BriefsWorkflowAvailable now
AWS shared a CDK construct for SageMaker AI endpoint auto scaling
A custom AWS CDK construct automates deregistering and registering auto scaling during Amazon SageMaker AI real-time endpoint updates.
Summary
Updating Amazon SageMaker AI real-time endpoints through AWS CloudFormation or AWS CDK fails because SageMaker requires scalable targets to be deregistered first. AWS shared a reusable CDK construct that uses custom resources to handle this workflow automatically. The implementation code is available on GitHub.
What changed
- SageMaker AI requires scalable targets to be deregistered before real-time endpoint updates.
- AWS published a CDK construct to automate auto scaling registration during updates.
- The deployment includes three custom resources, two Step Functions state machines, and twelve Lambda functions.
- The sample code is available in the sample-sagemaker-endpoint-autoscaling GitHub repository.
Availability
Available now“The source code is available in the linked GitHub repository .”
Founder takeaway
Teams deploying SageMaker AI endpoints with AWS CDK can use this open source code to prevent CloudFormation deployment failures during configuration updates.
Source
Researched and drafted with AI from the official sources above, then checked automatically before publishing. Spotted a mistake? Tell us.
Related
More briefs
LangChain open-sources its AI paid media agent
LangChain details the architecture and technical lessons behind its open-source paid media agent that manages advertising campaigns.
LangChain1 min read
Supabase adds Make integration for AI agents and workflows
Connect your Supabase account to Make to let automation workflows and AI agents query databases, read logs, and deploy Edge Functions.
Supabase1 min read
AWS details distributed PyTorch training with Ray Train DLCs and EFA on EKS
AWS published a guide on running distributed PyTorch training on Amazon EKS using Ray Train Deep Learning Containers and Elastic Fabric Adapter.
AWS1 min read
One email, every Monday
Briefs are published here through the day. Monday Heist is the email: one useful AI workflow, the files to use it, and the catch. The first issue is being prepared; subscribers get it first. Free, and you can leave in one click.
One email. Every Monday.