In this article, you'll learn how to manage imported data assets from a life-cycle perspective. We learn how to modify or update auto delete settings on the data assets imported into a managed datastore (workspacemanagedstore) that Microsoft manages for the customer.
Note
Auto delete settings capability, or lifecycle management, is currently offered only through the imported data assets in managed datastore, also known as workspacemanagedstore.
Important
This feature is currently in public preview. This preview version is provided without a service-level agreement, and we don't recommend it for production workloads. Certain features might not be supported or might have constrained capabilities.
> az ml data update -n <my_imported_ds> -v <version_number> --set auto_delete_setting.value='45d'
> az ml data update -n <my_imported_ds> -v <version_number> --set auto_delete_setting.condition='created_greater_than'
from azure.ai.ml.entities import Data
from azure.ai.ml.constants import AssetTypes
name='<my_imported_ds>'
version='<version_number>'
type='mltable'
auto_delete_setting = AutoDeleteSetting(
condition='created_greater_than', value='45d'
)
my_data=Data(name=name,version=version,type=type, auto_delete_setting=auto_delete_setting)
ml_client.data.create_or_update(my_data)
These steps describe how to modify the auto delete settings of an imported data asset in workspacemanageddatastore in the Azure Machine Learning studio:
As shown in the next screenshot, under Assets in the left navigation, select Data. At the Data assets tab, select an imported data asset located in the workspacemanageddatastore
As shown in the next screenshot, the details page of the data asset has an Auto delete setting property. This property is currently active on the data asset. Verify that you have the correct Version: of the data asset selected in the drop-down, and select the pencil icon to edit the property.
To change the auto delete Condition setting, select Created greater than, and change Value to any numerical value. Then, select Save as shown in the next screenshot:
Note
At this time, the supported values range from 1 day to 3 years.
After a successful edit, you'll return to the data asset detail page. This page shows the updated values in Auto delete settings property box, as shown in the next screenshot:
Note
The auto delete setting is available only on imported data assets in a workspacemanaged datastore, as shown in the above screenshot.
Deleting/removing auto delete settings
If you don't want a specific data asset version to become part of life-cycle management, you can remove a previously configured auto delete setting.
> az ml data update -n <my_imported_ds> -v <version_number> --remove auto_delete_setting
from azure.ai.ml.entities import Data
from azure.ai.ml.constants import AssetTypes
name='<my_imported_ds>'
version='<version_number>'
type='mltable'
my_data=Data(name=name,version=version,type=type, auto_delete_setting=None)
ml_client.data.create_or_update(my_data)
These steps describe how to delete or clear the auto delete settings of an imported data asset in workspacemanageddatastore in the Azure Machine Learning studio:
As shown in this screenshot, under Assets in the left navigation, select Data. On the Data assets tab, select an imported data asset located in the workspacemanageddatastore:
As shown in the next screenshot, the details page of the data asset has an Auto delete setting property. This property is currently active on the data asset. Verify that you have the correct Version: of the data asset selected in the drop-down, and select the pencil icon to edit the property.
To delete or clear the auto delete setting, select the Clear auto delete setting trash can icon at the bottom of the page, as shown in this screenshot:
After a successful deletion, you'll return to the data asset detail page. This page shows the Auto delete settings property box, which displays None, as shown in this screenshot:
Query on the configured auto delete settings
This Azure CLI code sample shows the data assets with certain conditions, or with values configured in the auto delete settings:
> az ml data list --query '[?auto_delete_setting.\"condition\"==''created_greater_than'']'
> az ml data list --query '[?auto_delete_setting.\"value\"==''30d'']'
Coming soon: Throughout 2024 we will be phasing out GitHub Issues as the feedback mechanism for content and replacing it with a new feedback system. For more information see: https://aka.ms/ContentUserFeedback.
Azure CLI ml extension v2 (current)
