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Add Automitigator that can identify mitigations by searching. #56

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merged 12 commits into from
Dec 17, 2023

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yrajas
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@yrajas yrajas commented Nov 10, 2023

  • Uses FLAML to define a search space of all possible mitigations.
  • Searches mitigation configurations from the search space and applies those mitigations to the dataset.
  • Evaluates different configurations in accordance with the time/number of searches constraints to identify the best sequence of mitigations and AutoML model.

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codecov bot commented Nov 10, 2023

Codecov Report

Attention: 5 lines in your changes are missing coverage. Please review.

Comparison is base (4d0a9e9) 96.25% compared to head (8027c77) 96.34%.

Files Patch % Lines
raimitigations/automitigator/evaluator.py 95.29% 4 Missing ⚠️
raimitigations/automitigator/automitigator.py 97.61% 1 Missing ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main      #56      +/-   ##
==========================================
+ Coverage   96.25%   96.34%   +0.09%     
==========================================
  Files          49       55       +6     
  Lines        4516     4738     +222     
==========================================
+ Hits         4347     4565     +218     
- Misses        169      173       +4     

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@yrajas yrajas marked this pull request as ready for review November 10, 2023 22:25
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@yrajas yrajas merged commit ad0445e into main Dec 17, 2023
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2 participants