We are pleased to announce the first major version of Xopt, which has been almost completely rewritten from earlier versions to be more modular and general. Some highlights are: The core Xopt object now consists of Generator and Evaluator objects, strongly separating out running of a complex evaluation function from the optimization algorithm. Generator objects encapsulate the optimization algorithms. Evaluator objects encapsulate the user-defined evaluation function, and handle their parallel asyncronous execution using Executors that conform to PEP-3148 Xopt objects manage these and the data produced in the form of pandas DataFrames. Pydantic tooling is now used to handle parsing of all configurations and options, including the YAML ...
What's Changed Fix pydantic bug in tests/ add pinned version for botorch by @roussel-ryan in https:...
What's Changed lazy import matplotlib by @ChristopherMayes in https://github.com/ChristopherMayes/X...
What's Changed Bugfixes by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/pull/89 Docume...
Enhancements added the following Bayesian optimization algorithms (thanks @roussel-ryan) Bayesian o...
This release includes two new generators: mggpo: a better version of MGGPO https://arxiv.org/abs/1...
What's Changed Add generator and accessory repo for implementing Bayesian Algorithm Execution (BAX)...
What's Changed Fix proximal biasing and constraints by @roussel-ryan in https://github.com/Christop...
What's Changed Update environment.yml by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/...
What's Changed fast forward main changes by @roussel-ryan in https://github.com/ChristopherMayes/Xo...
What's Changed Bugfixes by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/pull/57 Update...
What's Changed environment change and bugfixes by @roussel-ryan in https://github.com/ChristopherMa...
What's Changed Add cuda capabilities for bayesian generators by @roussel-ryan in https://github.com...
What's Changed Add Nelder-Mead Generator by @ChristopherMayes in https://github.com/ChristopherMaye...
What's Changed Added restart example by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/p...
What's Changed Time dependent bo by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/pull/...
What's Changed Fix pydantic bug in tests/ add pinned version for botorch by @roussel-ryan in https:...
What's Changed lazy import matplotlib by @ChristopherMayes in https://github.com/ChristopherMayes/X...
What's Changed Bugfixes by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/pull/89 Docume...
Enhancements added the following Bayesian optimization algorithms (thanks @roussel-ryan) Bayesian o...
This release includes two new generators: mggpo: a better version of MGGPO https://arxiv.org/abs/1...
What's Changed Add generator and accessory repo for implementing Bayesian Algorithm Execution (BAX)...
What's Changed Fix proximal biasing and constraints by @roussel-ryan in https://github.com/Christop...
What's Changed Update environment.yml by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/...
What's Changed fast forward main changes by @roussel-ryan in https://github.com/ChristopherMayes/Xo...
What's Changed Bugfixes by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/pull/57 Update...
What's Changed environment change and bugfixes by @roussel-ryan in https://github.com/ChristopherMa...
What's Changed Add cuda capabilities for bayesian generators by @roussel-ryan in https://github.com...
What's Changed Add Nelder-Mead Generator by @ChristopherMayes in https://github.com/ChristopherMaye...
What's Changed Added restart example by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/p...
What's Changed Time dependent bo by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/pull/...
What's Changed Fix pydantic bug in tests/ add pinned version for botorch by @roussel-ryan in https:...
What's Changed lazy import matplotlib by @ChristopherMayes in https://github.com/ChristopherMayes/X...
What's Changed Bugfixes by @roussel-ryan in https://github.com/ChristopherMayes/Xopt/pull/89 Docume...