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Merged
gericdong merged 9 commits into from
Dec 24, 2025
Merged

Migrate gsutil usage to gcloud storage #4319

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b2961a2
Migrate gsutil usage to gcloud storage
googlyrahman Oct 16, 2025
d7362fc
changes for 4319
gurusai-voleti Dec 12, 2025
242a45b
changes for 4319
gurusai-voleti Dec 12, 2025
a5663a1
Apply automated linter fixes
gurusai-voleti Dec 16, 2025
f37a2cf
remove unused import
gurusai-voleti Dec 16, 2025
7d21037
Merge pull request #47 from gurusai-voleti/br_4319
googlyrahman Dec 17, 2025
ff7f63c
removed model_garden changes
gurusai-voleti Dec 22, 2025
37a7aa3
Merge pull request #87 from gurusai-voleti/br_4319
gurusai-voleti Dec 22, 2025
33bd1df
Update model_garden_pytorch_mixtral_peft_tuning.ipynb
gurusai-voleti Dec 22, 2025
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95 changes: 47 additions & 48 deletions notebooks/community/migration/UJ6 legacy AutoML Natural Language Text Classification.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -109,27 +109,27 @@
"id": "Af0jTPSgl9yh"
},
"source": [
"## Before you begin\r\n",
"\r\n",
"### GPU run-time\r\n",
"\r\n",
"*Make sure you're running this notebook in a GPU runtime if you have that option. In Colab, select* **Runtime > Change Runtime Type > GPU**\r\n",
"\r\n",
"### Set up your GCP project\r\n",
"\r\n",
"**The following steps are required, regardless of your notebook environment.**\r\n",
"\r\n",
"1. [Select or create a GCP project](https://console.cloud.google.com/cloud-resource-manager). When you first create an account, you get a $300 free credit towards your compute/storage costs.\r\n",
"\r\n",
"2. [Make sure that billing is enabled for your project.](https://cloud.google.com/billing/docs/how-to/modify-project)\r\n",
"\r\n",
"3. [Enable the AutoML APIs and Compute Engine APIs.](https://console.cloud.google.com/flows/enableapi?apiid=ml.googleapis.com,compute_component)\r\n",
"\r\n",
"4. [Google Cloud SDK](https://cloud.google.com/sdk) is already installed in AutoML Notebooks.\r\n",
"\r\n",
"5. Enter your project ID in the cell below. Then run the cell to make sure the\r\n",
"Cloud SDK uses the right project for all the commands in this notebook.\r\n",
"\r\n",
"## Before you begin\n",
"\n",
"### GPU run-time\n",
"\n",
"*Make sure you're running this notebook in a GPU runtime if you have that option. In Colab, select* **Runtime > Change Runtime Type > GPU**\n",
"\n",
"### Set up your GCP project\n",
"\n",
"**The following steps are required, regardless of your notebook environment.**\n",
"\n",
"1. [Select or create a GCP project](https://console.cloud.google.com/cloud-resource-manager). When you first create an account, you get a $300 free credit towards your compute/storage costs.\n",
"\n",
"2. [Make sure that billing is enabled for your project.](https://cloud.google.com/billing/docs/how-to/modify-project)\n",
"\n",
"3. [Enable the AutoML APIs and Compute Engine APIs.](https://console.cloud.google.com/flows/enableapi?apiid=ml.googleapis.com,compute_component)\n",
"\n",
"4. [Google Cloud SDK](https://cloud.google.com/sdk) is already installed in AutoML Notebooks.\n",
"\n",
"5. Enter your project ID in the cell below. Then run the cell to make sure the\n",
"Cloud SDK uses the right project for all the commands in this notebook.\n",
"\n",
"**Note**: Jupyter runs lines prefixed with `!` as shell commands, and it interpolates Python variables prefixed with `$` into these commands."
]
},
Expand Down Expand Up @@ -240,11 +240,11 @@
"id": "h_L3MRsOmYED"
},
"source": [
"### Authenticate your GCP account\r\n",
"\r\n",
"**If you are using AutoML Notebooks**, your environment is already\r\n",
"authenticated. Skip this step.\r\n",
"\r\n",
"### Authenticate your GCP account\n",
"\n",
"**If you are using AutoML Notebooks**, your environment is already\n",
"authenticated. Skip this step.\n",
"\n",
"*Note: If you are on an AutoML notebook and run the cell, the cell knows to skip executing the authentication steps.*"
]
},
Expand Down Expand Up @@ -336,7 +336,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION gs://$BUCKET_NAME"
"! gcloud storage buckets create --location=$REGION gs://$BUCKET_NAME"
]
},
{
Expand All @@ -356,7 +356,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al gs://$BUCKET_NAME"
"! gcloud storage ls --all-versions --long gs://$BUCKET_NAME"
]
},
{
Expand Down Expand Up @@ -391,7 +391,6 @@
"outputs": [],
"source": [
"import json\n",
"import time\n",
"\n",
"from google.cloud import automl\n",
"from google.protobuf.json_format import MessageToJson"
Expand Down Expand Up @@ -483,7 +482,7 @@
},
"outputs": [],
"source": [
"! gsutil cat $IMPORT_FILE | head -n 10"
"! gcloud storage cat $IMPORT_FILE | head -n 10"
]
},
{
Expand Down Expand Up @@ -1140,7 +1139,7 @@
},
"outputs": [],
"source": [
"test_item = ! gsutil cat $IMPORT_FILE | head -n1\n",
"test_item = ! gcloud storage cat $IMPORT_FILE | head -n1\n",
"test_item, test_label = str(test_item[0]).split(\",\")\n",
"\n",
"print(test_item, test_label)"
Expand Down Expand Up @@ -1175,8 +1174,8 @@
},
"outputs": [],
"source": [
"! gsutil cat $gcs_input_uri\n",
"! gsutil cat $test_item_uri"
"! gcloud storage cat $gcs_input_uri\n",
"! gcloud storage cat $test_item_uri"
]
},
{
Expand Down Expand Up @@ -1309,9 +1308,9 @@
"id": "771dDuKzg8Mk"
},
"source": [
"*Example output*:\r\n",
"```\r\n",
"{}\r\n",
"*Example output*:\n",
"```\n",
"{}\n",
"```"
]
},
Expand All @@ -1325,8 +1324,8 @@
"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"
]
},
{
Expand Down Expand Up @@ -1409,9 +1408,9 @@
"id": "CZ-62obNmBNc"
},
"source": [
"*Example output*:\r\n",
"```\r\n",
"{}\r\n",
"*Example output*:\n",
"```\n",
"{}\n",
"```"
]
},
Expand Down Expand Up @@ -1441,7 +1440,7 @@
},
"outputs": [],
"source": [
"test_item = ! gsutil cat $IMPORT_FILE | head -n1\n",
"test_item = ! gcloud storage cat $IMPORT_FILE | head -n1\n",
"test_item, test_label = str(test_item[0]).split(\",\")"
]
},
Expand Down Expand Up @@ -1599,11 +1598,11 @@
"id": "bQ-VVaSxJjkd"
},
"source": [
"# Cleaning up\r\n",
"\r\n",
"To clean up all GCP resources used in this project, you can [delete the GCP\r\n",
"project](https://cloud.google.com/resource-manager/docs/creating-managing-projects#shutting_down_projects) you used for the tutorial.\r\n",
"\r\n",
"# Cleaning up\n",
"\n",
"To clean up all GCP resources used in this project, you can [delete the GCP\n",
"project](https://cloud.google.com/resource-manager/docs/creating-managing-projects#shutting_down_projects) you used for the tutorial.\n",
"\n",
"Otherwise, you can delete the individual resources you created in this tutorial."
]
},
Expand Down Expand Up @@ -1635,7 +1634,7 @@
"\n",
"\n",
"if delete_bucket and \"BUCKET_NAME\" in globals():\n",
" ! gsutil rm -r gs://$BUCKET_NAME"
" ! gcloud storage rm --recursive gs://$BUCKET_NAME"
]
}
],
Expand Down
8 changes: 4 additions & 4 deletions notebooks/community/ml_ops/stage2/get_started_bqml_training.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -435,7 +435,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -455,7 +455,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -850,7 +850,7 @@
"! bq extract -m $param\n",
"\n",
"MODEL_DIR = f\"{BUCKET_URI}/{BQ_DATASET_NAME}\"\n",
"! gsutil ls $MODEL_DIR"
"! gcloud storage ls $MODEL_DIR"
]
},
{
Expand Down Expand Up @@ -1398,7 +1398,7 @@
"delete_storage = False\n",
"if delete_storage or os.getenv(\"IS_TESTING\"):\n",
" # Delete the created GCS bucket\n",
" ! gsutil rm -r $BUCKET_URI"
" ! gcloud storage rm --recursive $BUCKET_URI"
]
}
],
Expand Down
24 changes: 12 additions & 12 deletions notebooks/community/ml_ops/stage3/get_started_with_dataflow_pipeline_components.ipynb
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Expand Up @@ -462,7 +462,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand All @@ -482,7 +482,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_URI"
"! gcloud storage ls --all-versions --long $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -552,9 +552,9 @@
},
"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 @@ -801,9 +801,9 @@
"outputs": [],
"source": [
"GCS_WC_PY = BUCKET_URI + \"/wc.py\"\n",
"! gsutil cp wc.py $GCS_WC_PY\n",
"! gcloud storage cp wc.py $GCS_WC_PY\n",
"GCS_REQUIREMENTS_TXT = BUCKET_URI + \"/requirements.txt\"\n",
"! gsutil cp requirements.txt $GCS_REQUIREMENTS_TXT\n",
"! gcloud storage cp requirements.txt $GCS_REQUIREMENTS_TXT\n",
"\n",
"GCS_WC_OUT = BUCKET_URI + \"/wc_out.txt\""
]
Expand Down Expand Up @@ -872,7 +872,7 @@
"\n",
"pipeline.run()\n",
"\n",
"! gsutil cat {GCS_WC_OUT}* | head -n10\n",
"! gcloud storage cat {GCS_WC_OUT}* | head -n10\n",
"\n",
"! rm -f dataflow_wc.json wc.py requirements.txt"
]
Expand Down Expand Up @@ -1097,11 +1097,11 @@
"outputs": [],
"source": [
"GCS_SPLIT_PY = BUCKET_URI + \"/split.py\"\n",
"! gsutil cp split.py $GCS_SPLIT_PY\n",
"! gcloud storage cp split.py $GCS_SPLIT_PY\n",
"GCS_REQUIREMENTS_TXT = BUCKET_URI + \"/requirements.txt\"\n",
"! gsutil cp requirements.txt $GCS_REQUIREMENTS_TXT\n",
"! gcloud storage cp requirements.txt $GCS_REQUIREMENTS_TXT\n",
"GCS_SETUP_PY = BUCKET_URI + \"/setup.py\"\n",
"! gsutil cp setup.py $GCS_SETUP_PY"
"! gcloud storage cp setup.py $GCS_SETUP_PY"
]
},
{
Expand Down Expand Up @@ -1202,7 +1202,7 @@
"\n",
"pipeline.run()\n",
"\n",
"! gsutil ls {BUCKET_URI}/exported_data\n",
"! gcloud storage ls {BUCKET_URI}/exported_data\n",
"\n",
"! rm -f dataflow_split.json split.py requirements.txt"
]
Expand Down Expand Up @@ -1258,7 +1258,7 @@
"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
8 changes: 4 additions & 4 deletions notebooks/community/ml_ops/stage4/get_started_with_vertex_ml_metadata.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -357,7 +357,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_URI"
"! gcloud storage buckets create --location=$REGION $BUCKET_URI"
]
},
{
Expand Down Expand Up @@ -427,9 +427,9 @@
},
"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 @@ -1386,7 +1386,7 @@
"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
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