by following the [Text classification task guide](https://developers.google.com/mediapipe/solutions/text/text_classifier). The exported model contains the generates required model metadata, as well as a classification label file.\n",
         "\n",
-        "! gsutil cp $EXPORTED_MODEL_OUTPUT_FILE text_classification_model.tflite"
-      ]
+        "! gcloud storage cp $EXPORTED_MODEL_OUTPUT_FILE text_classification_model.tflite"      ]
     },
     {
       "cell_type": "markdown",
@@ -470,8 +467,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_NAME\n",
-        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",        "\n",
         "# Delete training data and jobs.\n",
         "if training_job.list(filter=f'display_name=\"{TRAINING_JOB_DISPLAY_NAME}\"'):\n",
         "    training_job.delete()"
diff --git a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
index 2c1a235f0..06031ebb0 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
@@ -587,8 +587,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_NAME\n",
-        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",        "\n",
         "delete_reasoning_engine = False  # @param {type:\"boolean\"}\n",
         "\n",
         "if delete_reasoning_engine:\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
index b0ee54320..4a300f52d 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
@@ -171,11 +171,9 @@
         "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",
@@ -199,8 +197,8 @@
         "\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",
+        "! # 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_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\""
@@ -536,8 +534,7 @@
         "\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_finetuning_dreambooth.ipynb b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
index eb37103ce..a412948c5 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
@@ -154,11 +154,10 @@
         "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",
-        "    ! 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",
+        # Note: The format of the full listing output is different. gcloud storage uses a title case for keys and will not display a field if its value is "None".
+        "    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",
@@ -182,8 +181,7 @@
         "\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",
@@ -531,8 +529,7 @@
         "\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/official/automl/automl_image_classification_online_prediction.ipynb b/notebooks/official/automl/automl_image_classification_online_prediction.ipynb
index ab9bf359d..fe1e0e1a9 100644
--- a/notebooks/official/automl/automl_image_classification_online_prediction.ipynb
+++ b/notebooks/official/automl/automl_image_classification_online_prediction.ipynb
@@ -280,8 +280,7 @@
       },
       "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",
@@ -387,12 +386,10 @@
         "else:\n",
         "    FILE = IMPORT_FILE\n",
         "\n",
-        "count = ! gsutil cat $FILE | wc -l\n",
-        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gsutil cat $FILE | head"
-      ]
+        "! gcloud storage cat $FILE | head"      ]
     },
     {
       "cell_type": "markdown",
@@ -597,8 +594,7 @@
       },
       "outputs": [],
       "source": [
-        "test_item = !gsutil cat $IMPORT_FILE | head -n1\n",
-        "if len(str(test_item[0]).split(\",\")) == 3:\n",
+        "test_item = !gcloud storage cat $IMPORT_FILE | head -n1\n",        "if len(str(test_item[0]).split(\",\")) == 3:\n",
         "    _, test_item, test_label = str(test_item[0]).split(\",\")\n",
         "else:\n",
         "    test_item, test_label = str(test_item[0]).split(\",\")\n",
@@ -718,8 +714,7 @@
         "# Delete Cloud Storage objects that were created\n",
         "delete_bucket = False  # Set True for deletion\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/generative_ai/tune_peft.ipynb b/notebooks/official/generative_ai/tune_peft.ipynb
index cb1b9ef62..6817a4646 100644
--- a/notebooks/official/generative_ai/tune_peft.ipynb
+++ b/notebooks/official/generative_ai/tune_peft.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",
@@ -359,10 +358,10 @@
       },
       "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",
@@ -464,9 +463,7 @@
       "outputs": [],
       "source": [
         "# Download dataset\n",
-        "! gsutil cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_eval_sample.jsonl {BUCKET_URI}/peft_eval_sample.jsonl\n",
-        "! gsutil cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_train_sample.jsonl {BUCKET_URI}/peft_train_sample.jsonl"
-      ]
+        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_eval_sample.jsonl {BUCKET_URI}/peft_eval_sample.jsonl\n",        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_train_sample.jsonl {BUCKET_URI}/peft_train_sample.jsonl"      ]
     },
     {
       "cell_type": "code",
@@ -662,8 +659,7 @@
         "# Delete bucket\n",
         "delete_bucket = True\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/pipelines/google_cloud_pipeline_components_automl_images.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_images.ipynb
index ecf72bdc8..a1e3bc8f4 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_images.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_images.ipynb
@@ -330,8 +330,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l {LOCATION} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -403,10 +402,9 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectCreator $BUCKET_URI\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.\n! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
         "\n",
-        "! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectViewer $BUCKET_URI"
-      ]
+        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {
       "cell_type": "markdown",
@@ -707,8 +705,7 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
index 88a5ea398..245dc5336 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
@@ -325,8 +325,7 @@
       },
       "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",
@@ -399,10 +398,10 @@
       },
       "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.
+        "! 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",
@@ -492,8 +491,7 @@
       "outputs": [],
       "source": [
         "TRAIN_FILE_NAME = \"california_housing_train.csv\"\n",
-        "! gsutil cp gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/california_housing/california_housing_train.csv {PIPELINE_ROOT}/data/\n",
-        "\n",
+        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/california_housing/california_housing_train.csv {PIPELINE_ROOT}/data/\n",        "\n",
         "gcs_csv_path = f\"{PIPELINE_ROOT}/data/{TRAIN_FILE_NAME}\"\n",
         "\n",
         "\n",
@@ -682,8 +680,7 @@
         "\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/prediction/get_started_with_raw_predict.ipynb b/notebooks/official/prediction/get_started_with_raw_predict.ipynb
index 5667ef3b2..2f53a5453 100644
--- a/notebooks/official/prediction/get_started_with_raw_predict.ipynb
+++ b/notebooks/official/prediction/get_started_with_raw_predict.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",
@@ -439,8 +438,7 @@
       "source": [
         "MODEL_DIR = BUCKET_URI + \"/model\"\n",
         "\n",
-        "! gsutil cp -r gs://cloud-samples-data/vertex-ai/google-cloud-aiplatform-ci-artifacts/models/penguins/estimator/ {MODEL_DIR}"
-      ]
+        "! gcloud storage cp --recursive gs://cloud-samples-data/vertex-ai/google-cloud-aiplatform-ci-artifacts/models/penguins/estimator/ {MODEL_DIR}"      ]
     },
     {
       "cell_type": "markdown",
@@ -681,8 +679,7 @@
         "        print(e)\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -rf {BUCKET_URI}"
-      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
     }
   ],
   "metadata": {

From 4eadf3fe35457377dadc1f87a77984dc3b6ad81a Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Wed, 10 Dec 2025 14:22:34 +0000
Subject: [PATCH 2/5] changes for 4297

---
 ...el_garden_huggingface_tei_deployment.ipynb | 15 ++++++++-------
 ...garden_mediapipe_text_classification.ipynb | 16 ++++++++++------
 ...ytorch_llama3_1_qwen3_deployment_tpu.ipynb | 13 ++++++++-----
 ...pytorch_sd_2_1_finetuning_dreambooth.ipynb | 13 ++++++++-----
 .../official/generative_ai/tune_peft.ipynb    | 19 ++++++++++++-------
 ...ud_pipeline_components_automl_images.ipynb | 11 +++++++----
 ...d_pipeline_components_automl_tabular.ipynb |  4 +---
 7 files changed, 54 insertions(+), 37 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
index 25d15a9dd..4730b8290 100644
--- a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
@@ -160,10 +160,11 @@
         "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",
-        # Note: The format of the full listing output is different. gcloud storage uses a title case for keys and will not display a field if its value is "None".
-        "    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",
@@ -187,9 +188,8 @@
         "\n",
         "\n",
         "# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\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.\n",
-        "# Note: gsutil iam ch does not support modifying IAM policies that contain conditions. gcloud storage commands do support conditions.\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",
@@ -507,7 +507,8 @@
         "\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_mediapipe_text_classification.ipynb b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
index 42ba35f53..87b006572 100644
--- a/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
+++ b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
@@ -157,9 +157,11 @@
         "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",
@@ -183,8 +185,8 @@
         "\n",
         "\n",
         "# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\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.\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",
@@ -442,7 +444,8 @@
         "\n",
         "# @markdown After finetuning, you can save the Tensorflow Lite model, try it out in the [Text Classification](https://mediapipe-studio.webapps.google.com/demo/text_classifier) demo in MediaPipe Studio or integrate it with your on-device application by following the [Text classification task guide](https://developers.google.com/mediapipe/solutions/text/text_classifier). The exported model contains the generates required model metadata, as well as a classification label file.\n",
         "\n",
-        "! gcloud storage cp $EXPORTED_MODEL_OUTPUT_FILE text_classification_model.tflite"      ]
+        "! gcloud storage cp $EXPORTED_MODEL_OUTPUT_FILE text_classification_model.tflite"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -467,7 +470,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",
+        "\n",
         "# Delete training data and jobs.\n",
         "if training_job.list(filter=f'display_name=\"{TRAINING_JOB_DISPLAY_NAME}\"'):\n",
         "    training_job.delete()"
diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
index 4a300f52d..c4a0a7627 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
@@ -171,9 +171,11 @@
         "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",
@@ -197,8 +199,8 @@
         "\n",
         "\n",
         "# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\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.\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\""
@@ -534,7 +536,8 @@
         "\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_finetuning_dreambooth.ipynb b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
index a412948c5..d1b68fb85 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
@@ -154,10 +154,11 @@
         "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",
-        # Note: The format of the full listing output is different. gcloud storage uses a title case for keys and will not display a field if its value is "None".
-        "    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",
@@ -181,7 +182,8 @@
         "\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",
@@ -529,7 +531,8 @@
         "\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/generative_ai/tune_peft.ipynb b/notebooks/official/generative_ai/tune_peft.ipynb
index 6817a4646..f7b467458 100644
--- a/notebooks/official/generative_ai/tune_peft.ipynb
+++ b/notebooks/official/generative_ai/tune_peft.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",
@@ -358,10 +359,11 @@
       },
       "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      ]
+        "\n",
+        "! 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\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -463,7 +465,9 @@
       "outputs": [],
       "source": [
         "# Download dataset\n",
-        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_eval_sample.jsonl {BUCKET_URI}/peft_eval_sample.jsonl\n",        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_train_sample.jsonl {BUCKET_URI}/peft_train_sample.jsonl"      ]
+        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_eval_sample.jsonl {BUCKET_URI}/peft_eval_sample.jsonl\n",
+        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-evaluation/peft_train_sample.jsonl {BUCKET_URI}/peft_train_sample.jsonl"
+      ]
     },
     {
       "cell_type": "code",
@@ -659,7 +663,8 @@
         "# Delete bucket\n",
         "delete_bucket = True\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/pipelines/google_cloud_pipeline_components_automl_images.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_images.ipynb
index a1e3bc8f4..32b118c40 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_images.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_images.ipynb
@@ -330,7 +330,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -402,9 +403,10 @@
       },
       "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",
+        "! 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.objectViewer"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -705,7 +707,8 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
index 245dc5336..6c67c3649 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
@@ -398,10 +398,8 @@
       },
       "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.
         "! 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.objectViewer\n"      ]
     },
     {
       "cell_type": "markdown",

From 79d489efcacbdafbe744ee8b0f0227bd19ebf943 Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Tue, 16 Dec 2025 09:35:54 +0000
Subject: [PATCH 3/5] Apply automated linter fixes

---
 .../model_garden_huggingface_tei_deployment.ipynb |  4 +++-
 ...del_garden_mediapipe_text_classification.ipynb | 12 +++++++++---
 ..._pytorch_deployed_model_reasoning_engine.ipynb |  3 ++-
 ...l_image_classification_online_prediction.ipynb | 15 ++++++++++-----
 notebooks/official/generative_ai/tune_peft.ipynb  |  1 -
 ...cloud_pipeline_components_automl_tabular.ipynb | 15 ++++++++++-----
 .../prediction/get_started_with_raw_predict.ipynb |  9 ++++++---
 7 files changed, 40 insertions(+), 19 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
index 4730b8290..251b84748 100644
--- a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
@@ -211,7 +211,9 @@
         "\n",
         "# @markdown Set Hugging Face model id and deployment configs.\n",
         "\n",
-        "HUGGING_FACE_MODEL_ID = \"Qwen/Qwen3-Embedding-8B\"  # @param {type: \"string\", isTemplate: true}\n",
+        "HUGGING_FACE_MODEL_ID = (\n",
+        "    \"Qwen/Qwen3-Embedding-8B\"  # @param {type: \"string\", isTemplate: true}\n",
+        ")\n",
         "\n",
         "# The pre-built serving docker images for TEI.\n",
         "TEI_DOCKER_URI = \"us-docker.pkg.dev/deeplearning-platform-release/vertex-model-garden/hf-tei.cu125.0-1.ubuntu2204.py310:model-garden.hf-tei-0-1-release_20251003.00_p0\"\n",
diff --git a/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
index 87b006572..a8025a4a4 100644
--- a/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
+++ b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
@@ -223,9 +223,13 @@
         "\n",
         "# @markdown The SST-2 dataset is stored as a TSV file. The only difference between the TSV and CSV formats is that TSV uses a tab `\\t` character as its delimiter and CSV uses a comma `,`.\n",
         "\n",
-        "training_data_path = \"gs://mediapipe-tasks/text_classifier/SST-2/train.tsv\"  # @param {type:\"string\"}\n",
+        "training_data_path = (\n",
+        "    \"gs://mediapipe-tasks/text_classifier/SST-2/train.tsv\"  # @param {type:\"string\"}\n",
+        ")\n",
         "\n",
-        "validation_data_path = \"gs://mediapipe-tasks/text_classifier/SST-2/dev.tsv\"  # @param {type:\"string\"}\n",
+        "validation_data_path = (\n",
+        "    \"gs://mediapipe-tasks/text_classifier/SST-2/dev.tsv\"  # @param {type:\"string\"}\n",
+        ")\n",
         "\n",
         "# The delimiter used in the dataset.\n",
         "delimiter = \"\\t\"  # @param {type:\"string\"}\n",
@@ -263,7 +267,9 @@
         "\n",
         "# @markdown To set the model architecture and other training parameters, adjust the below values:\n",
         "\n",
-        "model_architecture = \"average_word_embedding\"  # @param [\"average_word_embedding\", \"mobilebert\"]\n",
+        "model_architecture = (\n",
+        "    \"average_word_embedding\"  # @param [\"average_word_embedding\", \"mobilebert\"]\n",
+        ")\n",
         "\n",
         "# The learning rate to use for gradient descent-based\n",
         "# optimizers. Defaults to 3e-5 for the BERT-based classifier\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
index 06031ebb0..5b1f332c4 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
@@ -587,7 +587,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",
+        "\n",
         "delete_reasoning_engine = False  # @param {type:\"boolean\"}\n",
         "\n",
         "if delete_reasoning_engine:\n",
diff --git a/notebooks/official/automl/automl_image_classification_online_prediction.ipynb b/notebooks/official/automl/automl_image_classification_online_prediction.ipynb
index fe1e0e1a9..5aca9847c 100644
--- a/notebooks/official/automl/automl_image_classification_online_prediction.ipynb
+++ b/notebooks/official/automl/automl_image_classification_online_prediction.ipynb
@@ -280,7 +280,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$LOCATION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -386,10 +387,12 @@
         "else:\n",
         "    FILE = IMPORT_FILE\n",
         "\n",
-        "count = ! gcloud storage cat $FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $FILE | wc -l\n",
+        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gcloud storage cat $FILE | head"      ]
+        "! gcloud storage cat $FILE | head"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -594,7 +597,8 @@
       },
       "outputs": [],
       "source": [
-        "test_item = !gcloud storage cat $IMPORT_FILE | head -n1\n",        "if len(str(test_item[0]).split(\",\")) == 3:\n",
+        "test_item = !gcloud storage cat $IMPORT_FILE | head -n1\n",
+        "if len(str(test_item[0]).split(\",\")) == 3:\n",
         "    _, test_item, test_label = str(test_item[0]).split(\",\")\n",
         "else:\n",
         "    test_item, test_label = str(test_item[0]).split(\",\")\n",
@@ -714,7 +718,8 @@
         "# Delete Cloud Storage objects that were created\n",
         "delete_bucket = False  # Set True for deletion\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/generative_ai/tune_peft.ipynb b/notebooks/official/generative_ai/tune_peft.ipynb
index f7b467458..a4b03f5fb 100644
--- a/notebooks/official/generative_ai/tune_peft.ipynb
+++ b/notebooks/official/generative_ai/tune_peft.ipynb
@@ -359,7 +359,6 @@
       },
       "outputs": [],
       "source": [
-        "\n",
         "! 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\n"
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
index 6c67c3649..997346628 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_automl_tabular.ipynb
@@ -325,7 +325,8 @@
       },
       "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",
@@ -398,8 +399,10 @@
       },
       "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\n"      ]
+        "! 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\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -489,7 +492,8 @@
       "outputs": [],
       "source": [
         "TRAIN_FILE_NAME = \"california_housing_train.csv\"\n",
-        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/california_housing/california_housing_train.csv {PIPELINE_ROOT}/data/\n",        "\n",
+        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/california_housing/california_housing_train.csv {PIPELINE_ROOT}/data/\n",
+        "\n",
         "gcs_csv_path = f\"{PIPELINE_ROOT}/data/{TRAIN_FILE_NAME}\"\n",
         "\n",
         "\n",
@@ -678,7 +682,8 @@
         "\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/prediction/get_started_with_raw_predict.ipynb b/notebooks/official/prediction/get_started_with_raw_predict.ipynb
index 2f53a5453..141d46907 100644
--- a/notebooks/official/prediction/get_started_with_raw_predict.ipynb
+++ b/notebooks/official/prediction/get_started_with_raw_predict.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",
@@ -438,7 +439,8 @@
       "source": [
         "MODEL_DIR = BUCKET_URI + \"/model\"\n",
         "\n",
-        "! gcloud storage cp --recursive gs://cloud-samples-data/vertex-ai/google-cloud-aiplatform-ci-artifacts/models/penguins/estimator/ {MODEL_DIR}"      ]
+        "! gcloud storage cp --recursive gs://cloud-samples-data/vertex-ai/google-cloud-aiplatform-ci-artifacts/models/penguins/estimator/ {MODEL_DIR}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -679,7 +681,8 @@
         "        print(e)\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": {

From d3aaf6ff1650baf333ff13caa79e334b783e3cba Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Fri, 19 Dec 2025 16:36:38 +0000
Subject: [PATCH 4/5] removed changes from model_garden

---
 ...el_garden_huggingface_tei_deployment.ipynb | 12 +++++-----
 ...garden_mediapipe_text_classification.ipynb | 22 +++++++------------
 ...orch_deployed_model_reasoning_engine.ipynb |  3 +--
 ...ytorch_llama3_1_qwen3_deployment_tpu.ipynb |  8 +++----
 ...pytorch_sd_2_1_finetuning_dreambooth.ipynb |  8 +++----
 5 files changed, 22 insertions(+), 31 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
index 251b84748..6f9470169 100644
--- a/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
+++ b/notebooks/community/model_garden/model_garden_huggingface_tei_deployment.ipynb
@@ -160,10 +160,10 @@
         "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",
@@ -188,7 +188,7 @@
         "\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",
@@ -211,9 +211,7 @@
         "\n",
         "# @markdown Set Hugging Face model id and deployment configs.\n",
         "\n",
-        "HUGGING_FACE_MODEL_ID = (\n",
-        "    \"Qwen/Qwen3-Embedding-8B\"  # @param {type: \"string\", isTemplate: true}\n",
-        ")\n",
+        "HUGGING_FACE_MODEL_ID = \"Qwen/Qwen3-Embedding-8B\"  # @param {type: \"string\", isTemplate: true}\n",
         "\n",
         "# The pre-built serving docker images for TEI.\n",
         "TEI_DOCKER_URI = \"us-docker.pkg.dev/deeplearning-platform-release/vertex-model-garden/hf-tei.cu125.0-1.ubuntu2204.py310:model-garden.hf-tei-0-1-release_20251003.00_p0\"\n",
@@ -509,7 +507,7 @@
         "\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_mediapipe_text_classification.ipynb b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
index a8025a4a4..acbf3a066 100644
--- a/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
+++ b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
@@ -157,10 +157,10 @@
         "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 | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",
         "    bucket_region = shell_output[0].strip().lower()\n",
         "    if bucket_region != REGION:\n",
         "        raise ValueError(\n",
@@ -185,7 +185,7 @@
         "\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",
@@ -223,13 +223,9 @@
         "\n",
         "# @markdown The SST-2 dataset is stored as a TSV file. The only difference between the TSV and CSV formats is that TSV uses a tab `\\t` character as its delimiter and CSV uses a comma `,`.\n",
         "\n",
-        "training_data_path = (\n",
-        "    \"gs://mediapipe-tasks/text_classifier/SST-2/train.tsv\"  # @param {type:\"string\"}\n",
-        ")\n",
+        "training_data_path = \"gs://mediapipe-tasks/text_classifier/SST-2/train.tsv\"  # @param {type:\"string\"}\n",
         "\n",
-        "validation_data_path = (\n",
-        "    \"gs://mediapipe-tasks/text_classifier/SST-2/dev.tsv\"  # @param {type:\"string\"}\n",
-        ")\n",
+        "validation_data_path = \"gs://mediapipe-tasks/text_classifier/SST-2/dev.tsv\"  # @param {type:\"string\"}\n",
         "\n",
         "# The delimiter used in the dataset.\n",
         "delimiter = \"\\t\"  # @param {type:\"string\"}\n",
@@ -267,9 +263,7 @@
         "\n",
         "# @markdown To set the model architecture and other training parameters, adjust the below values:\n",
         "\n",
-        "model_architecture = (\n",
-        "    \"average_word_embedding\"  # @param [\"average_word_embedding\", \"mobilebert\"]\n",
-        ")\n",
+        "model_architecture = \"average_word_embedding\"  # @param [\"average_word_embedding\", \"mobilebert\"]\n",
         "\n",
         "# The learning rate to use for gradient descent-based\n",
         "# optimizers. Defaults to 3e-5 for the BERT-based classifier\n",
@@ -450,7 +444,7 @@
         "\n",
         "# @markdown After finetuning, you can save the Tensorflow Lite model, try it out in the [Text Classification](https://mediapipe-studio.webapps.google.com/demo/text_classifier) demo in MediaPipe Studio or integrate it with your on-device application by following the [Text classification task guide](https://developers.google.com/mediapipe/solutions/text/text_classifier). The exported model contains the generates required model metadata, as well as a classification label file.\n",
         "\n",
-        "! gcloud storage cp $EXPORTED_MODEL_OUTPUT_FILE text_classification_model.tflite"
+        "! gsutil cp $EXPORTED_MODEL_OUTPUT_FILE text_classification_model.tflite"
       ]
     },
     {
@@ -476,7 +470,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",
+        "    ! gsutil -m rm -r $BUCKET_NAME\n",
         "\n",
         "# Delete training data and jobs.\n",
         "if training_job.list(filter=f'display_name=\"{TRAINING_JOB_DISPLAY_NAME}\"'):\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
index 5b1f332c4..bfaa63eb2 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
@@ -93,7 +93,6 @@
     {
       "cell_type": "code",
       "execution_count": null,
-      "language": "python",
       "metadata": {
         "cellView": "form",
         "id": "YXFGIp1l-qtT"
@@ -587,7 +586,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME\n",
+        "    ! gsutil -m rm -r $BUCKET_NAME\n",
         "\n",
         "delete_reasoning_engine = False  # @param {type:\"boolean\"}\n",
         "\n",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
index c4a0a7627..b0ee54320 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_qwen3_deployment_tpu.ipynb
@@ -171,10 +171,10 @@
         "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",
@@ -199,7 +199,7 @@
         "\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",
@@ -536,7 +536,7 @@
         "\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_finetuning_dreambooth.ipynb b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
index d1b68fb85..eb37103ce 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_sd_2_1_finetuning_dreambooth.ipynb
@@ -154,10 +154,10 @@
         "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",
@@ -182,7 +182,7 @@
         "\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",
@@ -531,7 +531,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+        "    ! gsutil -m rm -r $BUCKET_NAME"
       ]
     }
   ],

From 0dcff2f9453d6803134063b10b991b2c3ccc4530 Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Fri, 19 Dec 2025 16:39:39 +0000
Subject: [PATCH 5/5] removed changes from model_garden

---
 .../model_garden_mediapipe_text_classification.ipynb            | 2 +-
 .../model_garden_pytorch_deployed_model_reasoning_engine.ipynb  | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
index acbf3a066..220bea22f 100644
--- a/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
+++ b/notebooks/community/model_garden/model_garden_mediapipe_text_classification.ipynb
@@ -160,7 +160,7 @@
         "    ! gsutil mb -l {REGION} {BUCKET_URI}\n",
         "else:\n",
         "    assert BUCKET_URI.startswith(\"gs://\"), \"BUCKET_URI must start with `gs://`.\"\n",
-        "    shell_output = ! gsutil ls -Lb | 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",
diff --git a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
index bfaa63eb2..2c1a235f0 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_deployed_model_reasoning_engine.ipynb
@@ -93,6 +93,7 @@
     {
       "cell_type": "code",
       "execution_count": null,
+      "language": "python",
       "metadata": {
         "cellView": "form",
         "id": "YXFGIp1l-qtT"