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A Python implementation of global optimization with gaussian processes.

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An async example that does not use `tornado`. Compatible with #447 , #497 . #### output ```shell ❯ poetry run python ./examples/async_optimization_using_asyncio.py optimizer 1 wants to register: {}. optimizer 1...

**Is your feature request related to a problem? Please describe.** Bayesian optimization for high-dimensional constraint problem **Describe the solution you'd like** The solution called Sparse Axis-Aligned Subspace BO (SAASBO) is...

enhancement

**Is your feature request related to a problem? Please describe.** No `type hint` is written, resulting in a static analysis that differs from annotations. ex: `xi` accepts `float`, but is...

enhancement

related: #493 exclude modules related to #447

**Is your feature request related to a problem? Please describe.** I am not entirely sure if this isn't already possible with the current implementation, but I looked through the docs...

enhancement

I'm planning to ship this by the weekend if there are no objections.

I am working on a project that needs to use this package in Py37 and also Py312.. Tried looking for a description on the min Py version in the description...

In the `UpperConfidenceBound`, `ProbabilityOfImprovement`, and `ExpectedImprovement` classes, the parameter `kappa` is expected to be greater than or equal to 0, and `xi` should be positive(though no checks for this). While...

**Describe the bug** Internally, the target space sorts the keys of the `pbounds` dict before creating the target space bounds. This is presumably because python dicts were unordered before python...

bug
enhancement

Hi @fmfn @bwheelz36, I'm thinking of adding [coderabbit](coderabbit.ai) to the repo at least temporarily, to help out in reviewing PRs (especially my own). While it would of course be better...

enhancement