If we have an AzureML web service endpoint that is collecting data (for Data Drift Monitoring), does overwriting the web service endpoint with a new version of the model break links with the Dataset registered for collecting data.
The relative path to this dataset is:
<Subscription-ID>/<Resource-Group>/<Workspace>/<Webservice-Name>/<model-name>/<version>/inputs/**/inputs*.csv
If we redeploy a new version using az ml model deploy ..... --overwrite, will we need a new reference to a new Dataset for detecting Data Drift?
If we use az ml service update .., will the Dataset reference be kept intact?
Since the Dataset Asset is a simple reference to a location in a Datastore. Assuming the model version and service name does not change, the Dataset reference also will not change. If however, with every Service Update - The model version changes then adding a Dataset with Relative Path:
<Subscription-ID>/<Resource-Group>/<Workspace>/<Webservice-Name>/<model-name>/*/inputs/**/inputs*.csv
Will solve the problem. Since Data Drift is another service referencing this Dataset asset, it will keep working as expected.