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Enable single pruner in multi-objective optimization #5438

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Enable single pruner in multi-objective optimization #5438

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@eukaryo eukaryo commented May 9, 2024 •
edited

Motivation

  • I want to enable pruning in multi-objective optimization.
  • I want not to change DB Schema in this PR; I think that updating DB and enabling multiple pruners are in future work.

Description of the changes

  • Enabled reporting scalar intermediate value in multi objective optimization.
  • Added an optional argument to some pruners, which determines the direction of pruner. The argument must be set by user for multi-objective optimization, and should not be set for single-objective optimization.
  • Added unittests.
  • Added codes and comments to define the extended specification of values in FrozenTrial of which TrialState is PRUNED.

eukaryo added 30 commits May 3, 2024 08:13
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Update sampler.py
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Update _trial.py
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Update _percentile.py
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Update _threshold.py
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Update _wilcoxon.py
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Update _successive_halving.py
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Merge branch 'optuna:master' into v4prototype-multiobj-singlepruning
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Update test_percentile.py
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Update test_percentile.py
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Update test_median.py
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undo update _wilcoxon.py
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Update test_threshold.py
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Update test_successive_halving.py
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fix flake8
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fix flake8
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fix flake8
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fix flake8
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eukaryo commented May 13, 2024 •
edited

At this time, I am aware that the docstrings are needed to be updated. I will work on it soon.
All other code is review-ready.

@eukaryo eukaryo marked this pull request as draft May 13, 2024 16:54
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@github-actions github-actions bot added the stale Exempt from stale bot labeling. label May 20, 2024
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