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Liyuan/add logei #904

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@liyuan9988 liyuan9988 commented Feb 25, 2025

Summary

Add log version of EI and AEI aquisition function

Motivated by Unexpected Improvements to Expected Improvement for Bayesian Optimization, the log version of EI and AEI are added

Fully backwards compatible: yes

PR checklist

  • The quality checks are all passing
  • The bug case / new feature is covered by tests
  • Any new features are well-documented (in docstrings or notebooks)

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