Amazon SageMaker Model Monitor prebuilt container - Amazon SageMaker

Amazon SageMaker Model Monitor prebuilt container

SageMaker provides a built-in image called sagemaker-model-monitor-analyzer that provides you with a range of model monitoring capabilities, including constraint suggestion, statistics generation, constraint validation against a baseline, and emitting Amazon CloudWatch metrics. This image is based on Spark and is built with Deequ.

Note

You can not pull the built-in sagemaker-model-monitor-analyzer image directly. You can use the sagemaker-model-monitor-analyzer image when you submit a baseline processing or monitoring job using one of the AWS SDKs.

Use the SageMaker Python SDK (see image_uris.retrieve in the SageMaker Python SDK reference guide) to generate the ECR image URI for you, or specify the ECR image URI directly. The prebuilt image for SageMaker Model Monitor can be accessed as follows:

<ACCOUNT_ID>.dkr.ecr.<REGION_NAME>.amazonaws.com/sagemaker-model-monitor-analyzer

For example: 159807026194.dkr.ecr.us-west-2.amazonaws.com/sagemaker-model-monitor-analyzer

If you are in an AWS region in China, the prebuilt images for SageMaker Model Monitor can be accessed as follows:

<ACCOUNT_ID>.dkr.ecr.<REGION_NAME>.amazonaws.com.cn/sagemaker-model-monitor-analyzer

The following table lists the supported values for account IDs and corresponding AWS Region names.

ACCOUNT_ID REGION_NAME
156813124566 us-east-1
777275614652 us-east-2
890145073186 us-west-1
159807026194 us-west-2
875698925577 af-south-1
001633400207 ap-east-1
574779866223 ap-northeast-1
709848358524 ap-northeast-2
990339680094 ap-northeast-3
126357580389 ap-south-1
245545462676 ap-southeast-1
563025443158 ap-southeast-2
536280801234 ca-central-1
453000072557 cn-north-1
453252182341 cn-northwest-1
048819808253 eu-central-1
895015795356 eu-north-1
933208885752 eu-south-1
468650794304 eu-west-1
749857270468 eu-west-2
680080141114 eu-west-3
607024016150 me-south-1
539772159869 sa-east-1
362178532790 us-gov-west-1

To write your own analysis container, see the container contract described in Customize monitoring.