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

Migrate gsutil usage to gcloud storage #4322

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5d9b8ad
Migrate gsutil usage to gcloud storage
googlyrahman Oct 16, 2025
d1f7938
Changes for 4322
bhandarivijay-png Dec 12, 2025
e361fa6
fix linter issue for 4322
bhandarivijay-png Dec 17, 2025
e6d2c19
Merge pull request #55 from bhandarivijay-png/ai-gsutil-migration-a66…
gurusai-voleti Dec 22, 2025
1d6f2a2
removed changes for model garden
bhandarivijay-png Dec 22, 2025
d0fbba3
Merge pull request #101 from bhandarivijay-png/ai-gsutil-migration-a6…
gurusai-voleti Dec 23, 2025
d073143
Update model_garden_pytorch_gemma_peft_finetuning_hf.ipynb
gurusai-voleti Dec 23, 2025
b5fa0e2
Update model_garden_pytorch_gemma_peft_finetuning_hf.ipynb
gurusai-voleti Dec 23, 2025
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10 changes: 5 additions & 5 deletions notebooks/community/ml_ops/stage2/get_started_vertex_training_pytorch.ipynb
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Expand Up @@ -483,7 +483,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -503,7 +503,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -680,7 +680,7 @@
"The PyTorch package does not have support to save the model to a Cloud Storage location. Instead, you will do the following steps to save to a Cloud Storage location.\n",
"\n",
"1. Save the in-memory model to the local filesystem (e.g., model.pth).\n",
"2. Use gsutil to copy the local copy to the specified Cloud Storage location.\n",
"2. Use gcloud storage to copy the local copy to the specified Cloud Storage location.\n",
"\n",
"*Note*: You can do hyperparameter tuning with a PyTorch model."
]
Expand Down Expand Up @@ -1060,7 +1060,7 @@
"! 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_cifar10.tar.gz"
"! gcloud storage cp custom.tar.gz $BUCKET_URI/trainer_cifar10.tar.gz"
]
},
{
Expand Down Expand Up @@ -1375,7 +1375,7 @@
"\n",
"delete_bucket = False\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/stage2/get_started_with_distributed_training_xgboost.ipynb
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Expand Up @@ -448,7 +448,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -468,7 +468,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -1136,7 +1136,7 @@
"! 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_covertype.tar.gz"
"! gcloud storage cp custom.tar.gz $BUCKET_URI/trainer_covertype.tar.gz"
]
},
{
Expand Down Expand Up @@ -1282,7 +1282,7 @@
},
"outputs": [],
"source": [
"! gsutil ls {MODEL_DIR}/model"
"! gcloud storage ls {MODEL_DIR}/model"
]
},
{
Expand Down Expand Up @@ -1326,7 +1326,7 @@
},
"outputs": [],
"source": [
"output = ! gsutil cat {DATASET_FILE} | head -n2\n",
"output = ! gcloud storage cat {DATASET_FILE} | head -n2\n",
"\n",
"print(output[1])\n",
"\n",
Expand Down Expand Up @@ -1423,7 +1423,7 @@
"source": [
"delete_bucket = True\n",
"if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
" ! gsutil rm -r {BUCKET_URI}\n",
" ! gcloud storage rm --recursive {BUCKET_URI}\n",
"\n",
"! rm -rf custom prediction custom.tar.gz\n",
"\n",
Expand Down
6 changes: 3 additions & 3 deletions notebooks/community/ml_ops/stage2/get_started_with_visionapi_and_automl.ipynb
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Expand Up @@ -512,7 +512,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $VERTEX_AI_REGION -p $PROJECT_ID $BUCKET_URI"
"! gcloud storage buckets create --location=$VERTEX_AI_REGION --project=$PROJECT_ID $BUCKET_URI"
]
},
{
Expand All @@ -532,7 +532,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -1277,7 +1277,7 @@
"job.delete()\n",
"\n",
"if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
" ! gsutil -m rm -r $BUCKET_URI\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"print(\"Clean up completed!\")"
]
Expand Down
13 changes: 6 additions & 7 deletions notebooks/community/ml_ops/stage6/get_started_with_automl_tabular_model_online.ipynb
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Expand Up @@ -349,7 +349,6 @@
},
"outputs": [],
"source": [
"import random\n",
"import string\n",
"\n",
"\n",
Expand Down Expand Up @@ -478,7 +477,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -498,7 +497,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -680,13 +679,13 @@
},
"outputs": [],
"source": [
"count = ! gsutil cat $IMPORT_FILE | wc -l\n",
"count = ! gcloud storage cat $IMPORT_FILE | wc -l\n",
"print(\"Number of Examples\", int(count[0]))\n",
"\n",
"print(\"First 10 rows\")\n",
"! gsutil cat $IMPORT_FILE | head\n",
"! gcloud storage cat $IMPORT_FILE | head\n",
"\n",
"heading = ! gsutil cat $IMPORT_FILE | head -n1\n",
"heading = ! gcloud storage cat $IMPORT_FILE | head -n1\n",
"label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
"print(\"Label Column Name\", label_column)\n",
"if label_column is None:\n",
Expand Down Expand Up @@ -1382,7 +1381,7 @@
"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
12 changes: 6 additions & 6 deletions notebooks/community/ml_ops/stage6/get_started_with_matching_engine.ipynb
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Expand Up @@ -496,7 +496,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -516,7 +516,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -587,7 +587,7 @@
},
"outputs": [],
"source": [
"! gsutil cp gs://cloud-samples-data/vertex-ai/matching_engine/glove-100-angular.hdf5 ."
"! gcloud storage cp gs://cloud-samples-data/vertex-ai/matching_engine/glove-100-angular.hdf5 ."
]
},
{
Expand Down Expand Up @@ -667,7 +667,7 @@
"outputs": [],
"source": [
"EMBEDDINGS_INITIAL_URI = f\"{BUCKET_URI}/matching_engine/initial/\"\n",
"! gsutil cp glove100.json {EMBEDDINGS_INITIAL_URI}"
"! gcloud storage cp glove100.json {EMBEDDINGS_INITIAL_URI}"
]
},
{
Expand Down Expand Up @@ -762,7 +762,7 @@
"\n",
"EMBEDDINGS_UPDATE_URI = f\"{BUCKET_URI}/matching-engine/incremental/\"\n",
"\n",
"! gsutil cp glove100_incremental.json {EMBEDDINGS_UPDATE_URI}"
"! gcloud storage cp glove100_incremental.json {EMBEDDINGS_UPDATE_URI}"
]
},
{
Expand Down Expand Up @@ -1448,7 +1448,7 @@
"\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}"
]
}
],
Expand Down
6 changes: 3 additions & 3 deletions notebooks/community/workbench/telecom-subscriber-churn-prediction.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -511,7 +511,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION -p $PROJECT_ID $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION --project=$PROJECT_ID $BUCKET_URI"
]
},
{
Expand All @@ -531,7 +531,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -1595,7 +1595,7 @@
"# Delete the Cloud Storage bucket\n",
"delete_bucket = True\n",
"if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
" ! gsutil -m rm -r $BUCKET_URI"
" ! gcloud storage rm --recursive $BUCKET_URI"
]
}
],
Expand Down
12 changes: 6 additions & 6 deletions notebooks/official/automl/get_started_automl_training.ipynb
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Expand Up @@ -313,7 +313,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $LOCATION $BUCKET_URI"
"! gcloud storage buckets create --location=$LOCATION $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -583,11 +583,11 @@
"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 @@ -811,7 +811,7 @@
},
"outputs": [],
"source": [
"test_item = !gsutil cat $IMPORT_FILE | head -n1\n",
"test_item = !gcloud storage cat $IMPORT_FILE | head -n1\n",
"if len(str(test_item[0]).split(\",\")) == 3:\n",
" _, test_item, test_label = str(test_item[0]).split(\",\")\n",
"else:\n",
Expand Down Expand Up @@ -864,7 +864,7 @@
"\n",
"# Copy the test image to the Cloud storage bucket as \"test.jpg\"\n",
"test_image_local = \"{}/test.jpg\".format(BUCKET_URI)\n",
"! gsutil cp $test_item $test_image_local\n",
"! gcloud storage cp $test_item $test_image_local\n",
"\n",
"# Download the test image in bytes format\n",
"storage_client = storage.Client(project=PROJECT_ID)\n",
Expand Down Expand Up @@ -1453,7 +1453,7 @@
"# Delete the Cloud Storage bucket\n",
"delete_bucket = False # Set True for deletion\n",
"if delete_bucket:\n",
" ! gsutil rm -r $BUCKET_URI"
" ! gcloud storage rm --recursive $BUCKET_URI"
]
}
],
Expand Down
18 changes: 9 additions & 9 deletions notebooks/official/pipelines/get_started_with_hpt_pipeline_components.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -298,7 +298,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $LOCATION $BUCKET_URI"
"! gcloud storage buckets create --location=$LOCATION $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -372,9 +372,9 @@
},
"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 @@ -817,7 +817,7 @@
"! 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_horses_or_humans.tar.gz"
"! gcloud storage cp custom.tar.gz $BUCKET_URI/trainer_horses_or_humans.tar.gz"
]
},
{
Expand Down Expand Up @@ -1326,13 +1326,13 @@
" + \"/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 @@ -1347,7 +1347,7 @@
"print(\"getbesttrialop\")\n",
"artifacts = print_pipeline_output(pipeline, \"getbesttrialop\")\n",
"print(\"\\n\\n\")\n",
"output = !gsutil cat $artifacts\n",
"output = !gcloud storage cat $artifacts\n",
"output = json.loads(output[0])\n",
"best_trial = json.loads(output[\"parameters\"][\"Output\"][\"stringValue\"])\n",
"model_id = best_trial[\"id\"]\n",
Expand Down Expand Up @@ -1422,7 +1422,7 @@
"delete_bucket = False\n",
"\n",
"if delete_bucket:\n",
" ! gsutil rm -r $BUCKET_URI\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n",
"\n",
"# Delete artifact registry repo\n",
"! gcloud artifacts repositories delete $REPO_NAME --location $LOCATION --quiet"
Expand Down
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