MLOps on Sagemaker

Setup

Install uv before running.

• If you are using AWS SSO, you can activate your profile by running the following command:

  # AWS_PROFILE=sandbox
  aws configure sso --profile sandbox
  # OR
  aws sso login --profile sandbox

• Setup Infra

  # Bootstrap the CDK environment
  ./run cdk-bootstrap
  
  # Deploy the CDK stack
  # This will create the S3 bucket and SageMaker domain
  ./run cdk-deploy

• Create a .env file and add

  • COMET_API_KEY, COMET_PROJECT_NAME
  • S3_BUCKET_NAME, SAGEMAKER_EXECUTION_ROLE, SQS_QUEUE_URL

• Run the Pipeline:

  # to run the pipeline with SageMaker
  ./run pipeline
  
  # to run the pipeline locally
  ./run pipeline --local

https://github.com/aws/amazon-sagemaker-examples/tree/main

Contributing

If you find any problems with the code or have any ideas on improving it, please open an issue and share your recommendations.