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Hi, given the level of customization required by your use case, looking at the BYOC scenario for SageMaker Model Monitor is a valid option (https://docs.aws.amazon.com/sagemaker/latest/dg/model-monitor-byoc-containers.html). I also understand that this is more complex to achieve compared to using a pre-built image, but hopefully the following resources can help.
BYOC examples for model monitor https://github.com/aws-samples/detecting-data-drift-in-nlp-using-amazon-sagemaker-custom-model-monitor https://github.com/aws-samples/sagemaker-model-monitor-bring-your-own-container
Library used in the built-in Model Monitor container https://github.com/awslabs/deequ
Hope this helps.
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