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Hi,
Thanks for using AWS Sagemaker.
I understand that you would like to know why Sagemaker data quality monitor job is generating new baseline constraint even when you have provided a baseline constraints file.
SageMaker Data Quality Monitor may be creating a new baseline constraint rather than utilising the current file for a number of reasons. Verify that the restrictions are defined correctly, the file location is valid, and the format adheres to the required schema. Furthermore, confirm that the baseline constraint file you're using in your monitoring settings is the proper one.
To further understand the issue more in depth as I have limited visibility on your setup, I'd recommend you to reach to AWS Support by creating a support case[2], please provide more context about your data quality monitoring setup, including details about the provided baseline constraints file, the type of data being analyzed, and any relevant configuration settings for the data quality monitoring job.
References
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[+] Open a support case with AWS using the link: https://console.aws.amazon.com/support/home?#/case/create