Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

New search space def #123

Merged
merged 6 commits into from
Apr 18, 2024
Merged

Conversation

perib
Copy link
Collaborator

@perib perib commented Apr 18, 2024

[please review the Contribution Guidelines prior to submitting your pull request. go ahead and delete this line if you've already reviewed said guidelines.]

What does this PR do?

fixes and tweaks several things related to the new search space API

  1. graph and tree search spaces are now randomly initialized with random number of nodes.
  2. added a function to flatten all search spaces into a graphpipeline.
  3. implemented the new search space API into the steady-state estimator
  4. edited the configuration spaces to include conditional hyperparameters. tweaked some search spaces. I changed some search spaces to match the search spaces in autosklearn.
  5. added a function parameter to EstimatorNode that can parse parameter dictionaries and return a new dictionary to be used for the estimator.
  6. implemented some search spaces using a wrapper search spaces. Perhaps we can include more meta-estimators this way? (Gradient boosting, etc)

@perib perib merged commit 244e897 into EpistasisLab:search_space_api Apr 18, 2024
1 check failed
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

1 participant