From 572ccb31361dd79c6366936dc73760b8ae1a3e05 Mon Sep 17 00:00:00 2001
From: Margubur Rahman <margubur@google.com>
Date: Fri, 17 Oct 2025 11:57:31 +0000
Subject: [PATCH 1/5] Migrate gsutil usage to gcloud storage

---
 ...d_with_vertex_ml_metadata_and_automl.ipynb | 15 ++++------
 .../stage6/get_started_with_fastapi.ipynb     | 15 ++++------
 ...ular_classification_model_evaluation.ipynb | 19 +++++-------
 ...el_garden_pytorch_qwen2_5_finetuning.ipynb | 16 ++++------
 ...nts_bqml_pipeline_demand_forecasting.ipynb | 30 +++++++------------
 .../sdk_custom_tabular_regression_batch.ipynb | 11 +++----
 ...g_for_custom_model_online_prediction.ipynb |  9 ++----
 ..._cloud_pipeline_components_bqml_text.ipynb | 23 +++++---------
 ...stom_batch_prediction_feature_filter.ipynb |  9 ++----
 .../vizier/get_started_vertex_vizier.ipynb    | 15 ++++------
 10 files changed, 57 insertions(+), 105 deletions(-)

diff --git a/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb b/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb
index 4ad30f66e..509b97b5d 100644
--- a/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb
+++ b/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb
@@ -463,8 +463,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -483,8 +482,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -685,12 +683,10 @@
       "source": [
         "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",
@@ -1468,8 +1464,7 @@
         "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/ml_ops/stage6/get_started_with_fastapi.ipynb b/notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb
index 5b0b85e01..7616bfb38 100644
--- a/notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb
+++ b/notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb
@@ -444,8 +444,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_URI"
-      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -464,8 +463,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -1027,8 +1025,7 @@
         "MODEL_DIR=$1\n",
         "\n",
         "mkdir -p ./serve/model/\n",
-        "gsutil cp -r ${MODEL_DIR} ./serve/model/ \n",
-        "\n",
+        "gcloud storage cp --recursive ${MODEL_DIR} ./serve/model/ \n",        "\n",
         "cat > ./serve/Dockerfile <<EOF\n",
         "FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7\n",
         "\n",
@@ -1156,8 +1153,7 @@
       },
       "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",
@@ -1450,8 +1446,7 @@
         "        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_evaluation/automl_tabular_classification_model_evaluation.ipynb b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
index f180b4c5b..286509988 100644
--- a/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
+++ b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
@@ -536,8 +536,7 @@
       },
       "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",
@@ -556,8 +555,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -626,10 +624,11 @@
       },
       "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.
+        "! 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"
-      ]
+        # 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",
@@ -1331,8 +1330,7 @@
       "outputs": [],
       "source": [
         "# Load the results\n",
-        "attributions = !gsutil cat $feat_attrs_gcs_uri\n",
-        "\n",
+        "attributions = !gcloud storage cat $feat_attrs_gcs_uri\n",        "\n",
         "# Print the results obtained\n",
         "attributions = json.loads(attributions[0])\n",
         "print(attributions)"
@@ -1411,8 +1409,7 @@
         "# Delete Cloud Storage objects\n",
         "delete_bucket = False\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gsutil -m rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
index 48d2a1fad..322ded215 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
@@ -184,11 +184,9 @@
         "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",
@@ -212,8 +210,7 @@
         "\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\""
@@ -361,9 +358,7 @@
         "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",
@@ -1031,8 +1026,7 @@
         "\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/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
index 84a3310f1..cc3af6c12 100644
--- a/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
+++ b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
@@ -533,8 +533,7 @@
       },
       "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",
@@ -553,8 +552,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_URI"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -623,10 +621,10 @@
       },
       "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",
@@ -760,8 +758,7 @@
         "PUBLIC_DATA_URI = \"gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/oracle_retail/orders.csv\"\n",
         "RAW_DATA_URI = f\"{BUCKET_URI}/{DATA_PATH}/raw/orders.csv\"\n",
         "\n",
-        "! gsutil -m cp -R $PUBLIC_DATA_URI $RAW_DATA_URI"
-      ]
+        "! gcloud storage cp --recursive $PUBLIC_DATA_URI $RAW_DATA_URI"      ]
     },
     {
       "cell_type": "markdown",
@@ -780,8 +777,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil cat {RAW_DATA_URI} | head"
-      ]
+        "! gcloud storage cat {RAW_DATA_URI} | head"      ]
     },
     {
       "cell_type": "code",
@@ -1377,14 +1373,11 @@
         "            + \"/evaluation_metrics\"\n",
         "        )\n",
         "        if tf.io.gfile.exists(EXECUTE_OUTPUT):\n",
-        "            ! gsutil cat $EXECUTE_OUTPUT\n",
-        "            return EXECUTE_OUTPUT\n",
+        "            ! gcloud storage cat $EXECUTE_OUTPUT\n",        "            return EXECUTE_OUTPUT\n",
         "        elif tf.io.gfile.exists(GCP_RESOURCES):\n",
-        "            ! gsutil cat $GCP_RESOURCES\n",
-        "            return GCP_RESOURCES\n",
+        "            ! gcloud storage cat $GCP_RESOURCES\n",        "            return GCP_RESOURCES\n",
         "        elif tf.io.gfile.exists(EVAL_METRICS):\n",
-        "            ! gsutil cat $EVAL_METRICS\n",
-        "            return EVAL_METRICS\n",
+        "            ! gcloud storage cat $EVAL_METRICS\n",        "            return EVAL_METRICS\n",
         "\n",
         "    return None\n",
         "\n",
@@ -1455,8 +1448,7 @@
         "# delete bucket\n",
         "delete_bucket = True\n",
         "if os.getenv(\"IS_TESTING\") or delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_URI\n",
-        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
         "\n",
         "# Remove local resorces\n",
         "! rm -rf {KFP_COMPONENTS_PATH}\n",
diff --git a/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb b/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb
index cf289301c..39a02762c 100644
--- a/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb
+++ b/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb
@@ -473,8 +473,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l $REGION $BUCKET_NAME"
-      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -493,8 +492,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al $BUCKET_NAME"
-      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
     },
     {
       "cell_type": "markdown",
@@ -919,8 +917,7 @@
         "! 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_boston.tar.gz"
-      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_boston.tar.gz"      ]
     },
     {
       "cell_type": "markdown",
@@ -1484,7 +1481,7 @@
         "        print(e)\n",
         "\n",
         "    if \"BUCKET_NAME\" in globals():\n",
-        "        ! gsutil rm -r $BUCKET_NAME"
+        "        ! gcloud storage rm --recursive $BUCKET_NAME"
       ]
     }
   ],
diff --git a/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb b/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
index d85d63546..cbc04a511 100644
--- a/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
+++ b/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
@@ -303,8 +303,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil mb -l {LOCATION} -p {PROJECT_ID} {BUCKET_URI}"
-      ]
+        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -655,8 +654,7 @@
         ")\n",
         "TRAINING_URI = f\"{BUCKET_URI}/model-monitoring/churn/churn_training.csv\"\n",
         "\n",
-        "! gsutil copy $PUBLIC_TRAINING_DATASET $TRAINING_URI\n",
-        "\n",
+        "# TODO: Command \"gsutil copy\" not found in migration guide. Manual review required.\n",        "\n",
         "TRAINING_DATASET = ml_monitoring.spec.MonitoringInput(\n",
         "    gcs_uri=TRAINING_URI, data_format=\"csv\"\n",
         ")"
@@ -1123,8 +1121,7 @@
         "FEATURE_ATTRIBUTION_BASELINE_DATASET = (\n",
         "    f\"{BUCKET_URI}/model-monitoring/churn/churn_no_ground_truth.jsonl\"\n",
         ")\n",
-        "! gsutil cp gs://cloud-samples-data/vertex-ai/model-monitoring/churn/churn_no_ground_truth.jsonl $FEATURE_ATTRIBUTION_BASELINE_DATASET"
-      ]
+        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-monitoring/churn/churn_no_ground_truth.jsonl $FEATURE_ATTRIBUTION_BASELINE_DATASET"      ]
     },
     {
       "cell_type": "code",
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
index a1445d14a..ef0f50e30 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
@@ -337,8 +337,7 @@
       },
       "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",
@@ -412,10 +411,10 @@
       },
       "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",
@@ -488,8 +487,7 @@
       },
       "outputs": [],
       "source": [
-        "!gsutil -m cp -R {DATA_PATH}/raw $BUCKET_URI/{DATA_PATH}/raw"
-      ]
+        "!gcloud storage cp --recursive {DATA_PATH}/raw $BUCKET_URI/{DATA_PATH}/raw"      ]
     },
     {
       "cell_type": "markdown",
@@ -929,11 +927,7 @@
       },
       "outputs": [],
       "source": [
-        "# !gsutil cp -R {SRC}/preprocess_pipeline.py {BUCKET_URI}/preprocess_pipeline.py\n",
-        "!gsutil cp -R {SRC} {BUCKET_URI}/{SRC}\n",
-        "!gsutil cp requirements.txt {BUCKET_URI}/requirements.txt\n",
-        "!gsutil cp setup.py {BUCKET_URI}/setup.py"
-      ]
+        "# !gcloud storage cp --recursive {SRC}/preprocess_pipeline.py {BUCKET_URI}/preprocess_pipeline.py\n",        "!gcloud storage cp --recursive {SRC} {BUCKET_URI}/{SRC}\n",        "!gcloud storage cp requirements.txt {BUCKET_URI}/requirements.txt\n",        "!gcloud storage cp setup.py {BUCKET_URI}/setup.py"      ]
     },
     {
       "cell_type": "markdown",
@@ -1478,8 +1472,7 @@
         "# Delete the Cloud Storage bucket\n",
         "delete_bucket = False  # Set True for deletion\n",
         "if delete_bucket:\n",
-        "    ! gsutil -m rm -r $BUCKET_URI\n",
-        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
         "# delete dataset\n",
         "delete_dataset = False  # Set True for deletion\n",
         "if delete_dataset:\n",
diff --git a/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb b/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb
index bce1c3f56..c980d8896 100644
--- a/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb
+++ b/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb
@@ -295,8 +295,7 @@
       },
       "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",
@@ -481,8 +480,7 @@
         "    json.dump(mean_and_std, outfile)\n",
         "\n",
         "# Save to the staging bucket\n",
-        "! gsutil cp {MEAN_AND_STD_JSON_FILE} {BUCKET_URI}"
-      ]
+        "! gcloud storage cp {MEAN_AND_STD_JSON_FILE} {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -1384,8 +1382,7 @@
         "model.delete()\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -r $BUCKET_URI\n",
-        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
         "# Delete the created BigQuery dataset\n",
         "! bq rm -r -f $PROJECT_ID:$DATASET_NAME"
       ]
diff --git a/notebooks/official/vizier/get_started_vertex_vizier.ipynb b/notebooks/official/vizier/get_started_vertex_vizier.ipynb
index a79b0d2fc..48451a5cd 100644
--- a/notebooks/official/vizier/get_started_vertex_vizier.ipynb
+++ b/notebooks/official/vizier/get_started_vertex_vizier.ipynb
@@ -324,8 +324,7 @@
       },
       "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",
@@ -344,8 +343,7 @@
       },
       "outputs": [],
       "source": [
-        "! gsutil ls -al {BUCKET_URI}"
-      ]
+        "! gcloud storage ls --all-versions --long {BUCKET_URI}"      ]
     },
     {
       "cell_type": "markdown",
@@ -741,8 +739,7 @@
         "! rm -f custom.tar custom.tar.gz\n",
         "! tar cvf custom.tar custom\n",
         "! gzip custom.tar\n",
-        "! gsutil cp custom.tar.gz $BUCKET_URI/trainer_boston.tar.gz"
-      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_URI/trainer_boston.tar.gz"      ]
     },
     {
       "cell_type": "markdown",
@@ -1283,8 +1280,7 @@
       "source": [
         "BEST_MODEL_DIR = MODEL_DIR + \"/\" + best[0] + \"/model\"\n",
         "\n",
-        "! gsutil ls {BEST_MODEL_DIR}"
-      ]
+        "! gcloud storage ls {BEST_MODEL_DIR}"      ]
     },
     {
       "cell_type": "markdown",
@@ -1525,8 +1521,7 @@
         "delete_bucket = False  # set True for deletion\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gsutil rm -r $BUCKET_URI"
-      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
     }
   ],
   "metadata": {

From a15b1f60b0f75b8a9029079ffc270cc8510604fd Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Thu, 11 Dec 2025 19:16:28 +0000
Subject: [PATCH 2/5] Manual Changes-Migrate gsutil usage to gcloud storage

---
 .../automl_tabular_classification_model_evaluation.ipynb      | 4 ++--
 ...pipeline_components_bqml_pipeline_demand_forecasting.ipynb | 2 +-
 .../model_monitoring_for_custom_model_online_prediction.ipynb | 2 +-
 .../google_cloud_pipeline_components_bqml_text.ipynb          | 4 ++--
 4 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
index 286509988..d81631af8 100644
--- a/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
+++ b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
@@ -624,10 +624,10 @@
       },
       "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.
+        
         "! 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/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
index cc3af6c12..cdb8a82a1 100644
--- a/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
+++ b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
@@ -621,7 +621,7 @@
       },
       "outputs": [],
       "source": [
-        "# Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
+        
         "! gcloud storage buckets add-iam-policy-binding {BUCKET_URI} --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
         "\n",
         "! gcloud storage buckets add-iam-policy-binding {BUCKET_URI} --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
diff --git a/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb b/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
index cbc04a511..4ab088d48 100644
--- a/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
+++ b/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
@@ -654,7 +654,7 @@
         ")\n",
         "TRAINING_URI = f\"{BUCKET_URI}/model-monitoring/churn/churn_training.csv\"\n",
         "\n",
-        "# TODO: Command \"gsutil copy\" not found in migration guide. Manual review required.\n",        "\n",
+        "! gcloud storage cp $PUBLIC_TRAINING_DATASET $TRAINING_URI",
         "TRAINING_DATASET = ml_monitoring.spec.MonitoringInput(\n",
         "    gcs_uri=TRAINING_URI, data_format=\"csv\"\n",
         ")"
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
index ef0f50e30..0368eedf5 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
@@ -411,9 +411,9 @@
       },
       "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"      ]
     },
     {

From e4e7d235d5cbdbed2b46f2aa2a0cc382bc16fe15 Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Sun, 14 Dec 2025 04:42:27 +0000
Subject: [PATCH 3/5] Changes for 4327

---
 .../automl_tabular_classification_model_evaluation.ipynb        | 2 --
 ...d_pipeline_components_bqml_pipeline_demand_forecasting.ipynb | 1 -
 .../pipelines/google_cloud_pipeline_components_bqml_text.ipynb  | 2 --
 3 files changed, 5 deletions(-)

diff --git a/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
index d81631af8..8dc162cff 100644
--- a/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
+++ b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
@@ -624,10 +624,8 @@
       },
       "outputs": [],
       "source": [
-        
         "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=\"serviceAccount:{SERVICE_ACCOUNT}\" --role=\"roles/storage.objectCreator\"\n",
         "\n",
-        
         "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"      ]
     },
     {
diff --git a/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
index cdb8a82a1..70546fda5 100644
--- a/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
+++ b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
@@ -621,7 +621,6 @@
       },
       "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/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
index 0368eedf5..1bdf42a7c 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
@@ -411,9 +411,7 @@
       },
       "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"      ]
     },
     {

From ce22c64f7528eaab2a28f06a23d65a07b09a74af Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Wed, 17 Dec 2025 11:45:26 +0000
Subject: [PATCH 4/5] fixing linting erro

---
 ...d_with_vertex_ml_metadata_and_automl.ipynb | 15 +++++---
 .../stage6/get_started_with_fastapi.ipynb     | 15 +++++---
 ...ular_classification_model_evaluation.ipynb | 15 +++++---
 ...el_garden_pytorch_qwen2_5_finetuning.ipynb | 16 ++++++---
 ...nts_bqml_pipeline_demand_forecasting.ipynb | 35 ++++++++++++-------
 .../sdk_custom_tabular_regression_batch.ipynb |  9 +++--
 ...g_for_custom_model_online_prediction.ipynb |  9 ++---
 ..._cloud_pipeline_components_bqml_text.ipynb | 21 +++++++----
 ...stom_batch_prediction_feature_filter.ipynb |  9 +++--
 .../vizier/get_started_vertex_vizier.ipynb    | 15 +++++---
 10 files changed, 106 insertions(+), 53 deletions(-)

diff --git a/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb b/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb
index 509b97b5d..148ff865b 100644
--- a/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb
+++ b/notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb
@@ -463,7 +463,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -482,7 +483,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -683,10 +685,12 @@
       "source": [
         "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",
@@ -1464,7 +1468,8 @@
         "delete_bucket = False\n",
         "\n",
         "if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb b/notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb
index 7616bfb38..7efa96d08 100644
--- a/notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb
+++ b/notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb
@@ -444,7 +444,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -463,7 +464,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1025,7 +1027,8 @@
         "MODEL_DIR=$1\n",
         "\n",
         "mkdir -p ./serve/model/\n",
-        "gcloud storage cp --recursive ${MODEL_DIR} ./serve/model/ \n",        "\n",
+        "gcloud storage cp --recursive ${MODEL_DIR} ./serve/model/ \n",
+        "\n",
         "cat > ./serve/Dockerfile <<EOF\n",
         "FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7\n",
         "\n",
@@ -1153,7 +1156,8 @@
       },
       "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",
@@ -1446,7 +1450,8 @@
         "        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_evaluation/automl_tabular_classification_model_evaluation.ipynb b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
index 8dc162cff..635b389a3 100644
--- a/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
+++ b/notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
@@ -536,7 +536,8 @@
       },
       "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",
@@ -555,7 +556,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -626,7 +628,8 @@
       "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.objectViewer"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1328,7 +1331,8 @@
       "outputs": [],
       "source": [
         "# Load the results\n",
-        "attributions = !gcloud storage cat $feat_attrs_gcs_uri\n",        "\n",
+        "attributions = !gcloud storage cat $feat_attrs_gcs_uri\n",
+        "\n",
         "# Print the results obtained\n",
         "attributions = json.loads(attributions[0])\n",
         "print(attributions)"
@@ -1407,7 +1411,8 @@
         "# Delete Cloud Storage objects\n",
         "delete_bucket = False\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/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
index 322ded215..998b77311 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
@@ -184,9 +184,11 @@
         "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",
@@ -210,7 +212,8 @@
         "\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\""
@@ -358,7 +361,9 @@
         "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",
@@ -1026,7 +1031,8 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+      ]
     }
   ],
   "metadata": {
diff --git a/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
index 70546fda5..11499b24d 100644
--- a/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
+++ b/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
@@ -533,7 +533,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"      ]
+        "! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -552,7 +553,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_URI"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -623,7 +625,8 @@
       "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.objectViewer"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -757,7 +760,8 @@
         "PUBLIC_DATA_URI = \"gs://cloud-samples-data/vertex-ai/pipeline-deployment/datasets/oracle_retail/orders.csv\"\n",
         "RAW_DATA_URI = f\"{BUCKET_URI}/{DATA_PATH}/raw/orders.csv\"\n",
         "\n",
-        "! gcloud storage cp --recursive $PUBLIC_DATA_URI $RAW_DATA_URI"      ]
+        "! gcloud storage cp --recursive $PUBLIC_DATA_URI $RAW_DATA_URI"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -776,7 +780,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage cat {RAW_DATA_URI} | head"      ]
+        "! gcloud storage cat {RAW_DATA_URI} | head"
+      ]
     },
     {
       "cell_type": "code",
@@ -1020,9 +1025,11 @@
         "    # Create the HTML artifact for the metrics\n",
         "    pretty_columns = list(\n",
         "        map(\n",
-        "            lambda h: get_column_names(h)\n",
-        "            if h != columns[0]\n",
-        "            else h.replace(\"_\", \" \").capitalize(),\n",
+        "            lambda h: (\n",
+        "                get_column_names(h)\n",
+        "                if h != columns[0]\n",
+        "                else h.replace(\"_\", \" \").capitalize()\n",
+        "            ),\n",
         "            columns,\n",
         "        )\n",
         "    )\n",
@@ -1372,11 +1379,14 @@
         "            + \"/evaluation_metrics\"\n",
         "        )\n",
         "        if tf.io.gfile.exists(EXECUTE_OUTPUT):\n",
-        "            ! gcloud storage cat $EXECUTE_OUTPUT\n",        "            return EXECUTE_OUTPUT\n",
+        "            ! gcloud storage cat $EXECUTE_OUTPUT\n",
+        "            return EXECUTE_OUTPUT\n",
         "        elif tf.io.gfile.exists(GCP_RESOURCES):\n",
-        "            ! gcloud storage cat $GCP_RESOURCES\n",        "            return GCP_RESOURCES\n",
+        "            ! gcloud storage cat $GCP_RESOURCES\n",
+        "            return GCP_RESOURCES\n",
         "        elif tf.io.gfile.exists(EVAL_METRICS):\n",
-        "            ! gcloud storage cat $EVAL_METRICS\n",        "            return EVAL_METRICS\n",
+        "            ! gcloud storage cat $EVAL_METRICS\n",
+        "            return EVAL_METRICS\n",
         "\n",
         "    return None\n",
         "\n",
@@ -1447,7 +1457,8 @@
         "# delete bucket\n",
         "delete_bucket = True\n",
         "if os.getenv(\"IS_TESTING\") or delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",
+        "\n",
         "\n",
         "# Remove local resorces\n",
         "! rm -rf {KFP_COMPONENTS_PATH}\n",
diff --git a/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb b/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb
index 39a02762c..1b22eb571 100644
--- a/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb
+++ b/notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb
@@ -473,7 +473,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location=$REGION $BUCKET_NAME"      ]
+        "! gcloud storage buckets create --location=$REGION $BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -492,7 +493,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long $BUCKET_NAME"      ]
+        "! gcloud storage ls --all-versions --long $BUCKET_NAME"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -917,7 +919,8 @@
         "! 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_boston.tar.gz"      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_NAME/trainer_boston.tar.gz"
+      ]
     },
     {
       "cell_type": "markdown",
diff --git a/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb b/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
index 4ab088d48..ca73459bd 100644
--- a/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
+++ b/notebooks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
@@ -303,7 +303,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"      ]
+        "! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -654,8 +655,7 @@
         ")\n",
         "TRAINING_URI = f\"{BUCKET_URI}/model-monitoring/churn/churn_training.csv\"\n",
         "\n",
-        "! gcloud storage cp $PUBLIC_TRAINING_DATASET $TRAINING_URI",
-        "TRAINING_DATASET = ml_monitoring.spec.MonitoringInput(\n",
+        "! gcloud storage cp $PUBLIC_TRAINING_DATASET $TRAINING_URITRAINING_DATASET = ml_monitoring.spec.MonitoringInput(\n",
         "    gcs_uri=TRAINING_URI, data_format=\"csv\"\n",
         ")"
       ]
@@ -1121,7 +1121,8 @@
         "FEATURE_ATTRIBUTION_BASELINE_DATASET = (\n",
         "    f\"{BUCKET_URI}/model-monitoring/churn/churn_no_ground_truth.jsonl\"\n",
         ")\n",
-        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-monitoring/churn/churn_no_ground_truth.jsonl $FEATURE_ATTRIBUTION_BASELINE_DATASET"      ]
+        "! gcloud storage cp gs://cloud-samples-data/vertex-ai/model-monitoring/churn/churn_no_ground_truth.jsonl $FEATURE_ATTRIBUTION_BASELINE_DATASET"
+      ]
     },
     {
       "cell_type": "code",
diff --git a/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
index 1bdf42a7c..63f5e324c 100644
--- a/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
+++ b/notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
@@ -337,7 +337,8 @@
       },
       "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",
@@ -411,8 +412,10 @@
       },
       "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",
@@ -485,7 +488,8 @@
       },
       "outputs": [],
       "source": [
-        "!gcloud storage cp --recursive {DATA_PATH}/raw $BUCKET_URI/{DATA_PATH}/raw"      ]
+        "!gcloud storage cp --recursive {DATA_PATH}/raw $BUCKET_URI/{DATA_PATH}/raw"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -925,7 +929,11 @@
       },
       "outputs": [],
       "source": [
-        "# !gcloud storage cp --recursive {SRC}/preprocess_pipeline.py {BUCKET_URI}/preprocess_pipeline.py\n",        "!gcloud storage cp --recursive {SRC} {BUCKET_URI}/{SRC}\n",        "!gcloud storage cp requirements.txt {BUCKET_URI}/requirements.txt\n",        "!gcloud storage cp setup.py {BUCKET_URI}/setup.py"      ]
+        "# !gcloud storage cp --recursive {SRC}/preprocess_pipeline.py {BUCKET_URI}/preprocess_pipeline.py\n",
+        "!gcloud storage cp --recursive {SRC} {BUCKET_URI}/{SRC}\n",
+        "!gcloud storage cp requirements.txt {BUCKET_URI}/requirements.txt\n",
+        "!gcloud storage cp setup.py {BUCKET_URI}/setup.py"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1470,7 +1478,8 @@
         "# Delete the Cloud Storage bucket\n",
         "delete_bucket = False  # Set True for deletion\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",
+        "\n",
         "# delete dataset\n",
         "delete_dataset = False  # Set True for deletion\n",
         "if delete_dataset:\n",
diff --git a/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb b/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb
index c980d8896..eb696f211 100644
--- a/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb
+++ b/notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb
@@ -295,7 +295,8 @@
       },
       "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",
@@ -480,7 +481,8 @@
         "    json.dump(mean_and_std, outfile)\n",
         "\n",
         "# Save to the staging bucket\n",
-        "! gcloud storage cp {MEAN_AND_STD_JSON_FILE} {BUCKET_URI}"      ]
+        "! gcloud storage cp {MEAN_AND_STD_JSON_FILE} {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1382,7 +1384,8 @@
         "model.delete()\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI\n",        "\n",
+        "    ! gcloud storage rm --recursive $BUCKET_URI\n",
+        "\n",
         "# Delete the created BigQuery dataset\n",
         "! bq rm -r -f $PROJECT_ID:$DATASET_NAME"
       ]
diff --git a/notebooks/official/vizier/get_started_vertex_vizier.ipynb b/notebooks/official/vizier/get_started_vertex_vizier.ipynb
index 48451a5cd..2307067af 100644
--- a/notebooks/official/vizier/get_started_vertex_vizier.ipynb
+++ b/notebooks/official/vizier/get_started_vertex_vizier.ipynb
@@ -324,7 +324,8 @@
       },
       "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",
@@ -343,7 +344,8 @@
       },
       "outputs": [],
       "source": [
-        "! gcloud storage ls --all-versions --long {BUCKET_URI}"      ]
+        "! gcloud storage ls --all-versions --long {BUCKET_URI}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -739,7 +741,8 @@
         "! 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_URI/trainer_boston.tar.gz"      ]
+        "! gcloud storage cp custom.tar.gz $BUCKET_URI/trainer_boston.tar.gz"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1280,7 +1283,8 @@
       "source": [
         "BEST_MODEL_DIR = MODEL_DIR + \"/\" + best[0] + \"/model\"\n",
         "\n",
-        "! gcloud storage ls {BEST_MODEL_DIR}"      ]
+        "! gcloud storage ls {BEST_MODEL_DIR}"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -1521,7 +1525,8 @@
         "delete_bucket = False  # set True for deletion\n",
         "\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_URI"      ]
+        "    ! gcloud storage rm --recursive $BUCKET_URI"
+      ]
     }
   ],
   "metadata": {

From 4477766748e6cdf091f66e3f2af8affb449a821c Mon Sep 17 00:00:00 2001
From: bhandarivijay <bhandarivijay@google.com>
Date: Mon, 22 Dec 2025 17:36:41 +0000
Subject: [PATCH 5/5] removed changes of model garden

---
 .../model_garden_pytorch_qwen2_5_finetuning.ipynb    | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb b/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
index 998b77311..48d2a1fad 100644
--- a/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
+++ b/notebooks/community/model_garden/model_garden_pytorch_qwen2_5_finetuning.ipynb
@@ -184,10 +184,10 @@
         "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",
@@ -212,7 +212,7 @@
         "\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",
@@ -361,8 +361,8 @@
         "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",
@@ -1031,7 +1031,7 @@
         "\n",
         "delete_bucket = False  # @param {type:\"boolean\"}\n",
         "if delete_bucket:\n",
-        "    ! gcloud storage rm --recursive $BUCKET_NAME"
+        "    ! gsutil -m rm -r $BUCKET_NAME"
       ]
     }
   ],