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Merged
gericdong merged 7 commits into from
Dec 25, 2025
Merged

Migrate gsutil usage to gcloud storage #4327

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572ccb3
Migrate gsutil usage to gcloud storage
googlyrahman Oct 17, 2025
a15b1f6
Manual Changes-Migrate gsutil usage to gcloud storage
bhandarivijay-png Dec 11, 2025
e4e7d23
Changes for 4327
bhandarivijay-png Dec 14, 2025
ce22c64
fixing linting erro
bhandarivijay-png Dec 17, 2025
f1608d2
Merge pull request #35 from bhandarivijay-png/ai-gsutil-migration-e11…
gurusai-voleti Dec 22, 2025
4477766
removed changes of model garden
bhandarivijay-png Dec 22, 2025
f3883da
Merge pull request #93 from bhandarivijay-png/ai-gsutil-migration-e11…
gurusai-voleti Dec 22, 2025
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10 changes: 5 additions & 5 deletions notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata_and_automl.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -463,7 +463,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -483,7 +483,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -685,11 +685,11 @@
"source": [
"FILE = IMPORT_FILE\n",
"\n",
"count = ! gsutil cat $FILE | wc -l\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"
]
},
{
Expand Down Expand Up @@ -1468,7 +1468,7 @@
"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"
]
}
],
Expand Down
10 changes: 5 additions & 5 deletions notebooks/community/ml_ops/stage6/get_started_with_fastapi.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -444,7 +444,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -464,7 +464,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -1027,7 +1027,7 @@
"MODEL_DIR=$1\n",
"\n",
"mkdir -p ./serve/model/\n",
"gsutil cp -r ${MODEL_DIR} ./serve/model/ \n",
"gcloud storage cp --recursive ${MODEL_DIR} ./serve/model/ \n",
"\n",
"cat > ./serve/Dockerfile <<EOF\n",
"FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7\n",
Expand Down Expand Up @@ -1156,7 +1156,7 @@
},
"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"
]
},
{
Expand Down Expand Up @@ -1450,7 +1450,7 @@
" 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}"
]
}
],
Expand Down
12 changes: 6 additions & 6 deletions notebooks/community/model_evaluation/automl_tabular_classification_model_evaluation.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -536,7 +536,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
"! gcloud storage buckets create --location $REGION --project $PROJECT_ID $BUCKET_URI"
]
},
{
Expand All @@ -556,7 +556,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -626,9 +626,9 @@
},
"outputs": [],
"source": [
"! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectCreator $BUCKET_URI\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"
]
},
{
Expand Down Expand Up @@ -1331,7 +1331,7 @@
"outputs": [],
"source": [
"# Load the results\n",
"attributions = !gsutil cat $feat_attrs_gcs_uri\n",
"attributions = !gcloud storage cat $feat_attrs_gcs_uri\n",
"\n",
"# Print the results obtained\n",
"attributions = json.loads(attributions[0])\n",
Expand Down Expand Up @@ -1411,7 +1411,7 @@
"# 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"
]
}
],
Expand Down
28 changes: 15 additions & 13 deletions ...mmunity/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -533,7 +533,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
]
},
{
Expand All @@ -553,7 +553,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -623,9 +623,9 @@
},
"outputs": [],
"source": [
"! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectCreator {BUCKET_URI}\n",
"! gcloud storage buckets add-iam-policy-binding {BUCKET_URI} --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n",
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@gemini-code-assist gemini-code-assist bot Oct 17, 2025

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medium

For robustness, it's recommended to quote the values for --member and --role arguments to prevent potential shell parsing issues.

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

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@bhandarivijay-png bhandarivijay-png Dec 11, 2025

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gcloud storage buckets add-iam-policy-binding {BUCKET_URI} --member=serviceAccount:{SERVICE_ACCOUNT} --role=roles/storage.objectCreator\n" is a correct command.

"\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"
]
},
{
Expand Down Expand Up @@ -760,7 +760,7 @@
"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"
]
},
{
Expand All @@ -780,7 +780,7 @@
},
"outputs": [],
"source": [
"! gsutil cat {RAW_DATA_URI} | head"
"! gcloud storage cat {RAW_DATA_URI} | head"
]
},
{
Expand Down Expand Up @@ -1025,9 +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",
Expand Down Expand Up @@ -1377,13 +1379,13 @@
" + \"/evaluation_metrics\"\n",
" )\n",
" if tf.io.gfile.exists(EXECUTE_OUTPUT):\n",
" ! gsutil cat $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",
" ! gcloud storage cat $GCP_RESOURCES\n",
" return GCP_RESOURCES\n",
" elif tf.io.gfile.exists(EVAL_METRICS):\n",
" ! gsutil cat $EVAL_METRICS\n",
" ! gcloud storage cat $EVAL_METRICS\n",
" return EVAL_METRICS\n",
"\n",
" return None\n",
Expand Down Expand Up @@ -1455,7 +1457,7 @@
"# delete bucket\n",
"delete_bucket = True\n",
"if os.getenv(\"IS_TESTING\") or delete_bucket:\n",
" ! gsutil -m rm -r $BUCKET_URI\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"\n",
"# Remove local resorces\n",
Expand Down
8 changes: 4 additions & 4 deletions notebooks/community/sdk/sdk_custom_tabular_regression_batch.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -473,7 +473,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
"! gcloud storage buckets create --location=$REGION $BUCKET_NAME"
]
},
{
Expand All @@ -493,7 +493,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
"! gcloud storage ls --all-versions --long $BUCKET_NAME"
]
},
{
Expand Down Expand Up @@ -919,7 +919,7 @@
"! 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"
]
},
{
Expand Down Expand Up @@ -1484,7 +1484,7 @@
" print(e)\n",
"\n",
" if \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r $BUCKET_NAME"
" ! gcloud storage rm --recursive $BUCKET_NAME"
]
}
],
Expand Down
8 changes: 3 additions & 5 deletions ...ks/official/model_monitoring_v2/model_monitoring_for_custom_model_online_prediction.ipynb
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Expand Up @@ -303,7 +303,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l {LOCATION} -p {PROJECT_ID} {BUCKET_URI}"
"! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"
]
},
{
Expand Down Expand Up @@ -655,9 +655,7 @@
")\n",
"TRAINING_URI = f\"{BUCKET_URI}/model-monitoring/churn/churn_training.csv\"\n",
"\n",
"! gsutil copy $PUBLIC_TRAINING_DATASET $TRAINING_URI\n",
"\n",
"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",
")"
]
Expand Down Expand Up @@ -1123,7 +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"
]
},
{
Expand Down
18 changes: 9 additions & 9 deletions notebooks/official/pipelines/google_cloud_pipeline_components_bqml_text.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -337,7 +337,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l {LOCATION} -p {PROJECT_ID} {BUCKET_URI}"
"! gcloud storage buckets create --location={LOCATION} --project={PROJECT_ID} {BUCKET_URI}"
]
},
{
Expand Down Expand Up @@ -412,9 +412,9 @@
},
"outputs": [],
"source": [
"! gsutil iam ch serviceAccount:{SERVICE_ACCOUNT}:roles/storage.objectCreator $BUCKET_URI\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"
]
},
{
Expand Down Expand Up @@ -488,7 +488,7 @@
},
"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"
]
},
{
Expand Down Expand Up @@ -929,10 +929,10 @@
},
"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"
]
},
{
Expand Down Expand Up @@ -1478,7 +1478,7 @@
"# 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",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"# delete dataset\n",
"delete_dataset = False # Set True for deletion\n",
Expand Down
6 changes: 3 additions & 3 deletions notebooks/official/prediction/custom_batch_prediction_feature_filter.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -295,7 +295,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l {LOCATION} -p {PROJECT_ID} {BUCKET_URI}"
"! gcloud storage buckets create --location {LOCATION} --project {PROJECT_ID} {BUCKET_URI}"
]
},
{
Expand Down Expand Up @@ -481,7 +481,7 @@
" 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}"
]
},
{
Expand Down Expand Up @@ -1384,7 +1384,7 @@
"model.delete()\n",
"\n",
"if delete_bucket:\n",
" ! gsutil rm -r $BUCKET_URI\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"# Delete the created BigQuery dataset\n",
"! bq rm -r -f $PROJECT_ID:$DATASET_NAME"
Expand Down
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