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

Committee error #78

Merged
merged 3 commits into from
Feb 23, 2023
Merged

Committee error #78

merged 3 commits into from
Feb 23, 2023

Conversation

LarsSchaaf
Copy link
Collaborator

Committee error

This PR provides:

  1. A mace calculator for using mace committees as a metric for model error
    • A list of mace models can be supplied to a given calculator. The calculator returns the variance between the predictions in energy in forces as a metric for the predicted model error.
    • This method has been tested for committees, consisting of mace models trained on different random train/validation splits.
  2. A script for active learning using MD
    • As an example use case of the calculator a quick AL script is included. This simply runs MD until the predicted error reaches a set threshold.

@LarsSchaaf LarsSchaaf changed the base branch from main to develop February 13, 2023 18:35
@ilyes319 ilyes319 self-requested a review February 14, 2023 10:21
@ilyes319 ilyes319 added the enhancement New feature or request label Feb 14, 2023
@ilyes319
Copy link
Contributor

Looks good to me! @LarsSchaaf Can you provide a test following the calculator https://github.com/ACEsuit/mace/blob/main/tests/test_calculator.py ?

@ilyes319 ilyes319 merged commit 3d6b2d2 into ACEsuit:develop Feb 23, 2023
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
enhancement New feature or request
Projects
None yet
Development

Successfully merging this pull request may close these issues.

2 participants