Every step defines a separate type of execution such as training or evaluation.

You run a step by creating an execution that implements that step.

Here is an overview of the valid step properties:

  • name: name of the step such as “feature-extraction” or “model-training”
  • image: Docker image that will be used as the runtime environment
  • command: one or more commands that are ran during execution
  • parameters: (optional) valid parameters that can be passed to the commands
  • inputs: (optional) files available during execution
  • environment: (optional) environment slug that specifies hardware and geolocation
  • environment-variables: (optional) define runtime environment variables