From b278de947c411850307e51e95488f7fd5fb5be59 Mon Sep 17 00:00:00 2001
From: Margubur Rahman <margubur@google.com>
Date: Fri, 17 Oct 2025 13:20:00 +0000
Subject: [PATCH 1/6] Migrate gsutil usage to gcloud storage

---
 .../vertex_ai_model_experimentation.ipynb     | 17 +++++-----
 ... Training Prebuilt Container SKLearn.ipynb | 12 +++----
 .../ml_ops/stage1/mlops_data_management.ipynb | 26 +++++-----------
 .../stage6/get_started_with_tf_serving.ipynb  | 15 +++------
 ...l_garden_pytorch_llama3_1_finetuning.ipynb | 17 ++++------
 .../SDK_Custom_Preprocess.ipynb               | 13 +++-----
 .../SDK_Triton_PyTorch_Local_Prediction.ipynb | 13 +++-----
 ...k_custom_image_classification_online.ipynb | 12 +++----
 ...mage_classification_online_tfserving.ipynb | 12 +++----
 ...-image-object-detection-batch-online.ipynb | 31 ++++++-------------
 10 files changed, 55 insertions(+), 113 deletions(-)

diff --git a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
index c4e71b6f4..2db00278e 100644
--- a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
+++ b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
@@ -537,8 +537,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -557,8 +556,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -627,10 +625,10 @@
       },
       "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",
@@ -1736,8 +1734,7 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gsutil rm -rf {BUCKET_URI}"
-      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb b/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb
index f49bfd55f..65f8e5837 100644
--- a/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb	
+++ b/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb	
@@ -312,8 +312,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION gs://$BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location $REGION gs://$BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -332,8 +331,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al gs://$BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long gs://$BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -668,8 +666,7 @@
         "! rm -f custom.tar custom.tar.gz\n",
         "! tar cvf custom.tar custom\n",
         "! gzip custom.tar\n",
-        "! gsutil cp custom.tar.gz gs://$BUCKET_NAME/census.tar.gz"
-      ]
+        "! gcloud storage cp custom.tar.gz gs://$BUCKET_NAME/census.tar.gz"      ]
     },
     {
       "cell_type": "markdown",
@@ -1923,8 +1920,7 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and \"BUCKET_NAME\" in globals():\n",
-        "    ! gsutil rm -r gs://$BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive gs://$BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb b/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb
index f3b38ee64..203304aea 100644
--- a/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb
+++ b/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb
@@ -465,8 +465,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -485,8 +484,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -1093,8 +1091,7 @@
         ") as f:\n",
         "    json.dump(metadata, f)\n",
         "\n",
-        "! gsutil cat $BUCKET_URI/metadata.jsonl"
-      ]
+        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"      ]
     },
     {
       "cell_type": "markdown",
@@ -1178,8 +1175,7 @@
         ") as f:\n",
         "    json.dump(metadata, f)\n",
         "\n",
-        "! gsutil cat $BUCKET_URI/metadata.jsonl"
-      ]
+        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"      ]
     },
     {
       "cell_type": "markdown",
@@ -1527,13 +1523,7 @@
         "run_pipeline(args)\n",
         "print(\"Data preprocessing completed.\")\n",
         "\n",
-        "! gsutil ls $TRANSFORMED_DATA_PREFIX/train\n",
-        "! gsutil ls $TRANSFORMED_DATA_PREFIX/val\n",
-        "! gsutil ls $TRANSFORMED_DATA_PREFIX/test\n",
-        "! gsutil ls $TRANSFORM_ARTIFACTS_DIR\n",
-        "! gsutil ls {EXPORTED_JSONL_PREFIX}*\n",
-        "! gsutil ls $EXPORTED_TFREC_PREFIX"
-      ]
+        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/train\n",        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/val\n",        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/test\n",        "! gcloud storage ls $TRANSFORM_ARTIFACTS_DIR\n",        "! gcloud storage ls {EXPORTED_JSONL_PREFIX}*\n",        "! gcloud storage ls $EXPORTED_TFREC_PREFIX"      ]
     },
     {
       "cell_type": "markdown",
@@ -1588,8 +1578,7 @@
         ") as f:\n",
         "    json.dump(metadata, f)\n",
         "\n",
-        "! gsutil cat $BUCKET_URI/metadata.jsonl"
-      ]
+        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"      ]
     },
     {
       "cell_type": "markdown",
@@ -1626,8 +1615,7 @@
         "        print(e)\n",
         "\n",
         "    if \"BUCKET_URI\" in globals():\n",
-        "        ! gsutil rm -r $BUCKET_URI"
-      ]
+        "        ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb b/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb
index 9cf8562f3..910d3e2c7 100644
--- a/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb
+++ b/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb
@@ -446,8 +446,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_URI"
-      ]
+"! gcloud storage buckets create --location $REGION $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -466,8 +465,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -1098,8 +1096,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil cp gs://cloud-ml-data/img/flower_photos/daisy/100080576_f52e8ee070_n.jpg test.jpg"
-      ]
+        "! gcloud storage cp gs://cloud-ml-data/img/flower_photos/daisy/100080576_f52e8ee070_n.jpg test.jpg"      ]
     },
     {
       "cell_type": "code",
@@ -1296,8 +1293,7 @@
         "    f.write(\"\\n\")\n",
         "    json.dump(instances[0], f)\n",
         "\n",
-        "! gsutil cp test.jsonl {BUCKET_URI}/test.jsonl"
-      ]
+        "! gcloud storage cp test.jsonl {BUCKET_URI}/test.jsonl"      ]
     },
     {
       "cell_type": "markdown",
@@ -1459,8 +1455,7 @@
         "        print(e)\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gsutil rm -rf {BUCKET_URI}"
-      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
index c8e399a70..ccffcea36 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
@@ -185,11 +185,9 @@
         "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",
@@ -213,8 +211,8 @@
         "\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\""
@@ -395,9 +393,7 @@
         "if dataset_validation_util.is_gcs_path(pretrained_model_id):\n",
         "    # Download tokenizer.\n",
         "    ! mkdir tokenizer\n",
-        "    ! gsutil cp {pretrained_model_id}/tokenizer.json ./tokenizer\n",
-        "    ! gsutil cp {pretrained_model_id}/config.json ./tokenizer\n",
-        "    tokenizer_path = \"./tokenizer\"\n",
+        "    ! gcloud storage cp {pretrained_model_id}/tokenizer.json ./tokenizer\n",        "    ! gcloud storage cp {pretrained_model_id}/config.json ./tokenizer\n",        "    tokenizer_path = \"./tokenizer\"\n",
         "    access_token = \"\"\n",
         "else:\n",
         "    tokenizer_path = pretrained_model_id\n",
@@ -1112,8 +1108,7 @@
         "\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/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb b/notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb
index a43c0b2cb..7d613dc61 100644
--- a/notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb
+++ b/notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb
@@ -496,8 +496,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -516,8 +515,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -687,9 +685,7 @@
       "outputs": [],
       "source": [
         "%cd ..\n",
-        "!gsutil cp {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",
-        "!gsutil ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"
-      ]
+        "!gcloud storage cp {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",        "!gcloud storage ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"      ]
     },
     {
       "cell_type": "markdown",
@@ -1809,8 +1805,7 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gsutil rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb b/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb
index c6b5c8dcc..25f0ed632 100644
--- a/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb
+++ b/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb
@@ -490,8 +490,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -510,8 +509,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -918,9 +916,7 @@
       },
       "outputs": [],
       "source": [
-        "!gsutil cp -r {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",
-        "!gsutil ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"
-      ]
+        "!gcloud storage cp --recursive {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",        "!gcloud storage ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"      ]
     },
     {
       "cell_type": "markdown",
@@ -1869,8 +1865,7 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gsutil rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/sdk/sdk_custom_image_classification_online.ipynb b/notebooks/community/sdk/sdk_custom_image_classification_online.ipynb
index 08283c2da..8248cde60 100644
--- a/notebooks/community/sdk/sdk_custom_image_classification_online.ipynb
+++ b/notebooks/community/sdk/sdk_custom_image_classification_online.ipynb
@@ -475,8 +475,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -495,8 +494,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -917,8 +915,7 @@
         "! rm -f custom.tar custom.tar.gz\n",
         "! tar cvf custom.tar custom\n",
         "! gzip custom.tar\n",
-        "! gsutil cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"
-      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"      ]
     },
     {
       "cell_type": "markdown",
@@ -1544,8 +1541,7 @@
         "        print(e)\n",
         "\n",
         "    if \"BUCKET_NAME\" in globals():\n",
-        "        ! gsutil rm -r $BUCKET_NAME"
-      ]
+        "        ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb b/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb
index 0cb244393..a7209a78a 100644
--- a/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb
+++ b/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb
@@ -475,8 +475,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -495,8 +494,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -944,8 +942,7 @@
         "! rm -f custom.tar custom.tar.gz\n",
         "! tar cvf custom.tar custom\n",
         "! gzip custom.tar\n",
-        "! gsutil cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"
-      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"      ]
     },
     {
       "cell_type": "markdown",
@@ -1535,8 +1532,7 @@
         "        print(e)\n",
         "\n",
         "    if \"BUCKET_NAME\" in globals():\n",
-        "        ! gsutil rm -r $BUCKET_NAME"
-      ]
+        "        ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb b/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb
index 2925d76c8..42f2cef48 100644
--- a/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb
+++ b/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb
@@ -287,8 +287,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l {LOCATION} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -392,10 +391,8 @@
         "    + \"/\"\n",
         ")\n",
         "\n",
-        "# Copy images using gsutil commands directly\n",
-        "for src, dest in zip(df.iloc[:, 0], df[\"destination_path\"]):\n",
-        "    ! gsutil -m cp {src} {dest}\n",
-        "\n",
+        "# Copy images using gcloud storage commands directly\n",        "for src, dest in zip(df.iloc[:, 0], df[\"destination_path\"]):\n",
+        "    ! gcloud storage cp {src} {dest}\n",        "\n",
         "print(f\"Files copied to {BUCKET_URI}\")"
       ]
     },
@@ -475,12 +472,10 @@
         "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",
@@ -832,8 +827,7 @@
       },
       "outputs": [],
       "source": [
-        "test_items = !gsutil cat $IMPORT_FILE | head -n2\n",
-        "cols_1 = str(test_items[0]).split(\",\")\n",
+        "test_items = !gcloud storage cat $IMPORT_FILE | head -n2\n",        "cols_1 = str(test_items[0]).split(\",\")\n",
         "cols_2 = str(test_items[1]).split(\",\")\n",
         "if len(cols_1) == 11:\n",
         "    test_item_1 = str(cols_1[1])\n",
@@ -872,9 +866,7 @@
         "file_1 = test_item_1.split(\"/\")[-1]\n",
         "file_2 = test_item_2.split(\"/\")[-1]\n",
         "\n",
-        "! gsutil cp $test_item_1 $BUCKET_URI/$file_1\n",
-        "! gsutil cp $test_item_2 $BUCKET_URI/$file_2\n",
-        "\n",
+        "! gcloud storage cp $test_item_1 $BUCKET_URI/$file_1\n",        "! gcloud storage cp $test_item_2 $BUCKET_URI/$file_2\n",        "\n",
         "test_item_1 = BUCKET_URI + \"/\" + file_1\n",
         "test_item_2 = BUCKET_URI + \"/\" + file_2"
       ]
@@ -917,8 +909,7 @@
         "    f.write(json.dumps(data) + \"\\n\")\n",
         "\n",
         "print(gcs_input_uri)\n",
-        "! gsutil cat $gcs_input_uri"
-      ]
+        "! gcloud storage cat $gcs_input_uri"      ]
     },
     {
       "cell_type": "markdown",
@@ -1174,8 +1165,7 @@
       },
       "outputs": [],
       "source": [
-        "test_items = !gsutil cat $IMPORT_FILE | head -n1\n",
-        "cols = str(test_items[0]).split(\",\")\n",
+        "test_items = !gcloud storage cat $IMPORT_FILE | head -n1\n",        "cols = str(test_items[0]).split(\",\")\n",
         "if len(cols) == 11:\n",
         "    test_item = str(cols[1])\n",
         "    test_label = str(cols[2])\n",
@@ -1313,8 +1303,7 @@
         "# 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": {

From f28476e152a3bcd16dbabfcfbbc3378a8acb7a7c Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Fri, 12 Dec 2025 03:47:19 +0000
Subject: [PATCH 2/6] Manual Changes

---
 .../experiments/vertex_ai_model_experimentation.ipynb         | 4 ++--
 .../model_garden_pytorch_llama3_1_finetuning.ipynb            | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
index 2db00278e..193bce020 100644
--- a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
+++ b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
@@ -625,9 +625,9 @@
       },
       "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/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
index ccffcea36..9b7604a23 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
@@ -211,7 +211,7 @@
         "\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 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",

From 5cf02d37852ccfc973ce429d75840862790e6bad Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Fri, 12 Dec 2025 07:36:11 +0000
Subject: [PATCH 3/6] Removed blank line and spaces Manual Changes

---
 .../community/experiments/vertex_ai_model_experimentation.ipynb | 2 --
 .../model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb | 1 -
 2 files changed, 3 deletions(-)

diff --git a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
index 193bce020..c5d8895a8 100644
--- a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
+++ b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
@@ -625,9 +625,7 @@
       },
       "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"      ]
     },
     {
diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
index 9b7604a23..3fc815e89 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
@@ -211,7 +211,6 @@
         "\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 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",

From 14a5c9b48c666a0bf5953520ee27140709d197c0 Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Wed, 17 Dec 2025 15:35:41 +0000
Subject: [PATCH 4/6] fix the Linter issue for 4330

---
 .../vertex_ai_model_experimentation.ipynb     | 15 ++++++---
 ... Training Prebuilt Container SKLearn.ipynb | 12 ++++---
 .../ml_ops/stage1/mlops_data_management.ipynb | 26 +++++++++++-----
 .../stage6/get_started_with_tf_serving.ipynb  | 15 ++++++---
 ...l_garden_pytorch_llama3_1_finetuning.ipynb | 24 +++++++++-----
 .../SDK_Custom_Preprocess.ipynb               | 13 +++++---
 .../SDK_Triton_PyTorch_Local_Prediction.ipynb | 13 +++++---
 ...k_custom_image_classification_online.ipynb | 12 ++++---
 ...mage_classification_online_tfserving.ipynb | 12 ++++---
 ...-image-object-detection-batch-online.ipynb | 31 +++++++++++++------
 10 files changed, 119 insertions(+), 54 deletions(-)

diff --git a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
index c5d8895a8..f8b13f2ae 100644
--- a/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
+++ b/notebooks/community/experiments/vertex_ai_model_experimentation.ipynb
@@ -537,7 +537,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -556,7 +557,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -625,8 +627,10 @@
       },
       "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",
@@ -1732,7 +1736,8 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb b/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb
index 65f8e5837..9ccba7176 100644
--- a/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb	
+++ b/notebooks/community/migration/UJ10 legacy Custom Training Prebuilt Container SKLearn.ipynb	
@@ -312,7 +312,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $REGION gs://$BUCKET_NAME"      ]
+        "! gcloud storage buckets create --location $REGION gs://$BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -331,7 +332,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long gs://$BUCKET_NAME"      ]
+        "! gcloud storage ls --all-versions --long gs://$BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -666,7 +668,8 @@
         "! rm -f custom.tar custom.tar.gz\n",
         "! tar cvf custom.tar custom\n",
         "! gzip custom.tar\n",
-        "! gcloud storage cp custom.tar.gz gs://$BUCKET_NAME/census.tar.gz"      ]
+        "! gcloud storage cp custom.tar.gz gs://$BUCKET_NAME/census.tar.gz"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1920,7 +1923,8 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and \"BUCKET_NAME\" in globals():\n",
-        "    ! gcloud storage rm --recursive gs://$BUCKET_NAME"      ]
+        "    ! gcloud storage rm --recursive gs://$BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb b/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb
index 203304aea..ff8465bf7 100644
--- a/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb
+++ b/notebooks/community/ml_ops/stage1/mlops_data_management.ipynb
@@ -465,7 +465,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $REGION $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -484,7 +485,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1091,7 +1093,8 @@
         ") as f:\n",
         "    json.dump(metadata, f)\n",
         "\n",
-        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"      ]
+        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1175,7 +1178,8 @@
         ") as f:\n",
         "    json.dump(metadata, f)\n",
         "\n",
-        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"      ]
+        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1523,7 +1527,13 @@
         "run_pipeline(args)\n",
         "print(\"Data preprocessing completed.\")\n",
         "\n",
-        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/train\n",        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/val\n",        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/test\n",        "! gcloud storage ls $TRANSFORM_ARTIFACTS_DIR\n",        "! gcloud storage ls {EXPORTED_JSONL_PREFIX}*\n",        "! gcloud storage ls $EXPORTED_TFREC_PREFIX"      ]
+        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/train\n",
+        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/val\n",
+        "! gcloud storage ls $TRANSFORMED_DATA_PREFIX/test\n",
+        "! gcloud storage ls $TRANSFORM_ARTIFACTS_DIR\n",
+        "! gcloud storage ls {EXPORTED_JSONL_PREFIX}*\n",
+        "! gcloud storage ls $EXPORTED_TFREC_PREFIX"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1578,7 +1588,8 @@
         ") as f:\n",
         "    json.dump(metadata, f)\n",
         "\n",
-        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"      ]
+        "! gcloud storage cat $BUCKET_URI/metadata.jsonl"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1615,7 +1626,8 @@
         "        print(e)\n",
         "\n",
         "    if \"BUCKET_URI\" in globals():\n",
-        "        ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "        ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb b/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb
index 910d3e2c7..eef36b11f 100644
--- a/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb
+++ b/notebooks/community/ml_ops/stage6/get_started_with_tf_serving.ipynb
@@ -446,7 +446,8 @@
       },
       "outputs": [],
       "source": [
-"! gcloud storage buckets create --location $REGION $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -465,7 +466,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1096,7 +1098,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage cp gs://cloud-ml-data/img/flower_photos/daisy/100080576_f52e8ee070_n.jpg test.jpg"      ]
+        "! gcloud storage cp gs://cloud-ml-data/img/flower_photos/daisy/100080576_f52e8ee070_n.jpg test.jpg"
+      ]
     },
     {
       "cell_type": "code",
@@ -1293,7 +1296,8 @@
         "    f.write(\"\\n\")\n",
         "    json.dump(instances[0], f)\n",
         "\n",
-        "! gcloud storage cp test.jsonl {BUCKET_URI}/test.jsonl"      ]
+        "! gcloud storage cp test.jsonl {BUCKET_URI}/test.jsonl"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1455,7 +1459,8 @@
         "        print(e)\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"      ]
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
index 3fc815e89..319ab08a3 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
@@ -185,9 +185,11 @@
         "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",
@@ -211,7 +213,8 @@
         "\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\""
@@ -236,7 +239,9 @@
         "\n",
         "# @markdown **Only select and fill one of the following sections.**\n",
         "# It is recommended to use \"Google Cloud\" for 405B model since it can be downloaded faster.\n",
-        "LOAD_MODEL_FROM = \"Google Cloud\"  # @param [\"Hugging Face\", \"Google Cloud\"] {isTemplate:true}\n",
+        "LOAD_MODEL_FROM = (\n",
+        "    \"Google Cloud\"  # @param [\"Hugging Face\", \"Google Cloud\"] {isTemplate:true}\n",
+        ")\n",
         "\n",
         "# @markdown ---\n",
         "\n",
@@ -392,7 +397,9 @@
         "if dataset_validation_util.is_gcs_path(pretrained_model_id):\n",
         "    # Download tokenizer.\n",
         "    ! mkdir tokenizer\n",
-        "    ! gcloud storage cp {pretrained_model_id}/tokenizer.json ./tokenizer\n",        "    ! gcloud storage cp {pretrained_model_id}/config.json ./tokenizer\n",        "    tokenizer_path = \"./tokenizer\"\n",
+        "    ! gcloud storage cp {pretrained_model_id}/tokenizer.json ./tokenizer\n",
+        "    ! gcloud storage cp {pretrained_model_id}/config.json ./tokenizer\n",
+        "    tokenizer_path = \"./tokenizer\"\n",
         "    access_token = \"\"\n",
         "else:\n",
         "    tokenizer_path = pretrained_model_id\n",
@@ -444,7 +451,9 @@
         "# @markdown 1. If `max_steps > 0`, it takes precedence over `epochs`. One can set a small `max_steps` value to quickly check the pipeline.\n",
         "\n",
         "# @markdown Acceletor type to use for training.\n",
-        "training_accelerator_type = \"NVIDIA_A100_80GB\"  # @param [\"NVIDIA_A100_80GB\", \"NVIDIA_H100_80GB\"]\n",
+        "training_accelerator_type = (\n",
+        "    \"NVIDIA_A100_80GB\"  # @param [\"NVIDIA_A100_80GB\", \"NVIDIA_H100_80GB\"]\n",
+        ")\n",
         "\n",
         "# The pre-built training docker image.\n",
         "if training_accelerator_type == \"NVIDIA_A100_80GB\":\n",
@@ -1107,7 +1116,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb b/notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb
index 7d613dc61..c45975233 100644
--- a/notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb
+++ b/notebooks/community/prediction/custom_prediction_routines/SDK_Custom_Preprocess.ipynb
@@ -496,7 +496,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -515,7 +516,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -685,7 +687,9 @@
       "outputs": [],
       "source": [
         "%cd ..\n",
-        "!gcloud storage cp {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",        "!gcloud storage ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"      ]
+        "!gcloud storage cp {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",
+        "!gcloud storage ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1805,7 +1809,8 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb b/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb
index 25f0ed632..c3c85e994 100644
--- a/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb
+++ b/notebooks/community/prediction/custom_prediction_routines/SDK_Triton_PyTorch_Local_Prediction.ipynb
@@ -490,7 +490,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -509,7 +510,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -916,7 +918,9 @@
       },
       "outputs": [],
       "source": [
-        "!gcloud storage cp --recursive {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",        "!gcloud storage ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"      ]
+        "!gcloud storage cp --recursive {LOCAL_MODEL_ARTIFACTS_DIR}/* {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/\n",
+        "!gcloud storage ls {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1865,7 +1869,8 @@
         "delete_bucket = False\n",
         "\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/community/sdk/sdk_custom_image_classification_online.ipynb b/notebooks/community/sdk/sdk_custom_image_classification_online.ipynb
index 8248cde60..5b1cb98ea 100644
--- a/notebooks/community/sdk/sdk_custom_image_classification_online.ipynb
+++ b/notebooks/community/sdk/sdk_custom_image_classification_online.ipynb
@@ -475,7 +475,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location $REGION $BUCKET_NAME"      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -494,7 +495,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -915,7 +917,8 @@
         "! rm -f custom.tar custom.tar.gz\n",
         "! tar cvf custom.tar custom\n",
         "! gzip custom.tar\n",
-        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1541,7 +1544,8 @@
         "        print(e)\n",
         "\n",
         "    if \"BUCKET_NAME\" in globals():\n",
-        "        ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "        ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb b/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb
index a7209a78a..1c2ed6fd4 100644
--- a/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb
+++ b/notebooks/community/sdk/sdk_custom_image_classification_online_tfserving.ipynb
@@ -475,7 +475,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION $BUCKET_NAME"      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -494,7 +495,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -942,7 +944,8 @@
         "! rm -f custom.tar custom.tar.gz\n",
         "! tar cvf custom.tar custom\n",
         "! gzip custom.tar\n",
-        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_cifar10.tar.gz"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1532,7 +1535,8 @@
         "        print(e)\n",
         "\n",
         "    if \"BUCKET_NAME\" in globals():\n",
-        "        ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "        ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb b/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb
index 42f2cef48..1fbed93ab 100644
--- a/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb
+++ b/notebooks/official/migration/sdk-automl-image-object-detection-batch-online.ipynb
@@ -287,7 +287,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"      ]
+        "! gcloud storage buckets create --location={LOCATION} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -391,8 +392,10 @@
         "    + \"/\"\n",
         ")\n",
         "\n",
-        "# Copy images using gcloud storage commands directly\n",        "for src, dest in zip(df.iloc[:, 0], df[\"destination_path\"]):\n",
-        "    ! gcloud storage cp {src} {dest}\n",        "\n",
+        "# Copy images using gcloud storage commands directly\n",
+        "for src, dest in zip(df.iloc[:, 0], df[\"destination_path\"]):\n",
+        "    ! gcloud storage cp {src} {dest}\n",
+        "\n",
         "print(f\"Files copied to {BUCKET_URI}\")"
       ]
     },
@@ -472,10 +475,12 @@
         "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",
@@ -827,7 +832,8 @@
       },
       "outputs": [],
       "source": [
-        "test_items = !gcloud storage cat $IMPORT_FILE | head -n2\n",        "cols_1 = str(test_items[0]).split(\",\")\n",
+        "test_items = !gcloud storage cat $IMPORT_FILE | head -n2\n",
+        "cols_1 = str(test_items[0]).split(\",\")\n",
         "cols_2 = str(test_items[1]).split(\",\")\n",
         "if len(cols_1) == 11:\n",
         "    test_item_1 = str(cols_1[1])\n",
@@ -866,7 +872,9 @@
         "file_1 = test_item_1.split(\"/\")[-1]\n",
         "file_2 = test_item_2.split(\"/\")[-1]\n",
         "\n",
-        "! gcloud storage cp $test_item_1 $BUCKET_URI/$file_1\n",        "! gcloud storage cp $test_item_2 $BUCKET_URI/$file_2\n",        "\n",
+        "! gcloud storage cp $test_item_1 $BUCKET_URI/$file_1\n",
+        "! gcloud storage cp $test_item_2 $BUCKET_URI/$file_2\n",
+        "\n",
         "test_item_1 = BUCKET_URI + \"/\" + file_1\n",
         "test_item_2 = BUCKET_URI + \"/\" + file_2"
       ]
@@ -909,7 +917,8 @@
         "    f.write(json.dumps(data) + \"\\n\")\n",
         "\n",
         "print(gcs_input_uri)\n",
-        "! gcloud storage cat $gcs_input_uri"      ]
+        "! gcloud storage cat $gcs_input_uri"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1165,7 +1174,8 @@
       },
       "outputs": [],
       "source": [
-        "test_items = !gcloud storage cat $IMPORT_FILE | head -n1\n",        "cols = str(test_items[0]).split(\",\")\n",
+        "test_items = !gcloud storage cat $IMPORT_FILE | head -n1\n",
+        "cols = str(test_items[0]).split(\",\")\n",
         "if len(cols) == 11:\n",
         "    test_item = str(cols[1])\n",
         "    test_label = str(cols[2])\n",
@@ -1303,7 +1313,8 @@
         "# 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": {

From 4c28c66d4afb58699f64522d036b8aba95179b39 Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Mon, 22 Dec 2025 18:09:44 +0000
Subject: [PATCH 5/6] Changes for model garden

---
 .../model_garden_pytorch_llama3_1_finetuning.ipynb   | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
index 319ab08a3..ae6494a44 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
@@ -185,10 +185,10 @@
         "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 -b {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",
@@ -213,7 +213,7 @@
         "\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",
@@ -397,8 +397,8 @@
         "if dataset_validation_util.is_gcs_path(pretrained_model_id):\n",
         "    # Download tokenizer.\n",
         "    ! mkdir tokenizer\n",
-        "    ! gcloud storage cp {pretrained_model_id}/tokenizer.json ./tokenizer\n",
-        "    ! gcloud storage cp {pretrained_model_id}/config.json ./tokenizer\n",
+        "    ! gsutil cp {pretrained_model_id}/tokenizer.json ./tokenizer\n",
+        "    ! gsutil cp {pretrained_model_id}/config.json ./tokenizer\n",
         "    tokenizer_path = \"./tokenizer\"\n",
         "    access_token = \"\"\n",
         "else:\n",
@@ -1116,7 +1116,7 @@
         "\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 a5e773e0fbb28d1c82d6dd9c80619f3a2c4a7bcd Mon Sep 17 00:00:00 2001
From: gurusai-voleti <gvoleti@google.com>
Date: Tue, 23 Dec 2025 11:16:02 +0530
Subject: [PATCH 6/6] Update model_garden_pytorch_llama3_1_finetuning.ipynb

---
 .../model_garden_pytorch_llama3_1_finetuning.ipynb     | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
index ae6494a44..c8e399a70 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_llama3_1_finetuning.ipynb
@@ -188,7 +188,7 @@
         "    ! 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 -b {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",
@@ -239,9 +239,7 @@
         "\n",
         "# @markdown **Only select and fill one of the following sections.**\n",
         "# It is recommended to use \"Google Cloud\" for 405B model since it can be downloaded faster.\n",
-        "LOAD_MODEL_FROM = (\n",
-        "    \"Google Cloud\"  # @param [\"Hugging Face\", \"Google Cloud\"] {isTemplate:true}\n",
-        ")\n",
+        "LOAD_MODEL_FROM = \"Google Cloud\"  # @param [\"Hugging Face\", \"Google Cloud\"] {isTemplate:true}\n",
         "\n",
         "# @markdown ---\n",
         "\n",
@@ -451,9 +449,7 @@
         "# @markdown 1. If `max_steps > 0`, it takes precedence over `epochs`. One can set a small `max_steps` value to quickly check the pipeline.\n",
         "\n",
         "# @markdown Acceletor type to use for training.\n",
-        "training_accelerator_type = (\n",
-        "    \"NVIDIA_A100_80GB\"  # @param [\"NVIDIA_A100_80GB\", \"NVIDIA_H100_80GB\"]\n",
-        ")\n",
+        "training_accelerator_type = \"NVIDIA_A100_80GB\"  # @param [\"NVIDIA_A100_80GB\", \"NVIDIA_H100_80GB\"]\n",
         "\n",
         "# The pre-built training docker image.\n",
         "if training_accelerator_type == \"NVIDIA_A100_80GB\":\n",