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SageMaker Model Hosting L2 Constructs

petermeansrock opened this issue · comments

commented

Description

"Amazon SageMaker provides every developer and data scientist with the ability to build, train, and deploy machine learning models quickly. Amazon SageMaker is a fully-managed service that covers the entire machine learning workflow to label and prepare your data, choose an algorithm, train the model, tune and optimize it for deployment, make predictions, and take action. Your models get to production faster with much less effort and lower cost."

This RFC will specifically target the delivery of an L2 construct for a SageMaker Endpoint resource which represents a hosted endpoint for real-time inference. As an endpoint itself depends on other resources, this RFC will extend to the following SageMaker resources as well:

  • EndpointConfig
  • Model

Note: The additional authors listed below contributed to the design of CDK implementation PR 6107 (which has been newly re-created in PR 20113), but are not currently engaged on the drafting of this RFC.

Roles

Role User
Proposed by @petermeansrock
Author(s) @petermeansrock, @mattmcclean, @l2yao, @jetterdj, @foxpro24, @rangoju
API Bar Raiser @kaizencc
Stakeholders TBD

See RFC Process for details

Workflow

  • Tracking issue created (label: status/proposed)
  • API bar raiser assigned (ping us at #aws-cdk-rfcs if needed)
  • Kick off meeting
  • RFC pull request submitted (label: status/review)
  • Community reach out (via Slack and/or Twitter)
  • API signed-off (label api-approved applied to pull request)
  • Final comments period (label: status/final-comments-period)
  • Approved and merged (label: status/approved)
  • Execution plan submitted (label: status/planning)
  • Plan approved and merged (label: status/implementing)
  • Implementation complete (label: status/done)

Author is responsible to progress the RFC according to this checklist, and
apply the relevant labels to this issue so that the RFC table in README gets
updated.

commented

Per @kaizencc from aws/aws-cdk#22886:

Yay @petermeansrock, thanks for all your hard work and quick turn around time! This looks good to me, and means that your RFC design is fully implemented. Congrats! If you are willing/interested, it will be interesting to see what kind of usage + issues we get on this new L2 library and would be great to have your continued participation on those issues as they come in! I may try to ping you...

Marking this issue as completed. Thanks for all the help, Kaizen (as well as other RFC feedback providers)!