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Environment is an entity in the Wand Hierarchy being part of an Experiment. There are three types of environments: Training Playground, Staging, and Production representing, respectively, training step, staging step, and production step. Each of them consists of the following:

  • Pipeline (a series of blocks executed when the environment is run)
  • Environment settings
  • Outputs (artifacts generated after the environment has successfully run)
    • For training playground – the output is the AI model
    • For staging and production – the output is predictions for data samples