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add basic scale to zero notebook #47

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@dulayjm dulayjm commented Feb 22, 2025

Issue #, if available:

Description of changes:

Core Issue

The “scale-to-zero” autoscaling ManagedInstanceScaling introduced in the AWS blog does not work on endpoint models. Rather, it integrates only with inference components which are a new and separate abstraction from the rest of the SageMaker SDK. This leads to:

  • No integration with traditional SageMaker inference endpoints
  • No automatic integration with CloudWatch
  • No automatic integration with auto scaling
  • Broken integration with the AWS SageMaker Console.

Solution Overview

  • Create an endpoint config and endpoint without a model
  • Create a model without deploying to endpoint
  • Create instance component from the model
  • Attach the instance component to the endpoint
  • Manually configure CloudWatch and autoscaling

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