Use ParEGO for large number of objectives #4347
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Codecov Report✅ All modified and coverable lines are covered by tests. Additional details and impacted files@@ Coverage Diff @@
## main #4347 +/- ##
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- Coverage 96.28% 96.27% -0.01%
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Files 566 566
Lines 58165 58170 +5
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+ Hits 56004 56006 +2
- Misses 2161 2164 +3 ☔ View full report in Codecov by Sentry. 🚀 New features to boost your workflow:
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Summary: Switch default MBM acquisition function for MOO from `qLogNoisyExpectedHypervolumeImprovement` to `qLogNParEgo` if number of objectives > 4. Counting of objectives in this change relies on `torch_opt_config.objective_weights.count_nonzero()` which could potentially break for scalarized MOO (although the latter is currently not supported). Differential Revision: D83160003
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This pull request has been merged in 1b5eec9. |
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Summary:
Switch default MBM acquisition function for MOO from
qLogNoisyExpectedHypervolumeImprovementtoqLogNParEgoif number of objectives > 4.Counting of objectives in this change relies on
torch_opt_config.objective_weights.count_nonzero()which could potentially break for scalarized MOO (although the latter is currently not supported).Differential Revision: D83160003