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

Migrate gsutil usage to gcloud storage #4336

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afb31e9
Migrate gsutil usage to gcloud storage
googlyrahman Oct 17, 2025
3c6d8f0
Manual Changes
bhandarivijay-png Dec 11, 2025
8388a1e
Merge pull request #29 from bhandarivijay-png/ai-gsutil-migration-bd6…
gurusai-voleti Dec 22, 2025
2bc5e88
removed model garden changes
bhandarivijay-png Dec 22, 2025
1ac227a
Merge pull request #91 from bhandarivijay-png/ai-gsutil-migration-bd6…
gurusai-voleti Dec 22, 2025
44f5a68
Update model_garden_llama3_1_finetuning_with_workbench.ipynb
gurusai-voleti Dec 22, 2025
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12 changes: 4 additions & 8 deletions notebooks/community/gapic/automl/showcase_automl_image_classification_online_proxy.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -721,12 +721,10 @@
"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 @@ -1342,8 +1340,7 @@
},
"outputs": [],
"source": [
"test_item = !gsutil cat $IMPORT_FILE | head -n1\n",
"if len(str(test_item[0]).split(\",\")) == 3:\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",
" test_item, test_label = str(test_item[0]).split(\",\")\n",
Expand Down Expand Up @@ -1747,8 +1744,7 @@
" 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
30 changes: 10 additions & 20 deletions notebooks/community/gapic/automl/showcase_automl_tabular_classification_batch.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -421,8 +421,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
]
"! gcloud storage buckets create --location $REGION $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand All @@ -441,8 +440,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
]
"! gcloud storage ls --all-versions --long $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -810,14 +808,11 @@
},
"outputs": [],
"source": [
"count = ! gsutil cat $IMPORT_FILE | wc -l\n",
"print(\"Number of Examples\", int(count[0]))\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",
"\n",
"heading = ! gsutil cat $IMPORT_FILE | head -n1\n",
"label_column = str(heading).split(\",\")[-1].split(\"'\")[0]\n",
"! gcloud storage cat $IMPORT_FILE | head\n", "\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",
" raise Exception(\"label column missing\")"
Expand Down Expand Up @@ -1363,8 +1358,7 @@
" f.write(str(INSTANCE_2) + \"\\n\")\n",
"\n",
"print(gcs_input_uri)\n",
"! gsutil cat $gcs_input_uri"
]
"! gcloud storage cat $gcs_input_uri" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1632,8 +1626,7 @@
"source": [
"def get_latest_predictions(gcs_out_dir):\n",
" \"\"\" Get the latest prediction subfolder using the timestamp in the subfolder name\"\"\"\n",
" folders = !gsutil ls $gcs_out_dir\n",
" latest = \"\"\n",
" folders = !gcloud storage ls $gcs_out_dir\n", " latest = \"\"\n",
" for folder in folders:\n",
" subfolder = folder.split(\"/\")[-2]\n",
" if subfolder.startswith(\"prediction-\"):\n",
Expand All @@ -1650,10 +1643,8 @@
" raise Exception(\"Batch Job Failed\")\n",
" else:\n",
" folder = get_latest_predictions(predictions)\n",
" ! gsutil ls $folder/prediction*.csv\n",
"\n",
" ! gsutil cat $folder/prediction*.csv\n",
" break\n",
" ! gcloud storage ls $folder/prediction*.csv\n", "\n",
" ! gcloud storage cat $folder/prediction*.csv\n", " break\n",
" time.sleep(60)"
]
},
Expand Down Expand Up @@ -1747,8 +1738,7 @@
" 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
30 changes: 10 additions & 20 deletions notebooks/community/gapic/automl/showcase_automl_text_classification_batch.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -421,8 +421,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
]
"! gcloud storage buckets create --location $REGION $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand All @@ -441,8 +440,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
]
"! gcloud storage ls --all-versions --long $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -881,12 +879,10 @@
"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 @@ -1314,8 +1310,7 @@
},
"outputs": [],
"source": [
"test_items = ! gsutil cat $IMPORT_FILE | head -n2\n",
"if len(test_items[0]) == 3:\n",
"test_items = ! gcloud storage cat $IMPORT_FILE | head -n2\n", "if len(test_items[0]) == 3:\n",
" _, test_item_1, test_label_1 = str(test_items[0]).split(\",\")\n",
" _, test_item_2, test_label_2 = str(test_items[1]).split(\",\")\n",
"else:\n",
Expand Down Expand Up @@ -1371,8 +1366,7 @@
" f.write(json.dumps(data) + \"\\n\")\n",
"\n",
"print(gcs_input_uri)\n",
"! gsutil cat $gcs_input_uri"
]
"! gcloud storage cat $gcs_input_uri" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1644,8 +1638,7 @@
"source": [
"def get_latest_predictions(gcs_out_dir):\n",
" \"\"\" Get the latest prediction subfolder using the timestamp in the subfolder name\"\"\"\n",
" folders = !gsutil ls $gcs_out_dir\n",
" latest = \"\"\n",
" folders = !gcloud storage ls $gcs_out_dir\n", " latest = \"\"\n",
" for folder in folders:\n",
" subfolder = folder.split(\"/\")[-2]\n",
" if subfolder.startswith(\"prediction-\"):\n",
Expand All @@ -1662,10 +1655,8 @@
" raise Exception(\"Batch Job Failed\")\n",
" else:\n",
" folder = get_latest_predictions(predictions)\n",
" ! gsutil ls $folder/prediction*.jsonl\n",
"\n",
" ! gsutil cat $folder/prediction*.jsonl\n",
" break\n",
" ! gcloud storage ls $folder/prediction*.jsonl\n", "\n",
! gcloud storage cat $folder/prediction*.jsonl\n", " break\n",
" time.sleep(60)"
]
},
Expand Down Expand Up @@ -1759,8 +1750,7 @@
" 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
30 changes: 10 additions & 20 deletions notebooks/community/gapic/automl/showcase_automl_text_multi-label_classification_batch.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -421,8 +421,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
]
"! gcloud storage buckets create --location=$REGION $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand All @@ -441,8 +440,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
]
"! gcloud storage ls --all-versions --long $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -881,12 +879,10 @@
"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 @@ -1314,8 +1310,7 @@
},
"outputs": [],
"source": [
"test_items = ! gsutil cat $IMPORT_FILE | head -n2\n",
"\n",
"test_items = ! gcloud storage cat $IMPORT_FILE | head -n2\n", "\n",
"cols_1 = str(test_items[0]).split(\",\")\n",
"cols_2 = str(test_items[1]).split(\",\")\n",
"test_item_1 = cols_1[0]\n",
Expand Down Expand Up @@ -1372,8 +1367,7 @@
" f.write(json.dumps(data) + \"\\n\")\n",
"\n",
"print(gcs_input_uri)\n",
"! gsutil cat $gcs_input_uri"
]
"! gcloud storage cat $gcs_input_uri" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1645,8 +1639,7 @@
"source": [
"def get_latest_predictions(gcs_out_dir):\n",
" \"\"\" Get the latest prediction subfolder using the timestamp in the subfolder name\"\"\"\n",
" folders = !gsutil ls $gcs_out_dir\n",
" latest = \"\"\n",
" folders = !gcloud storage ls $gcs_out_dir\n", " latest = \"\"\n",
" for folder in folders:\n",
" subfolder = folder.split(\"/\")[-2]\n",
" if subfolder.startswith(\"prediction-\"):\n",
Expand All @@ -1663,10 +1656,8 @@
" raise Exception(\"Batch Job Failed\")\n",
" else:\n",
" folder = get_latest_predictions(predictions)\n",
" ! gsutil ls $folder/prediction*.jsonl\n",
"\n",
" ! gsutil cat $folder/prediction*.jsonl\n",
" break\n",
" ! gcloud storage ls $folder/prediction*.jsonl\n", "\n",
" ! gcloud storage cat $folder/prediction*.jsonl\n", " break\n",
" time.sleep(60)"
]
},
Expand Down Expand Up @@ -1760,8 +1751,7 @@
" 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
30 changes: 10 additions & 20 deletions notebooks/community/gapic/automl/showcase_automl_text_sentiment_analysis_batch.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -421,8 +421,7 @@
},
"outputs": [],
"source": [
"! gsutil mb -l $REGION $BUCKET_NAME"
]
"! gcloud storage buckets create --location $REGION $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand All @@ -441,8 +440,7 @@
},
"outputs": [],
"source": [
"! gsutil ls -al $BUCKET_NAME"
]
"! gcloud storage ls --all-versions --long $BUCKET_NAME" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -883,12 +881,10 @@
"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 @@ -1316,8 +1312,7 @@
},
"outputs": [],
"source": [
"test_items = ! gsutil cat $IMPORT_FILE | head -n2\n",
"\n",
"test_items = ! gcloud storage cat $IMPORT_FILE | head -n2\n", "\n",
"if len(test_items[0]) == 4:\n",
" _, test_item_1, test_label_1, _ = str(test_items[0]).split(\",\")\n",
" _, test_item_2, test_label_2, _ = str(test_items[1]).split(\",\")\n",
Expand Down Expand Up @@ -1375,8 +1370,7 @@
" f.write(json.dumps(data) + \"\\n\")\n",
"\n",
"print(gcs_input_uri)\n",
"! gsutil cat $gcs_input_uri"
]
"! gcloud storage cat $gcs_input_uri" ]
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -1643,8 +1637,7 @@
"source": [
"def get_latest_predictions(gcs_out_dir):\n",
" \"\"\" Get the latest prediction subfolder using the timestamp in the subfolder name\"\"\"\n",
" folders = !gsutil ls $gcs_out_dir\n",
" latest = \"\"\n",
" folders = !gcloud storage ls $gcs_out_dir\n", " latest = \"\"\n",
" for folder in folders:\n",
" subfolder = folder.split(\"/\")[-2]\n",
" if subfolder.startswith(\"prediction-\"):\n",
Expand All @@ -1661,10 +1654,8 @@
" raise Exception(\"Batch Job Failed\")\n",
" else:\n",
" folder = get_latest_predictions(predictions)\n",
" ! gsutil ls $folder/prediction*.jsonl\n",
"\n",
" ! gsutil cat $folder/prediction*.jsonl\n",
" break\n",
" ! gcloud storage ls $folder/prediction*.jsonl\n", "\n",
" ! gcloud storage cat $folder/prediction*.jsonl\n", " break\n",
" time.sleep(60)"
]
},
Expand Down Expand Up @@ -1758,8 +1749,7 @@
" 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
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