Classes and Components

The SageWorks Classes are organized to work in concert with AWS Services. This page gives more details on the current classes and class hierarchies.

SageWorks classes encapsulate, organize, and manage sets of AWS Services.

Class Hierarchies

• Artifacts

  • DataLoader
  • DataSource
  • FeatureSet
  • Model
  • Endpoint

• Transforms

  • DataSource to DataSource
    • Heavy
      • AWS Glue Jobs
      • AWS EMR Serverless
    • Light
      • Local/Laptop
      • Lambdas
      • StepFunctions
  • DataSource to FeatureSet
    • Heavy/Light (see above breakout)
  • FeatureSet to FeatureSet
    • Heavy/Light (see above breakout)
  • FeatureSet to Model
  • Model to Endpoint