Road to Declarative Usage

[danrgll]

Pipeline Space defined via yaml:

• [x] Hyperparameters are supported
• [ ] Architecture Parameters are not yet supported (See #66 )
  • see, example on how to use grammar search spaces with YAMLs [TODO]
  • Low priority until it's needed by someone or we have a clean Architecture Parameters setup that we can understand.
  • TODO: Write up a simple example python file which we would like to be able to pass in and use.
• [ ] User Feedback: Store pipeline_space into yaml file with full description (See #84 )

neps.run arguments defined via yaml (using 'run_args'):

• [x] All arguments can be loaded via a yaml file (See #61 )

• Current Limitations:

  • [x] Strict usage of 'run_args' (See #67 )
  • [x] Missing documentation for Declarative Usage (See #68 )
  • [x] Enable argument modification for custom optimizer class that has been loaded via yaml (See #69 )
  • [ ] ConfigSpace currently not supported via yaml
  • Not an intended usage
  • [x] Using Custom optimizer via yaml currently only works if pipeline_space is also provided via yaml (See #87 )

• Improvements:

  • [x] Standardize yaml definitions for custom optimizer configurations (See #70 )
  • [x] Enable optional consolidation of multiple yaml files into one (See #73 )

Follow-up feature:

• [ ] #74

Miscellaneous:

• [x] #86