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Merged
gericdong merged 12 commits into from
Dec 25, 2025
Merged

Migrate gsutil usage to gcloud storage #4326

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efef798
Migrate gsutil usage to gcloud storage
googlyrahman Oct 17, 2025
9c55a00
Manual Changes-Updated the cell by replacing 'gsutil copy' with the c…
bhandarivijay-png Dec 11, 2025
175eaa4
Manual Changes-Updated the cell by replacing 'gsutil copy' with the c…
bhandarivijay-png Dec 11, 2025
e9c36ef
Revert "Manual Changes-Updated the cell by replacing 'gsutil copy' wi…
bhandarivijay-png Dec 11, 2025
34ff32f
Manual Changes-Updated the cell by replacing 'gsutil copy' with the c…
bhandarivijay-png Dec 11, 2025
c98c07e
Changes for 4326
bhandarivijay-png Dec 14, 2025
0db52d5
Changes for 4326
bhandarivijay-png Dec 14, 2025
95e9d4c
Linter fix issue for 4326
bhandarivijay-png Dec 18, 2025
83a324d
Merge pull request #34 from bhandarivijay-png/ai-gsutil-migration-77d…
gurusai-voleti Dec 22, 2025
82ea116
removed model garden changes
bhandarivijay-png Dec 22, 2025
8e63f36
Merge pull request #92 from bhandarivijay-png/ai-gsutil-migration-77d…
gurusai-voleti Dec 22, 2025
a6a56da
Update model_garden_movinet_action_recognition.ipynb
gurusai-voleti Dec 22, 2025
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6 changes: 2 additions & 4 deletions notebooks/community/bigquery_ml/bqml-online-prediction.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -359,8 +359,7 @@
},
"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",
Expand Down Expand Up @@ -1098,8 +1097,7 @@
" ! bq rm -r -f $PROJECT_ID:$BQ_DATASET_NAME\n",
"# delete the Cloud Storage bucket\n",
"if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
" ! gsutil -m rm -r $BUCKET_URI"
]
" ! gcloud storage rm --recursive $BUCKET_URI" ]
}
],
"metadata": {
Expand Down
18 changes: 6 additions & 12 deletions notebooks/community/migration/UJ13 Data Labeling task.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -325,8 +325,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION gs://$BUCKET_NAME"
]
"! gcloud storage buckets create --location $REGION gs://$BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand All @@ -345,8 +344,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al gs://$BUCKET_NAME"
]
"! gcloud storage ls --all-versions --long gs://$BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -513,8 +511,7 @@
"IMPORT_FILE = \"gs://\" + BUCKET_NAME + \"/labeling.csv\"\n",
"with tf.io.gfile.GFile(IMPORT_FILE, \"w\") as f:\n",
" for lf in LABELING_FILES:\n",
" ! wget {lf} | gsutil cp {lf.split(\"/\")[-1]} gs://{BUCKET_NAME}\n",
" f.write(\"gs://\" + BUCKET_NAME + \"/\" + lf.split(\"/\")[-1] + \"\\n\")"
" ! wget {lf} | gcloud storage cp {lf.split(\"/\")[-1]} gs://{BUCKET_NAME}\n", " f.write(\"gs://\" + BUCKET_NAME + \"/\" + lf.split(\"/\")[-1] + \"\\n\")"
]
},
{
Expand All @@ -525,8 +522,7 @@
},
"outputs": [],
"source": [
"! gsutil cat $IMPORT_FILE"
]
"! gcloud storage cat $IMPORT_FILE" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1007,8 +1003,7 @@
"outputs": [],
"source": [
"# create placeholder file for valid PDF file with instruction for data labeling\n",
"! echo \"this is instruction\" >> instruction.txt | gsutil cp instruction.txt gs://$BUCKET_NAME"
]
"! echo \"this is instruction\" >> instruction.txt | gcloud storage cp instruction.txt gs://$BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1382,8 +1377,7 @@
"\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r gs://$BUCKET_NAME"
]
" ! gcloud storage rm --recursive gs://$BUCKET_NAME" ]
}
],
"metadata": {
Expand Down
12 changes: 4 additions & 8 deletions notebooks/community/ml_ops/stage2/get_started_vertex_experiments.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -472,8 +472,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
]
"! gcloud storage buckets create --location=$REGION $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand All @@ -492,8 +491,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
]
"! gcloud storage ls --all-versions --long $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1353,8 +1351,7 @@
"! 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.tar.gz"
]
"! gcloud storage cp custom.tar.gz $BUCKET_URI/trainer.tar.gz" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1554,8 +1551,7 @@
"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": {
Expand Down
31 changes: 11 additions & 20 deletions notebooks/community/model_garden/model_garden_movinet_action_recognition.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -166,11 +166,9 @@
"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",
Expand All @@ -194,8 +192,8 @@
"\n",
"\n",
"# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\n",
"! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.admin $BUCKET_NAME\n",
"\n",
"# Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage bucket add-iam-policy-binding and/or gcloud storage bucket remove-iam-policy-binding commands, or replicate the read-modify-write loop.\n",
"! gcloud storage buckets add-iam-policy-binding $BUCKET_NAME --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.admin\n", "\n",
"! gcloud config set project $PROJECT_ID\n",
"! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/storage.admin\"\n",
"! gcloud projects add-iam-policy-binding --no-user-output-enabled {PROJECT_ID} --member=serviceAccount:{SERVICE_ACCOUNT} --role=\"roles/aiplatform.user\"\n",
Expand Down Expand Up @@ -431,8 +429,7 @@
" \"\"\"\n",
" label_map_filename = os.path.basename(label_map_yaml_filepath)\n",
" subprocess.check_output(\n",
" [\"gsutil\", \"cp\", label_map_yaml_filepath, label_map_filename],\n",
" stderr=subprocess.STDOUT,\n",
" [\"gcloud\", \"storage\", \"cp\", label_map_yaml_filepath, label_map_filename],\n", " stderr=subprocess.STDOUT,\n",
" )\n",
" with open(label_map_filename, \"rb\") as input_file:\n",
" label_map = yaml.safe_load(input_file.read())[\"label_map\"]\n",
Expand Down Expand Up @@ -469,8 +466,7 @@
" checkpoint_path = find_checkpoint_in_dir(checkpoint_name)\n",
" checkpoint_path = os.path.relpath(checkpoint_path, checkpoint_name)\n",
"\n",
" ! gsutil cp -r $checkpoint_name $CHECKPOINT_BUCKET/\n",
" checkpoint_uri = os.path.join(CHECKPOINT_BUCKET, checkpoint_name, checkpoint_path)\n",
" ! gcloud storage cp --recursive $checkpoint_name $CHECKPOINT_BUCKET/\n", " checkpoint_uri = os.path.join(CHECKPOINT_BUCKET, checkpoint_name, checkpoint_path)\n",
" print(\"Checkpoint uploaded to\", checkpoint_uri)\n",
" return checkpoint_uri\n",
"\n",
Expand All @@ -481,8 +477,7 @@
" destination = os.path.join(CONFIG_DIR, filename)\n",
" print(\"Copy\", url, \"to\", destination)\n",
" ! wget \"$url\" -O \"$filename\"\n",
" ! gsutil cp \"$filename\" \"$destination\"\n",
" return destination\n",
" ! gcloud storage cp \"$filename\" \"$destination\"\n", " return destination\n",
"\n",
"\n",
"train_job_name = common_util.get_job_name_with_datetime(\n",
Expand Down Expand Up @@ -625,8 +620,7 @@
" current_trial_best_ckpt_evaluation_filepath = os.path.join(\n",
" current_trial_best_ckpt_dir, \"info.json\"\n",
" )\n",
" ! gsutil cp $current_trial_best_ckpt_evaluation_filepath .\n",
" with open(\"info.json\", \"r\") as f:\n",
" ! gcloud storage cp $current_trial_best_ckpt_evaluation_filepath .\n", " with open(\"info.json\", \"r\") as f:\n",
" eval_metric_results = json.load(f)\n",
" current_performance = eval_metric_results[evaluation_metric]\n",
" if current_performance > best_performance:\n",
Expand All @@ -641,8 +635,7 @@
" \"\"\"Finds the best checkpoint path.\"\"\"\n",
" try:\n",
" checkpoint_files = (\n",
" subprocess.check_output([\"gsutil\", \"ls\", checkpoint_dir])\n",
" .decode(\"utf-8\")\n",
" subprocess.check_output([\"gcloud\", \"storage\", \"ls\", checkpoint_dir])\n", " .decode(\"utf-8\")\n",
" .strip()\n",
" )\n",
" for file in checkpoint_files.splitlines():\n",
Expand Down Expand Up @@ -864,8 +857,7 @@
"# The label map file was generated from the section above (`Prepare input data for training`).\n",
"\n",
"dir_name = os.path.basename(predict_destination_prefix)\n",
"! gsutil -m cp -R $predict_destination_prefix /tmp\n",
"\n",
"! gcloud storage cp --recursive $predict_destination_prefix /tmp\n", "\n",
"local_path = os.path.join(\"/tmp\", dir_name)\n",
"file_paths = []\n",
"for root, _, files in os.walk(local_path):\n",
Expand Down Expand Up @@ -919,8 +911,7 @@
"\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": {
Expand Down
13 changes: 5 additions & 8 deletions notebooks/community/model_garden/model_garden_phi3_deployment.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -157,11 +157,9 @@
"if BUCKET_URI is None or BUCKET_URI.strip() == \"\" or BUCKET_URI == \"gs://\":\n",
" BUCKET_URI = f\"gs://{PROJECT_ID}-tmp-{now}-{str(uuid.uuid4())[:4]}\"\n",
" BUCKET_NAME = \"/\".join(BUCKET_URI.split(\"/\")[:3])\n",
" ! gsutil mb -l {REGION} {BUCKET_URI}\n",
"else:\n",
" ! gcloud storage buckets create --location {REGION} {BUCKET_URI}\n", "else:\n",
" assert BUCKET_URI.startswith(\"gs://\"), \"BUCKET_URI must start with `gs://`.\"\n",
" shell_output = ! gsutil ls -Lb {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n",
" bucket_region = shell_output[0].strip().lower()\n",
" shell_output = ! gcloud storage ls --full --buckets {BUCKET_NAME} | grep \"Location constraint:\" | sed \"s/Location constraint://\"\n", " bucket_region = shell_output[0].strip().lower()\n",
" if bucket_region != REGION:\n",
" raise ValueError(\n",
" \"Bucket region %s is different from notebook region %s\"\n",
Expand All @@ -185,8 +183,8 @@
"\n",
"\n",
"# Provision permissions to the SERVICE_ACCOUNT with the GCS bucket\n",
"! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.admin $BUCKET_NAME\n",
"\n",
"! # Note: Migrating scripts using gsutil iam ch is more complex than get or set. You need to replace the single iam ch command with a series of gcloud storage buckets add-iam-policy-binding and/or gcloud storage buckets 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\""
Expand Down Expand Up @@ -890,8 +888,7 @@
"\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": {
Expand Down
15 changes: 5 additions & 10 deletions ...ommunity/pipelines/google_cloud_pipeline_components_bqml_pipeline_anomaly_detection.ipynb
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -373,8 +373,7 @@
},
"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",
Expand Down Expand Up @@ -641,14 +640,11 @@
" + \"/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"
]
Expand Down Expand Up @@ -1470,8 +1466,7 @@
"# delete bucket\n",
"delete_bucket = False\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",
"# Remove local resorces\n",
"delete_local_resources = False\n",
"if delete_local_resources:\n",
Expand Down
24 changes: 8 additions & 16 deletions notebooks/official/automl/automl_image_object_detection_export_edge.ipynb
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -284,8 +284,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $LOCATION $BUCKET_URI"
]
"! gcloud storage buckets create --location $LOCATION $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -381,8 +380,7 @@
"\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",
" ! gcloud storage cp {src} {dest}\n", "\n",
"print(f\"Files copied to {BUCKET_URI}\")"
]
},
Expand Down Expand Up @@ -462,12 +460,10 @@
"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",
Expand Down Expand Up @@ -675,10 +671,8 @@
},
"outputs": [],
"source": [
"! gsutil ls $model_package\n",
"# Download the model artifacts\n",
"! gsutil cp -r $model_package tflite\n",
"\n",
"! gcloud storage ls $model_package\n", "# Download the model artifacts\n",
"! gcloud storage cp --recursive $model_package tflite\n", "\n",
"tflite_path = \"tflite/model.tflite\""
]
},
Expand Down Expand Up @@ -736,8 +730,7 @@
},
"outputs": [],
"source": [
"test_items = ! gsutil cat $IMPORT_FILE | head -n1\n",
"test_item = test_items[0].split(\",\")[0]\n",
"test_items = ! gcloud storage cat $IMPORT_FILE | head -n1\n", "test_item = test_items[0].split(\",\")[0]\n",
"\n",
"with tf.io.gfile.GFile(test_item, \"rb\") as f:\n",
" content = f.read()\n",
Expand Down Expand Up @@ -824,8 +817,7 @@
"dag.delete()\n",
"\n",
"if delete_bucket:\n",
" ! gsutil rm -r $BUCKET_URI"
]
" ! gcloud storage rm --recursive $BUCKET_URI" ]
}
],
"metadata": {
Expand Down
14 changes: 6 additions & 8 deletions notebooks/official/model_evaluation/automl_text_classification_model_evaluation.ipynb
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -363,8 +363,7 @@
},
"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",
Expand Down Expand Up @@ -437,10 +436,10 @@
},
"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 ]
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critical

The automated migration has produced a malformed .ipynb file. The source array for this cell contains lines that are not valid JSON strings, which will cause issues when parsing the notebook. Specifically, the comment and the final gcloud command are not properly quoted as strings within the JSON array. Additionally, there's a stray ] at the end of the last command.

        "! # 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.\n",
        "! gcloud storage buckets add-iam-policy-binding $BUCKET_URI --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectViewer"

},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1362,8 +1361,7 @@
"\n",
"# delete the Cloud Storage bucket\n",
"if delete_bucket and os.getenv(\"IS_TESTING\"):\n",
" ! gsutil rm -r $BUCKET_URI"
]
" ! gcloud storage rm --recursive $BUCKET_URI" ]
}
],
"metadata": {
Expand Down
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