Feature: Steps could list required hyperparameters and their types for automatic hyperparameter validation

Neuraxio / Neuraxle

The world's cleanest AutoML library ✨ - Do hyperparameter tuning with the right pipeline abstractions to write clean deep learning production pipelines. Let your pipeline steps have hyperparameter spaces. Design steps in your pipeline like components. Compatible with Scikit-Learn, TensorFlow, and most other libraries, frameworks and MLOps environments.

https://www.neuraxle.org/

Apache License 2.0

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Feature: Steps could list required hyperparameters and their types for automatic hyperparameter validation #482

Closed guillaume-chevalier closed 1 year ago

guillaume-chevalier commented 3 years ago

Is your feature request related to a problem? Please describe. Some Hyperparameters may be missing and that would be great to catch that in advance.

Describe the solution you'd like Steps could describe their hyperparameters' types and names in advance so as to allow for validation. A global assertion wrapper could validate this upfront upon setupping or so.

Additional context As suggested by @joel-odlund in #478

stale[bot] commented 2 years ago

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