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

Migrate gsutil usage to gcloud storage #4318

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842f052
Migrate gsutil usage to gcloud storage
googlyrahman Oct 16, 2025
1fa7a80
Changes for 4318
bhandarivijay-png Dec 12, 2025
fac4d5e
fix linter issue for 4318
bhandarivijay-png Dec 17, 2025
599285e
Merge pull request #53 from bhandarivijay-png/ai-gsutil-migration-22c…
gurusai-voleti Dec 22, 2025
71c77ed
removed changes for model garden:
bhandarivijay-png Dec 22, 2025
bc23624
Merge pull request #99 from bhandarivijay-png/ai-gsutil-migration-22c…
gurusai-voleti Dec 23, 2025
52e54a1
Update model_garden_gemma2_deployment_on_vertex.ipynb
gurusai-voleti Dec 23, 2025
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8 changes: 4 additions & 4 deletions notebooks/community/explainable_ai/SDK_Custom_Container_XAI.ipynb
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Expand Up @@ -405,7 +405,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
]
},
{
Expand All @@ -425,7 +425,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -698,7 +698,7 @@
},
"outputs": [],
"source": [
"!gsutil cp app/model.joblib {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"
"!gcloud storage cp app/model.joblib {BUCKET_URI}/{MODEL_ARTIFACT_DIR}/"
]
},
{
Expand Down Expand Up @@ -1516,7 +1516,7 @@
"\n",
"delete_bucket = False\n",
"if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
" ! gsutil rm -rf {BUCKET_URI}"
" ! gcloud storage rm --recursive --continue-on-error {BUCKET_URI}"
]
}
],
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8 changes: 4 additions & 4 deletions .../community/migration/UJ11 legacy HyperParameter Tuning Training Job with TensorFlow.ipynb
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Expand Up @@ -312,7 +312,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION gs://$BUCKET_NAME"
"! gcloud storage buckets create --location $REGION gs://$BUCKET_NAME"
]
},
{
Expand All @@ -332,7 +332,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al gs://$BUCKET_NAME"
"! gcloud storage ls --all-versions --long gs://$BUCKET_NAME"
]
},
{
Expand Down Expand Up @@ -614,7 +614,7 @@
"! rm -f custom.tar custom.tar.gz\n",
"! tar cvf custom.tar custom\n",
"! gzip custom.tar\n",
"! gsutil cp custom.tar.gz gs://$BUCKET_NAME/hpt_boston_housing.tar.gz"
"! gcloud storage cp custom.tar.gz gs://$BUCKET_NAME/hpt_boston_housing.tar.gz"
]
},
{
Expand Down Expand Up @@ -1370,7 +1370,7 @@
"delete_bucket = True\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r gs://$BUCKET_NAME"
" ! gcloud storage rm --recursive gs://$BUCKET_NAME"
]
}
],
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23 changes: 11 additions & 12 deletions ...ooks/community/migration/UJ8 legacy AutoML Natural Language Text Sentiment Analysis.ipynb
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Expand Up @@ -326,7 +326,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION gs://$BUCKET_NAME"
"! gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME"
]
},
{
Expand All @@ -346,7 +346,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al gs://$BUCKET_NAME"
"! gcloud storage ls --all-versions --long gs://$BUCKET_NAME"
]
},
{
Expand Down Expand Up @@ -383,11 +383,9 @@
"import json\n",
"import os\n",
"import sys\n",
"import time\n",
"\n",
"from google.cloud import automl\n",
"from google.protobuf.json_format import MessageToJson\n",
"from google.protobuf.struct_pb2 import Value"
"from google.protobuf.json_format import MessageToJson"
]
},
{
Expand Down Expand Up @@ -485,7 +483,7 @@
},
"outputs": [],
"source": [
"! gsutil cat $IMPORT_FILE | head -n 10"
"! gcloud storage cat $IMPORT_FILE | head -n 10"
]
},
{
Expand Down Expand Up @@ -1209,14 +1207,15 @@
"gcs_input_uri = \"gs://\" + BUCKET_NAME + \"/test.csv\"\n",
"with tf.io.gfile.GFile(gcs_input_uri, \"w\") as f:\n",
" item_1 = \"gs://cloud-samples-data/language/sentiment-positive.txt\"\n",
" ! gsutil cp $item_1 gs://$BUCKET_NAME\n",
" ! gcloud storage cp $item_1 gs://$BUCKET_NAME\n",
" ! gcloud storage cp $item_1 gs://$BUCKET_NAME\n",
" f.write(\"gs://\" + BUCKET_NAME + \"/sentiment-positive.txt\" + \"\\n\")\n",
"\n",
" item_2 = \"gs://cloud-samples-data/language/sentiment-negative.txt\"\n",
" ! gsutil cp $item_2 gs://$BUCKET_NAME\n",
" ! gcloud storage cp $item_2 gs://$BUCKET_NAME\n",
" f.write(\"gs://\" + BUCKET_NAME + \"/sentiment-negative.txt\")\n",
"\n",
"! gsutil cat $gcs_input_uri"
"! gcloud storage cat $gcs_input_uri"
]
},
{
Expand Down Expand Up @@ -1381,7 +1380,7 @@
},
"outputs": [],
"source": [
"test_data = ! gsutil cat $IMPORT_FILE | head -n1\n",
"test_data = ! gcloud storage cat $IMPORT_FILE | head -n1\n",
"\n",
"test_item = str(test_data[0]).split(\",\")[0]\n",
"test_label = str(test_data[0]).split(\",\")[1]\n",
Expand Down Expand Up @@ -1615,13 +1614,13 @@
" print(e)\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r gs://$BUCKET_NAME"
" ! gcloud storage rm --recursive gs://$BUCKET_NAME"
]
}
],
"metadata": {
"colab": {
"name": "UJ8 legacy AutoML Natural Language - Text Sentiment Analysis.ipynb",
"name": "UJ8 legacy AutoML Natural Language Text Sentiment Analysis.ipynb",
"toc_visible": true
},
"kernelspec": {
Expand Down
4 changes: 2 additions & 2 deletions notebooks/community/ml_ops/stage2/get_started_vertex_feature_store.ipynb
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Expand Up @@ -1017,8 +1017,8 @@
"USERS_AVRO_FN = \"users.avro\"\n",
"MOVIES_AVRO_FN = \"movies.avro\"\n",
"\n",
"! gsutil cp $GCS_USERS_AVRO_URI $USERS_AVRO_FN\n",
"! gsutil cp $GCS_MOVIES_AVRO_URI $MOVIES_AVRO_FN"
"! gcloud storage cp $GCS_USERS_AVRO_URI $USERS_AVRO_FN\n",
"! gcloud storage cp $GCS_MOVIES_AVRO_URI $MOVIES_AVRO_FN"
]
},
{
Expand Down
20 changes: 10 additions & 10 deletions notebooks/community/ml_ops/stage3/get_started_with_bqml_pipeline_components.ipynb
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Expand Up @@ -452,7 +452,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -472,7 +472,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -545,9 +545,9 @@
},
"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 @@ -1052,13 +1052,13 @@
" + \"/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 All @@ -1081,14 +1081,14 @@
"print(\"\\n\\n\")\n",
"print(\"model-upload\")\n",
"artifacts = print_pipeline_output(pipeline, \"model-upload\")\n",
"output = !gsutil cat $artifacts\n",
"output = !gcloud storage cat $artifacts\n",
"output = json.loads(output[0])\n",
"model_id = output[\"artifacts\"][\"model\"][\"artifacts\"][0][\"metadata\"][\"resourceName\"]\n",
"print(\"\\n\\n\")\n",
"print(\"endpoint-create\")\n",
"artifacts = print_pipeline_output(pipeline, \"endpoint-create\")\n",
"print(\"\\n\\n\")\n",
"output = !gsutil cat $artifacts\n",
"output = !gcloud storage cat $artifacts\n",
"output = json.loads(output[0])\n",
"endpoint_id = output[\"artifacts\"][\"endpoint\"][\"artifacts\"][0][\"metadata\"][\n",
" \"resourceName\"\n",
Expand Down Expand Up @@ -1322,7 +1322,7 @@
"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
3 changes: 0 additions & 3 deletions notebooks/community/persistent_resource/training_code/mpg_container/trainer/train.py
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Expand Up @@ -14,10 +14,7 @@

import argparse
import logging
import os
import numpy as np
import pandas as pd
import pathlib
import tensorflow as tf

from tensorflow import keras
Expand Down
1 change: 0 additions & 1 deletion notebooks/notebook_template_review.py
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Expand Up @@ -39,7 +39,6 @@
import json
import os
import sys
import urllib.request
import csv
from enum import Enum
from abc import ABC, abstractmethod
Expand Down
9 changes: 5 additions & 4 deletions ...s/official/pipelines/google_cloud_pipeline_components_TPU_model_train_upload_deploy.ipynb
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Expand Up @@ -292,7 +292,7 @@
},
"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 @@ -365,9 +365,10 @@
},
"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"
]
},
{
Expand Down Expand Up @@ -1234,7 +1235,7 @@
"# Warning: Setting this to true deletes everything in your bucket\n",
"delete_bucket = True\n",
"if delete_bucket:\n",
" ! gsutil rm -r $BUCKET_URI\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"# Delete the Artifact Registry repository\n",
"! gcloud artifacts repositories delete $REPOSITORY --location=$LOCATION --quiet\n",
Expand Down
9 changes: 5 additions & 4 deletions notebooks/official/pipelines/multicontender_vs_champion_deployment_method.ipynb
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Expand Up @@ -309,7 +309,7 @@
},
"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 @@ -384,9 +384,10 @@
},
"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"
]
},
{
Expand Down Expand Up @@ -1239,7 +1240,7 @@
"# Delete Cloud Storage objects that were created\n",
"delete_bucket = True\n",
"if delete_bucket:\n",
" ! gsutil -m rm -r $BUCKET_URI\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"# Remove the local pipeline package file\n",
"! rm multicontender_vs_champion.json"
Expand Down
6 changes: 3 additions & 3 deletions notebooks/official/vector_search/sdk_vector_search_create_multimodal_embeddings.ipynb
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Expand Up @@ -275,7 +275,7 @@
},
"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 @@ -1062,7 +1062,7 @@
"source": [
"UNIQUE_FOLDER_NAME = \"embeddings_folder_unique\"\n",
"EMBEDDINGS_INITIAL_URI = f\"{BUCKET_URI}/{UNIQUE_FOLDER_NAME}/\"\n",
"! gsutil cp {embeddings_file.name} {EMBEDDINGS_INITIAL_URI}"
"! gcloud storage cp {embeddings_file.name} {EMBEDDINGS_INITIAL_URI}"
]
},
{
Expand Down Expand Up @@ -1369,7 +1369,7 @@
"# Delete Cloud Storage objects that were created\n",
"delete_bucket = False\n",
"if delete_bucket:\n",
" ! gsutil -m rm -r $BUCKET_URI"
" ! gcloud storage rm --recursive $BUCKET_URI"
]
}
],
Expand Down