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A lightweight framework for Gaussian processes and Bayesian optimization of black-box functions (C++11)

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This is a fork of Limbo Limbo (LIbrary for Model-Based Optimization) is an open-source C++11 library for Gaussian Processes and data-efficient optimization (e.g., Bayesian optimization) that is designed to be both highly flexible and very fast. It can be used as a state-of-the-art optimization library or to experiment with novel algorithms with "plugin" components.

Notable Changes

  • Various issues that prevented Limbo from compiling on Windows have been fixed
  • An issue that prevented Limbo from compiling with recent versions of TBB has been fixed
  • The WAF build system is replaced with CMake / vcpkg.
  • The Boost tests are translated to Gtest tests.
  • All Boost dependencies except for Boost::fusion are removed.
  • All experimental code is removed
  • The way that templated Params are passed to components of the optimizer is simplified
  • New stop conditions and status functions are added
  • C++20 concepts are used to make the templated code easier to read and write.
  • Assumption that printing messages to std::cerr is ok is replaced with usage of exceptions.
  • many instances of operator() are replaced with named methods.
  • Support for non-linear constraints is enhanced.
  • Added EvaluationStatus to allow objective functions to request a gracely end of optimization or skipping of sample.
  • Replaced usages of std::cout with spdlog logging library.

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A lightweight framework for Gaussian processes and Bayesian optimization of black-box functions (C++11)

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  • C++ 97.7%
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