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Merged
gericdong merged 8 commits into from
Dec 25, 2025
Merged

Migrate gsutil usage to gcloud storage #4328

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8e280af
Migrate gsutil usage to gcloud storage
googlyrahman Oct 17, 2025
4f08882
PR changes for 4328
bhandarivijay-png Dec 12, 2025
60851fd
Fix Linter issue for 4328
bhandarivijay-png Dec 17, 2025
782e0f9
Merge pull request #51 from bhandarivijay-png/ai-gsutil-migration-d9c…
gurusai-voleti Dec 22, 2025
b8386d3
changes removed model garden
bhandarivijay-png Dec 22, 2025
a62081c
Merge pull request #97 from bhandarivijay-png/ai-gsutil-migration-d9c…
gurusai-voleti Dec 23, 2025
039fea5
Update model_garden_jax_fvlm.ipynb
gurusai-voleti Dec 23, 2025
fdeb4e3
Update model_garden_jax_fvlm.ipynb
gurusai-voleti Dec 23, 2025
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18 changes: 8 additions & 10 deletions notebooks/community/gapic/automl/showcase_automl_image_classification_export_edge.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -416,7 +416,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
"! gcloud storage buckets create --location=$REGION $BUCKET_NAME"
]
},
{
Expand All @@ -436,7 +436,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
"! gcloud storage ls --all-versions --long $BUCKET_NAME"
]
},
{
Expand Down Expand Up @@ -474,7 +474,6 @@
"\n",
"from google.cloud.aiplatform import gapic as aip\n",
"from google.protobuf import json_format\n",
"from google.protobuf.json_format import MessageToJson, ParseDict\n",
"from google.protobuf.struct_pb2 import Struct, Value"
]
},
Expand Down Expand Up @@ -784,11 +783,11 @@
"else:\n",
" 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 @@ -1215,7 +1214,6 @@
" }\n",
" response = clients[\"model\"].export_model(name=name, output_config=output_config)\n",
" print(\"Long running operation:\", response.operation.name)\n",
" result = response.result(timeout=1800)\n",
" metadata = response.operation.metadata\n",
" artifact_uri = str(metadata.value).split(\"\\\\\")[-1][4:-1]\n",
" print(\"Artifact Uri\", artifact_uri)\n",
Expand Down Expand Up @@ -1244,9 +1242,9 @@
},
"outputs": [],
"source": [
"! gsutil ls $model_package\n",
"! gcloud storage ls $model_package\n",
"# Download the model artifacts\n",
"! gsutil cp -r $model_package tflite\n",
"! gcloud storage cp --recursive $model_package tflite\n",
"\n",
"tflite_path = \"tflite/model.tflite\""
]
Expand Down Expand Up @@ -1305,7 +1303,7 @@
},
"outputs": [],
"source": [
"test_items = ! gsutil cat $IMPORT_FILE | head -n1\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",
Expand Down Expand Up @@ -1449,7 +1447,7 @@
" print(e)\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r $BUCKET_NAME"
" ! gcloud storage rm --recursive $BUCKET_NAME"
]
}
],
Expand Down
21 changes: 9 additions & 12 deletions notebooks/community/gapic/automl/showcase_automl_image_object_detection_export_edge.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -416,7 +416,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
"! gcloud storage buckets create --location $REGION $BUCKET_NAME"
]
},
{
Expand All @@ -436,7 +436,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
"! gcloud storage ls --all-versions --long $BUCKET_NAME"
]
},
{
Expand Down Expand Up @@ -473,9 +473,7 @@
"import time\n",
"\n",
"from google.cloud.aiplatform import gapic as aip\n",
"from google.protobuf import json_format\n",
"from google.protobuf.json_format import MessageToJson, ParseDict\n",
"from google.protobuf.struct_pb2 import Struct, Value"
"from google.protobuf import json_format\n"
]
},
{
Expand Down Expand Up @@ -785,11 +783,11 @@
"else:\n",
" 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 @@ -1218,7 +1216,6 @@
" }\n",
" response = clients[\"model\"].export_model(name=name, output_config=output_config)\n",
" print(\"Long running operation:\", response.operation.name)\n",
" result = response.result(timeout=1800)\n",
" metadata = response.operation.metadata\n",
" artifact_uri = str(metadata.value).split(\"\\\\\")[-1][4:-1]\n",
" print(\"Artifact Uri\", artifact_uri)\n",
Expand Down Expand Up @@ -1247,9 +1244,9 @@
},
"outputs": [],
"source": [
"! gsutil ls $model_package\n",
"! gcloud storage ls $model_package\n",
"# Download the model artifacts\n",
"! gsutil cp -r $model_package tflite\n",
"! gcloud storage cp --recursive $model_package tflite\n",
"\n",
"tflite_path = \"tflite/model.tflite\""
]
Expand Down Expand Up @@ -1308,7 +1305,7 @@
},
"outputs": [],
"source": [
"test_items = ! gsutil cat $IMPORT_FILE | head -n1\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",
Expand Down Expand Up @@ -1452,7 +1449,7 @@
" print(e)\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r $BUCKET_NAME"
" ! gcloud storage rm --recursive $BUCKET_NAME"
]
}
],
Expand Down
21 changes: 9 additions & 12 deletions notebooks/community/ml_ops/stage3/get_started_with_kubeflow_pipelines.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -430,7 +430,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -450,7 +450,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -520,9 +520,8 @@
},
"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"
"! 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"
]
},
{
Expand Down Expand Up @@ -807,13 +806,13 @@
" + \"/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 @@ -1167,9 +1166,7 @@
"\n",
"\n",
"@component()\n",
"def multi_output(\n",
" text1: str, text2: str\n",
") -> NamedTuple(\n",
"def multi_output(text1: str, text2: str) -> NamedTuple(\n",
" \"Outputs\",\n",
" [\n",
" (\"output_1\", str), # Return parameters\n",
Expand Down Expand Up @@ -1587,7 +1584,7 @@
"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
12 changes: 6 additions & 6 deletions notebooks/community/ml_ops/stage6/get_started_with_custom_tabular_model_batch.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -464,7 +464,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -484,7 +484,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -892,7 +892,7 @@
" f.write(json.dumps(instance) + \"\\n\")\n",
"\n",
"# Upload to Cloud Storage bucket\n",
"! gsutil cp $BATCH_PREDICTION_INSTANCES_FILE $BATCH_PREDICTION_GCS_SOURCE\n",
"! gcloud storage cp $BATCH_PREDICTION_INSTANCES_FILE $BATCH_PREDICTION_GCS_SOURCE\n",
"\n",
"print(\"Uploaded instances to: \", BATCH_PREDICTION_GCS_SOURCE)"
]
Expand Down Expand Up @@ -1108,7 +1108,7 @@
"outputs": [],
"source": [
"data_file = \"gs://cloud-samples-data/ai-platform/iris/iris_data.csv\"\n",
"! gsutil cat $data_file | head -n 10 > test.csv\n",
"! gcloud storage cat $data_file | head -n 10 > test.csv\n",
"\n",
"! cat test.csv\n",
"\n",
Expand All @@ -1118,7 +1118,7 @@
" BUCKET_URI + \"/batch_prediction_instances/\" + BATCH_PREDICTION_INSTANCES_FILE\n",
")\n",
"\n",
"! gsutil cp test.csv $BATCH_PREDICTION_GCS_SOURCE"
"! gcloud storage cp test.csv $BATCH_PREDICTION_GCS_SOURCE"
]
},
{
Expand Down Expand Up @@ -1497,7 +1497,7 @@
"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}"
]
}
],
Expand Down
6 changes: 3 additions & 3 deletions notebooks/community/ml_ops/stage6/get_started_with_xai_and_custom_server.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -504,7 +504,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -524,7 +524,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -1734,7 +1734,7 @@
"! rm -rf app\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_regression_model_evaluation.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -537,7 +537,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
]
},
{
Expand All @@ -557,7 +557,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -627,9 +627,9 @@
},
"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 @@ -1383,7 +1383,7 @@
"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 @@ -1463,7 +1463,7 @@
"# 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
8 changes: 4 additions & 4 deletions notebooks/official/explainable_ai/sdk_custom_tabular_regression_batch_explain.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -288,7 +288,7 @@
},
"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 @@ -707,7 +707,7 @@
"! 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"
]
},
{
Expand Down Expand Up @@ -1260,7 +1260,7 @@
"\n",
"gcs_input_uri = BUCKET_URI + \"/test.csv\"\n",
"\n",
"! gsutil cp batch.csv $gcs_input_uri"
"! gcloud storage cp batch.csv $gcs_input_uri"
]
},
{
Expand Down Expand Up @@ -1398,7 +1398,7 @@
"# Delete the Cloud Storage bucket\n",
"delete_bucket = False # Set True for deletion\n",
"if delete_bucket:\n",
" ! gsutil rm -r $BUCKET_URI\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"# Remove the locally generated files\n",
"! rm -rf batch.csv custom.tar.gz custom"
Expand Down
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