From 8d22b221b4b49c5935e596ccd22fe67ec799b3fa Mon Sep 17 00:00:00 2001
From: Margubur Rahman <150442997+googlyrahman@users.noreply.github.com>
Date: Thu, 25 Dec 2025 21:09:31 +0530
Subject: [PATCH] Migrate gsutil usage to gcloud storage (#4337)

* Migrate gsutil usage to gcloud storage

* Manual Changes

* Manual Changes

* Manual Changes

* Manual Changes

* Revert "Manual Changes"

This reverts commit 3ef23f14565b125ce43a59770325af6817c3944b.

* Manaul Changes

* Changes for 4337

* Fix: Resolved linter errors and formatted notebooks

* Revert "Fix: Resolved linter errors and formatted notebooks"

This reverts commit 7534760fe11c4948c81604e312c33269a622c6ec.

* Revert "Changes for 4337"

This reverts commit f497568138c74847cebda7593f19aeb3f4203d19.

* Changes for 4337

* gcloud to gsutil migration

* removed changes for model garden

* Update model_garden_axolotl_qwen3_finetuning.ipynb

* Update model_garden_axolotl_qwen3_finetuning.ipynb

---------

Co-authored-by: bhandarivijay <bhandarivijay@google.com>
Co-authored-by: gurusai-voleti <gvoleti@google.com>
---
 ..._tabular_binary_classification_batch.ipynb | 30 +++++++------------
 ...tabular_classification_batch_explain.ipynb | 30 +++++++------------
 ...utoml_video_action_recognition_batch.ipynb | 30 +++++++------------
 ...se_automl_video_classification_batch.ipynb | 30 +++++++------------
 ...e_automl_video_object_tracking_batch.ipynb | 30 +++++++------------
 ...Training Prebuilt Container TF Keras.ipynb | 21 +++++--------
 ...h_model_monitoring_custom_tf_serving.ipynb | 15 ++++------
 .../bert_optimized_online_prediction.ipynb    | 15 ++++------
 ...n_custom_container_training_imagenet.ipynb | 12 +++-----
 9 files changed, 71 insertions(+), 142 deletions(-)

diff --git a/notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_batch.ipynb b/notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_batch.ipynb
index 0916cfe2b..c1036733e 100644
--- a/notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_batch.ipynb
+++ b/notebooks/community/gapic/automl/showcase_automl_tabular_binary_classification_batch.ipynb
@@ -421,8 +421,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -441,8 +440,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -809,14 +807,11 @@
       },
       "outputs": [],
       "source": [
-        "count = ! gsutil cat $IMPORT_FILE | wc -l\n",
-        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gsutil cat $IMPORT_FILE | head\n",
-        "\n",
-        "heading = ! gsutil cat $IMPORT_FILE | head -n1\n",
-        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
+        "! gcloud storage cat $IMPORT_FILE | head\n",        "\n",
+        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
         "print(\"Label Column Name\", label_column)\n",
         "if label_column is None:\n",
         "    raise Exception(\"label column missing\")"
@@ -1377,8 +1372,7 @@
         "    f.write(str(INSTANCE_2) + \"\\n\")\n",
         "\n",
         "print(gcs_input_uri)\n",
-        "! gsutil cat $gcs_input_uri"
-      ]
+        "! gcloud storage cat $gcs_input_uri"      ]
     },
     {
       "cell_type": "markdown",
@@ -1646,8 +1640,7 @@
       "source": [
         "def get_latest_predictions(gcs_out_dir):\n",
         "    \"\"\" Get the latest prediction subfolder using the timestamp in the subfolder name\"\"\"\n",
-        "    folders = !gsutil ls $gcs_out_dir\n",
-        "    latest = \"\"\n",
+        "    folders = !gcloud storage ls $gcs_out_dir\n",        "    latest = \"\"\n",
         "    for folder in folders:\n",
         "        subfolder = folder.split(\"/\")[-2]\n",
         "        if subfolder.startswith(\"prediction-\"):\n",
@@ -1664,10 +1657,8 @@
         "            raise Exception(\"Batch Job Failed\")\n",
         "    else:\n",
         "        folder = get_latest_predictions(predictions)\n",
-        "        ! gsutil ls $folder/prediction*.csv\n",
-        "\n",
-        "        ! gsutil cat $folder/prediction*.csv\n",
-        "        break\n",
+        "        ! gcloud storage ls $folder/prediction*.csv\n",        "\n",
+        "        ! gcloud storage cat $folder/prediction*.csv\n",        "        break\n",
         "    time.sleep(60)"
       ]
     },
@@ -1761,8 +1752,7 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and \"BUCKET_NAME\" in globals():\n",
-        "    ! gsutil rm -r $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/gapic/automl/showcase_automl_tabular_classification_batch_explain.ipynb b/notebooks/community/gapic/automl/showcase_automl_tabular_classification_batch_explain.ipynb
index c82f245d7..9e7311729 100644
--- a/notebooks/community/gapic/automl/showcase_automl_tabular_classification_batch_explain.ipynb
+++ b/notebooks/community/gapic/automl/showcase_automl_tabular_classification_batch_explain.ipynb
@@ -421,8 +421,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -441,8 +440,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -810,14 +808,11 @@
       },
       "outputs": [],
       "source": [
-        "count = ! gsutil cat $IMPORT_FILE | wc -l\n",
-        "print(\"Number of Examples\", int(count[0]))\n",
+        "count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",        "print(\"Number of Examples\", int(count[0]))\n",
         "\n",
         "print(\"First 10 rows\")\n",
-        "! gsutil cat $IMPORT_FILE | head\n",
-        "\n",
-        "heading = ! gsutil cat $IMPORT_FILE | head -n1\n",
-        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
+        "! gcloud storage cat $IMPORT_FILE | head\n",        "\n",
+        "heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",        "label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
         "print(\"Label Column Name\", label_column)\n",
         "if label_column is None:\n",
         "    raise Exception(\"label column missing\")"
@@ -1363,8 +1358,7 @@
         "    f.write(str(INSTANCE_2) + \"\\n\")\n",
         "\n",
         "print(gcs_input_uri)\n",
-        "! gsutil cat $gcs_input_uri"
-      ]
+        "! gcloud storage cat $gcs_input_uri"      ]
     },
     {
       "cell_type": "markdown",
@@ -1631,8 +1625,7 @@
       "source": [
         "def get_latest_predictions(gcs_out_dir):\n",
         "    \"\"\" Get the latest prediction subfolder using the timestamp in the subfolder name\"\"\"\n",
-        "    folders = !gsutil ls $gcs_out_dir\n",
-        "    latest = \"\"\n",
+        "    folders = !gcloud storage ls $gcs_out_dir\n",        "    latest = \"\"\n",
         "    for folder in folders:\n",
         "        subfolder = folder.split(\"/\")[-2]\n",
         "        if subfolder.startswith(\"prediction-\"):\n",
@@ -1649,10 +1642,8 @@
         "            raise Exception(\"Batch Job Failed\")\n",
         "    else:\n",
         "        folder = get_latest_predictions(predictions)\n",
-        "        ! gsutil ls $folder/explanation*.csv\n",
-        "\n",
-        "        ! gsutil cat $folder/explanation*.csv\n",
-        "        break\n",
+        "        ! gcloud storage ls $folder/explanation*.csv\n",        "\n",
+        "        ! gcloud storage cat $folder/explanation*.csv\n",        "        break\n",
         "    time.sleep(60)"
       ]
     },
@@ -1746,8 +1737,7 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and \"BUCKET_NAME\" in globals():\n",
-        "    ! gsutil rm -r $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/gapic/automl/showcase_automl_video_action_recognition_batch.ipynb b/notebooks/community/gapic/automl/showcase_automl_video_action_recognition_batch.ipynb
index 105558f05..95351fd79 100644
--- a/notebooks/community/gapic/automl/showcase_automl_video_action_recognition_batch.ipynb
+++ b/notebooks/community/gapic/automl/showcase_automl_video_action_recognition_batch.ipynb
@@ -420,8 +420,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -440,8 +439,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -888,12 +886,10 @@
         "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",
@@ -1310,8 +1306,7 @@
         "import json\n",
         "\n",
         "import_file = IMPORT_FILES[0]\n",
-        "test_items = ! gsutil cat $import_file | head -n2\n",
-        "\n",
+        "test_items = ! gcloud storage cat $import_file | head -n2\n",        "\n",
         "cols = str(test_items[0]).split(',')\n",
         "test_item_1 = str(cols[0])\n",
         "test_label_1 = str(cols[-1])\n",
@@ -1360,8 +1355,7 @@
         "    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",
@@ -1637,8 +1631,7 @@
       "source": [
         "def get_latest_predictions(gcs_out_dir):\n",
         "    ''' Get the latest prediction subfolder using the timestamp in the subfolder name'''\n",
-        "    folders = !gsutil ls $gcs_out_dir\n",
-        "    latest = \"\"\n",
+        "    folders = !gcloud storage ls $gcs_out_dir\n",        "    latest = \"\"\n",
         "    for folder in folders:\n",
         "        subfolder = folder.split('/')[-2]\n",
         "        if subfolder.startswith('prediction-'):\n",
@@ -1655,10 +1648,8 @@
         "            raise Exception(\"Batch Job Failed\")\n",
         "    else:\n",
         "        folder = get_latest_predictions(predictions)\n",
-        "        ! gsutil ls $folder/prediction*.jsonl\n",
-        "\n",
-        "        ! gsutil cat $folder/prediction*.jsonl\n",
-        "        break\n",
+        "        ! gcloud storage ls $folder/prediction*.jsonl\n",        "\n",
+        "        ! gcloud storage cat $folder/prediction*.jsonl\n",        "        break\n",
         "    time.sleep(60)"
       ]
     },
@@ -1752,8 +1743,7 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and 'BUCKET_NAME' in globals():\n",
-        "    ! gsutil rm -r $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/gapic/automl/showcase_automl_video_classification_batch.ipynb b/notebooks/community/gapic/automl/showcase_automl_video_classification_batch.ipynb
index 99cf3a921..41523a212 100644
--- a/notebooks/community/gapic/automl/showcase_automl_video_classification_batch.ipynb
+++ b/notebooks/community/gapic/automl/showcase_automl_video_classification_batch.ipynb
@@ -420,8 +420,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -440,8 +439,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -885,12 +883,10 @@
         "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",
@@ -1301,8 +1297,7 @@
       },
       "outputs": [],
       "source": [
-        "test_items = ! gsutil cat $IMPORT_FILE | head -n2\n",
-        "\n",
+        "test_items = ! gcloud storage cat $IMPORT_FILE | head -n2\n",        "\n",
         "if len(test_items[0]) == 5:\n",
         "    _, test_item_1, test_label_1, _, _ = str(test_items[0]).split(',')\n",
         "    _, test_item_2, test_label_2, _, _ = str(test_items[1]).split(',')\n",
@@ -1351,8 +1346,7 @@
         "    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",
@@ -1630,8 +1624,7 @@
       "source": [
         "def get_latest_predictions(gcs_out_dir):\n",
         "    ''' Get the latest prediction subfolder using the timestamp in the subfolder name'''\n",
-        "    folders = !gsutil ls $gcs_out_dir\n",
-        "    latest = \"\"\n",
+        "    folders = !gcloud storage ls $gcs_out_dir\n",        "    latest = \"\"\n",
         "    for folder in folders:\n",
         "        subfolder = folder.split('/')[-2]\n",
         "        if subfolder.startswith('prediction-'):\n",
@@ -1648,10 +1641,8 @@
         "            raise Exception(\"Batch Job Failed\")\n",
         "    else:\n",
         "        folder = get_latest_predictions(predictions)\n",
-        "        ! gsutil ls $folder/prediction*.jsonl\n",
-        "\n",
-        "        ! gsutil cat $folder/prediction*.jsonl\n",
-        "        break\n",
+        "        ! gcloud storage ls $folder/prediction*.jsonl\n",        "\n",
+        "! gcloud storage cat $folder/prediction*.jsonl\n",        "        break\n",
         "    time.sleep(60)"
       ]
     },
@@ -1745,8 +1736,7 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and 'BUCKET_NAME' in globals():\n",
-        "    ! gsutil rm -r $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/gapic/automl/showcase_automl_video_object_tracking_batch.ipynb b/notebooks/community/gapic/automl/showcase_automl_video_object_tracking_batch.ipynb
index b357ff76e..929d189d9 100644
--- a/notebooks/community/gapic/automl/showcase_automl_video_object_tracking_batch.ipynb
+++ b/notebooks/community/gapic/automl/showcase_automl_video_object_tracking_batch.ipynb
@@ -420,8 +420,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location $REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -440,8 +439,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -890,12 +888,10 @@
         "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",
@@ -1309,8 +1305,7 @@
       },
       "outputs": [],
       "source": [
-        "test_items = ! gsutil cat $IMPORT_FILE | head -n2\n",
-        "\n",
+        "test_items = ! gcloud storage cat $IMPORT_FILE | head -n2\n",        "\n",
         "cols_1 = test_items[0].split(',')\n",
         "cols_2 = test_items[1].split(',')\n",
         "if len(cols_1) > 12:\n",
@@ -1365,8 +1360,7 @@
         "    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",
@@ -1638,8 +1632,7 @@
       "source": [
         "def get_latest_predictions(gcs_out_dir):\n",
         "    ''' Get the latest prediction subfolder using the timestamp in the subfolder name'''\n",
-        "    folders = !gsutil ls $gcs_out_dir\n",
-        "    latest = \"\"\n",
+        "    folders = !gcloud storage ls $gcs_out_dir\n",        "    latest = \"\"\n",
         "    for folder in folders:\n",
         "        subfolder = folder.split('/')[-2]\n",
         "        if subfolder.startswith('prediction-'):\n",
@@ -1656,10 +1649,8 @@
         "            raise Exception(\"Batch Job Failed\")\n",
         "    else:\n",
         "        folder = get_latest_predictions(predictions)\n",
-        "        ! gsutil ls $folder/prediction*.jsonl\n",
-        "\n",
-        "        ! gsutil cat $folder/prediction*.jsonl\n",
-        "        break\n",
+        "        ! gcloud storage ls $folder/prediction*.jsonl\n",        "\n",
+        "        ! gcloud storage cat $folder/prediction*.jsonl\n",        "        break\n",
         "    time.sleep(60)"
       ]
     },
@@ -1753,8 +1744,7 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and 'BUCKET_NAME' in globals():\n",
-        "    ! gsutil rm -r $BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/migration/UJ2,12 legacy Custom Training Prebuilt Container TF Keras.ipynb b/notebooks/community/migration/UJ2,12 legacy Custom Training Prebuilt Container TF Keras.ipynb
index c1d395020..936430514 100644
--- a/notebooks/community/migration/UJ2,12 legacy Custom Training Prebuilt Container TF Keras.ipynb	
+++ b/notebooks/community/migration/UJ2,12 legacy Custom Training Prebuilt Container TF Keras.ipynb	
@@ -308,8 +308,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION gs://$BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -328,8 +327,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al gs://$BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long gs://$BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -586,8 +584,7 @@
         "! rm -f cifar.tar cifar.tar.gz\n",
         "! tar cvf cifar.tar cifar\n",
         "! gzip cifar.tar\n",
-        "! gsutil cp cifar.tar.gz gs://$BUCKET_NAME/trainer_cifar.tar.gz"
-      ]
+        "! gcloud storage cp cifar.tar.gz gs://$BUCKET_NAME/trainer_cifar.tar.gz"      ]
     },
     {
       "cell_type": "markdown",
@@ -1071,8 +1068,7 @@
         "        b64str = base64.b64encode(bytes.numpy()).decode(\"utf-8\")\n",
         "        f.write(json.dumps({\"key\": img, input_name: {\"b64\": b64str}}) + \"\\n\")\n",
         "\n",
-        "! gsutil cat $gcs_input_uri"
-      ]
+        "! gcloud storage cat $gcs_input_uri"      ]
     },
     {
       "cell_type": "markdown",
@@ -1361,10 +1357,8 @@
         "            break\n",
         "    else:\n",
         "        folder = response[\"predictionInput\"][\"outputPath\"][:-1]\n",
-        "        ! gsutil ls $folder/prediction*\n",
-        "\n",
-        "        ! gsutil cat $folder/prediction*\n",
-        "        break\n",
+        "        ! gcloud storage ls $folder/prediction*\n",        "\n",
+        "        ! gcloud storage cat $folder/prediction*\n",        "        break\n",
         "    time.sleep(60)"
       ]
     },
@@ -2046,8 +2040,7 @@
         "    print(e)\n",
         "\n",
         "if delete_bucket and \"BUCKET_NAME\" in globals():\n",
-        "    ! gsutil rm -r gs://$BUCKET_NAME"
-      ]
+        "    ! gcloud storage rm --recursive gs://$BUCKET_NAME"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_custom_tf_serving.ipynb b/notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_custom_tf_serving.ipynb
index c9e6679ac..182305ba9 100644
--- a/notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_custom_tf_serving.ipynb
+++ b/notebooks/community/ml_ops/stage7/get_started_with_model_monitoring_custom_tf_serving.ipynb
@@ -561,8 +561,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -581,8 +580,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -976,8 +974,7 @@
         "MODEL_ARTIFACT_URI = \"gs://mco-mm/churn\"\n",
         "MODEL_DIR = BUCKET_URI + \"/model/1\"\n",
         "\n",
-        "! gsutil cp -r $MODEL_ARTIFACT_URI $MODEL_DIR"
-      ]
+        "! gcloud storage cp --recursive $MODEL_ARTIFACT_URI $MODEL_DIR"      ]
     },
     {
       "cell_type": "markdown",
@@ -1361,8 +1358,7 @@
         "with open(\"schema.yaml\", \"w\") as f:\n",
         "    f.write(yaml)\n",
         "\n",
-        "! gsutil cp schema.yaml {BUCKET_URI}/schema.yaml"
-      ]
+        "! gcloud storage cp schema.yaml {BUCKET_URI}/schema.yaml"      ]
     },
     {
       "cell_type": "markdown",
@@ -1849,8 +1845,7 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gsutil rm -rf {BUCKET_URI}\n",
-        "\n",
+        "    ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}\n",        "\n",
         "! rm -f schema.yaml\n",
         "\n",
         "! bq rm -f {PROJECT_ID}.model_deployment_monitoring_{ENDPOINT_ID}"
diff --git a/notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/bert_optimized_online_prediction.ipynb b/notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/bert_optimized_online_prediction.ipynb
index 336add9c1..67599a179 100644
--- a/notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/bert_optimized_online_prediction.ipynb
+++ b/notebooks/community/vertex_endpoints/optimized_tensorflow_runtime/bert_optimized_online_prediction.ipynb
@@ -493,8 +493,7 @@
       },
       "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",
@@ -513,8 +512,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -1148,8 +1146,7 @@
       },
       "outputs": [],
       "source": [
-        "!gsutil rm -r $BUCKET_URI/*"
-      ]
+        "!gcloud storage rm --recursive $BUCKET_URI/*"      ]
     },
     {
       "cell_type": "code",
@@ -1159,8 +1156,7 @@
       },
       "outputs": [],
       "source": [
-        "!gsutil cp -r $LOCAL_DIRECTORY_FULL/* $BUCKET_URI"
-      ]
+        "!gcloud storage cp --recursive $LOCAL_DIRECTORY_FULL/* $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -2104,8 +2100,7 @@
         "# Set this to true only if you'd like to delete your bucket\n",
         "delete_bucket = False\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    !gsutil rm -r $BUCKET_URI"
-      ]
+        "    !gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/official/training/sdk_pytorch_torchrun_custom_container_training_imagenet.ipynb b/notebooks/official/training/sdk_pytorch_torchrun_custom_container_training_imagenet.ipynb
index 72a290e5f..88134e8ae 100644
--- a/notebooks/official/training/sdk_pytorch_torchrun_custom_container_training_imagenet.ipynb
+++ b/notebooks/official/training/sdk_pytorch_torchrun_custom_container_training_imagenet.ipynb
@@ -280,8 +280,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l {LOCATION} -p {PROJECT_ID} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -690,14 +689,12 @@
         "    HOST_IP=$(hostname -i)\n",
         "    echo \"HOST_IP=\"$HOST_IP\n",
         "    echo \"Writing host IP address to \"$gcsfilepath\n",
-        "    echo $HOST_IP| gsutil cp - $gcsfilepath\n",
-        "    setup_etcd $HOST_IP\n",
+        "    echo $HOST_IP| gcloud storage cp - $gcsfilepath\n",        "    setup_etcd $HOST_IP\n",
         "else\n",
         "    echo \"Wait 60s for the host server to come online\"\n",
         "    sleep 60\n",
         "    echo \"reading host IP address from \"$gcsfilepath\n",
-        "    HOST_IP=$(gsutil cat $gcsfilepath)\n",
-        "    echo \"HOST_IP=\"$HOST_IP\n",
+        "    HOST_IP=$(gcloud storage cat $gcsfilepath)\n",        "    echo \"HOST_IP=\"$HOST_IP\n",
         "fi\n",
         "\n",
         "env=\"env://\"\n",
@@ -1812,8 +1809,7 @@
         "# Delete Cloud Storage objects that were created\n",
         "delete_bucket = False\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {