add xopt generator agent#61
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Adds definition of an Agent that wraps Xopt https://github.com/xopt-org/Xopt Generator objects as a starting point for enabling Xopt algorithm usage inside bluesky-adaptive.
Motivation and Context
This enables the usage of arbitrary Xopt Generators in bluesky-adaptive which in-turn enables a wide variety of optimization algorithms (BO, evolutionary algorithms, extremum seeking, etc.)
Summary of Changes for Release Notes
Adds the
XoptGeneratorAgentBaseclass which allows users to pass Xopt Generators to the agent to perform optimization.Fixed
Added
Xoptas a dependencybluesky_adaptive/agents/xopt.pywhich adds theXoptGeneratorAgentBaseclass, a general wrapper class for XoptGeneratorobjectstest_xopt_agents.pywhich adds unit tests to validate class methodsChanged
Removed
How Has This Been Tested?
Tested against added unit tests