Tracking the lineage between Amazon SageMaker endpoint model and Model Monitor captured data

Question

I have an Amazon SageMaker endpoint with A1, a model with data capture activated, and I want to update the endpoint with A2, a new model.

How do I track the Model Monitor Data Capture that captured data in Amazon S3, and identify which data referred to model A1 and which data referred to model A2?

Accepted Answer

using boto3:    
when you update the model endpoint, you need to create a new `EndpointConfig` where you specify a new `s3 uri` where data capture will be stored and thats how you can see different data captures from different versions of the model.

https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_UpdateEndpoint.html

https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_CreateEndpointConfig.html

Answer

When you update the model endpoint (using boto3), you must to create a new EndpointConfig where you specify a new Amazon S3 URI. The new Amazon S3 URI is where the data capture will be stored so that you can see different data captures from different versions of the model.

For more information, see the following:
https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_UpdateEndpoint.html
https://docs.aws.amazon.com/sagemaker/latest/APIReference/API_CreateEndpointConfig.html

Tracking the lineage between Amazon SageMaker endpoint model and Model Monitor captured data

Contenuto pertinente