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[tune] Note TPESampler performance issues in docs #22545

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Yard1
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@Yard1 Yard1 commented Feb 22, 2022

Why are these changes needed?

The default TPESampler for Optuna suffers from performance issues with a large number of completed trials. This is an Optuna issue. This PR adds a warning to the docstring of OptunaSampler regarding this.

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  • I've run scripts/format.sh to lint the changes in this PR.
  • I've included any doc changes needed for https://docs.ray.io/en/master/.
  • I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/
  • Testing Strategy
    • Unit tests
    • Release tests
    • This PR is not tested :(

@richardliaw richardliaw merged commit a1230b9 into ray-project:master Feb 22, 2022
simonsays1980 pushed a commit to simonsays1980/ray that referenced this pull request Feb 27, 2022
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4 participants