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Merged
gericdong merged 6 commits into from
Dec 25, 2025
Merged

Migrate gsutil usage to gcloud storage #4321

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102d0a2
Migrate gsutil usage to gcloud storage
googlyrahman Oct 16, 2025
a332732
Changes for 4321
bhandarivijay-png Dec 15, 2025
ab13c61
fix the linter issue for br 4321
bhandarivijay-png Dec 17, 2025
36d5ecc
Merge pull request #58 from bhandarivijay-png/br_4321
gurusai-voleti Dec 22, 2025
2bafa65
removed changes for model garden
bhandarivijay-png Dec 22, 2025
6ddc8a2
Merge pull request #104 from bhandarivijay-png/br_4321
gurusai-voleti Dec 23, 2025
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21 changes: 6 additions & 15 deletions ...books/community/gapic/custom/showcase_custom_text_classification_online_exported_ds.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -426,8 +426,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
]
"! gcloud storage buckets create --location=$REGION $BUCKET_NAME" ]
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@gemini-code-assist gemini-code-assist bot Oct 16, 2025

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high

The gcloud storage buckets create command requires the bucket name to be specified as a URI (e.g., gs://my-bucket). It's crucial to ensure that $BUCKET_NAME includes the gs:// prefix. If $BUCKET_NAME does not include the gs:// prefix, the command will fail.

Consider adding the gs://$BUCKET_NAME to ensure the bucket name is correctly formatted.

! gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME

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@bhandarivijay-png bhandarivijay-png Dec 12, 2025 •
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gsutil mb -l $REGION $BUCKET_NAME
Creating gs://vijay-bucket11/...

gcloud storage buckets create --location=$REGION $BUCKET_NAME
Creating gs://vijay-bucket9999/...
command is correct..
gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME
ERROR: (gcloud.storage.buckets.create) "gcloud storage buckets create" only accepts bucket URLs.

Hence Gemini incorrect ..

},
{
"cell_type": "markdown",
Expand All @@ -446,8 +445,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
]
"! gcloud storage ls --all-versions --long $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -483,9 +481,6 @@
"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"
]
},
{
Expand Down Expand Up @@ -991,12 +986,10 @@
"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 @@ -1153,8 +1146,7 @@
"source": [
"jsonl_index = result.exported_files[0]\n",
"\n",
"! gsutil cat $jsonl_index | head"
]
"! gcloud storage cat $jsonl_index | head" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1286,8 +1278,7 @@
" print(e)\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r $BUCKET_NAME"
]
" ! gcloud storage rm --recursive $BUCKET_NAME" ]
}
],
"metadata": {
Expand Down
24 changes: 7 additions & 17 deletions ...books/community/migration/UJ7 legacy AutoML Natural Language Text Entity Extraction.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -326,8 +326,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION gs://$BUCKET_NAME"
]
"! gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME" ]
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@gemini-code-assist gemini-code-assist bot Oct 16, 2025

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high

The gcloud storage buckets create command requires the bucket name to be specified as a URI (e.g., gs://my-bucket). It's crucial to ensure that $BUCKET_NAME includes the gs:// prefix. If $BUCKET_NAME does not include the gs:// prefix, the command will fail.

Consider adding the gs:// prefix to $BUCKET_NAME to ensure the bucket name is correctly formatted.

! gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME

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@bhandarivijay-png bhandarivijay-png Dec 12, 2025

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bhandarivijay@bhandarivijay:$BUCKET_NAME=my-bucket232
bhandarivijay@bhandarivijay:$ REGION=asia-southeast1
bhandarivijay@bhandarivijay:$ ! gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME
Creating gs://my-bucket232/...
command is correct

},
{
"cell_type": "markdown",
Expand All @@ -346,8 +345,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al gs://$BUCKET_NAME"
]
"! gcloud storage ls --all-versions --long gs://$BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -380,14 +378,11 @@
},
"outputs": [],
"source": [
"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\n"
]
},
{
Expand Down Expand Up @@ -476,8 +471,7 @@
},
"outputs": [],
"source": [
"! gsutil cat $IMPORT_FILE | head -n 10"
]
"! gcloud storage cat $IMPORT_FILE | head -n 10" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1132,8 +1126,7 @@
" data = {\"id\": 0, \"text_snippet\": {\"content\": test_item}}\n",
" f.write(json.dumps(data) + \"\\n\")\n",
"\n",
"! gsutil cat $gcs_input_uri"
]
"! gcloud storage cat $gcs_input_uri" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1280,9 +1273,7 @@
"source": [
"destination_uri = output_config[\"gcs_destination\"][\"output_uri_prefix\"][:-1]\n",
"\n",
"! gsutil ls $destination_uri/*\n",
"! gsutil cat $destination_uri/prediction*/*.jsonl"
]
"! gcloud storage ls $destination_uri/*\n", "! gcloud storage cat $destination_uri/prediction*/*.jsonl" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1614,8 +1605,7 @@
"\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r gs://$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_tensorboard.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -511,8 +511,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
]
"! gcloud storage buckets create --location $REGION $BUCKET_URI" ]
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@gemini-code-assist gemini-code-assist bot Oct 16, 2025

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high

The gcloud storage buckets create command requires the bucket name to be specified as a URI (e.g., gs://my-bucket). It's crucial to ensure that $BUCKET_URI includes the gs:// prefix. If $BUCKET_URI does not include the gs:// prefix, the command will fail.

Consider adding the gs:// prefix to $BUCKET_URI to ensure the bucket name is correctly formatted.

! gcloud storage buckets create --location $REGION gs://$BUCKET_URI

},
{
"cell_type": "markdown",
Expand All @@ -531,8 +530,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
]
"! gcloud storage ls --all-versions --long $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1147,8 +1145,7 @@
"! 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_example.tar.gz"
]
"! gcloud storage cp custom.tar.gz $BUCKET_URI/trainer_example.tar.gz" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1357,8 +1354,7 @@
"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" ]
}
],
"metadata": {
Expand Down
12 changes: 4 additions & 8 deletions notebooks/community/ml_ops/stage2/get_started_with_tfhub_models.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -448,8 +448,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
]
"! gcloud storage buckets create --location=$REGION $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand All @@ -468,8 +467,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
]
"! gcloud storage ls --all-versions --long $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1132,8 +1130,7 @@
"! 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" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1381,8 +1378,7 @@
"delete_bucket = False\n",
"\n",
"if delete_bucket and \"BUCKET_URI\" in globals():\n",
" ! gsutil rm -r $BUCKET_URI"
]
" ! gcloud storage rm --recursive $BUCKET_URI" ]
}
],
"metadata": {
Expand Down
9 changes: 3 additions & 6 deletions notebooks/community/ml_ops/stage5/get_started_with_autoscaling.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -437,8 +437,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
]
"! gcloud storage buckets create --location $REGION $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand All @@ -457,8 +456,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
]
"! gcloud storage ls --all-versions --long $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1357,8 +1355,7 @@
"delete_bucket = True\n",
"\n",
"if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
" ! gsutil rm -r $BUCKET_URI"
]
" ! gcloud storage rm --recursive $BUCKET_URI" ]
}
],
"metadata": {
Expand Down
27 changes: 9 additions & 18 deletions notebooks/community/ml_ops/stage6/get_started_with_xgboost_model_online.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -484,8 +484,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
]
"! gcloud storage buckets create --location=$REGION $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand All @@ -504,8 +503,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
]
"! gcloud storage ls --all-versions --long $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -717,8 +715,7 @@
"with open(\"instance.yaml\", \"w\") as f:\n",
" f.write(yaml)\n",
"\n",
"! gsutil cp instance.yaml {BUCKET_URI}/instance.yaml"
]
"! gcloud storage cp instance.yaml {BUCKET_URI}/instance.yaml" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1274,30 +1271,25 @@
" + \"/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",
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medium

This command is using gcloud storage cat to read the contents of a file, but it's missing a newline character at the end. This could cause issues when parsing the output, especially if the file is large or if the parsing logic relies on complete lines.

Consider adding a newline character (\n) to the end of the gcloud storage cat command to ensure that the output is properly formatted.

" 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\n",
"\n",
"\n",
"print(\"get-vertex-model\")\n",
"artifacts = print_pipeline_output(pipeline, \"get-vertex-model\")\n",
"print(\"\\n\\n\")\n",
"output = !gsutil cat $artifacts\n",
"output = json.loads(output[0])\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 = json.loads(output[0])\n",
"output = !gcloud storage cat $artifacts\n", "output = json.loads(output[0])\n",
"endpoint_id = output[\"artifacts\"][\"endpoint\"][\"artifacts\"][0][\"metadata\"][\n",
" \"resourceName\"\n",
"]\n",
Expand Down Expand Up @@ -1404,8 +1396,7 @@
"delete_bucket = True\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
8 changes: 3 additions & 5 deletions notebooks/official/custom/get_started_with_vertex_endpoint_and_shared_vm.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -295,8 +295,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $LOCATION $BUCKET_URI"
]
"! gcloud storage buckets create --location $LOCATION $BUCKET_URI" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1203,7 +1202,7 @@
},
"outputs": [],
"source": [
"! gsutil cp gs://cloud-ml-data/img/flower_photos/daisy/100080576_f52e8ee070_n.jpg test.jpg\n",
"! gcloud storage cp gs://cloud-ml-data/img/flower_photos/daisy/100080576_f52e8ee070_n.jpg test.jpg\n",
"\n",
"import base64\n",
"\n",
Expand Down Expand Up @@ -1311,8 +1310,7 @@
"delete_bucket = False\n",
"\n",
"if delete_bucket:\n",
" ! gsutil rm -r $BUCKET_URI\n",
"\n",
" ! gcloud storage rm --recursive $BUCKET_URI\n", "\n",
"# Undeploy the models\n",
"# When you're done doing predictions, you undeploy the model from the `Endpoint` resouce. \n",
"# This deprovisions all compute resources and ends billing for the deployed model.\n",
Expand Down
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