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Make Step-by-Step Guide for adding a new algorithm to EngiOpt #59

@markfuge

Description

@markfuge

Elements we need:

  • What is the documentation for each algorithm
  • How to correctly do the logging (e.g., WandB)
  • Good example script or template/skeleton code -- one candidate is the conditional GAN code.
  • How to create an evaluation script
  • How to handle multiple components or more complex models (e.g., VQ-GAN) -- what are best practices for this.
  • Hyper-parameter naming conventions.

Scope:

  • Make a CONTRIBUTING.md file and add the above as Markdown headings with examples.
  • Make a template folder in engiopt source that provides a starting point.

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