Blackboxoptim

Main changes:

- Improve all examples in the examples folder.
- Expose most of optimize.py to the main API of the package.
- In `optimize.py`:

- Surrogates are updated with the samples from last iteration.
This only occurs if the surrogate can be accessed outside the function scope.
- `surrogate_optimization()` and `socemo()` end execution the first time an iteration fails to acquire new points.
- Fix the local acquisition function `neval` in SOCEMO.

- In `acquisition.py`:

- Use Pymoo default termination methods instead of `MaximumGenerationTermination`.
- `WeightedAcquisition.argminscore()` now returns -1 if there is no feasible point.
- `WeightedAcquisition.acquire()` may now return less than n points.
- `ParetoFront.acquire()` now can use information about the non-dominated sample points to initialize the genetic algorithm.
- `ParetoFront.acquire()` only choose points that are expected to be non-dominated.

**Full Changelog**: https://github.com/NREL/blackboxoptim/compare/v1.0.1...v1.1.0

Update dependency on Numpy. The requirements on Numpy < 2.0.0 were due to Pymoo. The solved their dependency upstream.

**Full Changelog**: https://github.com/NREL/blackboxoptim/compare/v1.0.0...v1.0.1

Release on PyPI

To have a unique name, we use `blackboxoptim` from now on

**Full Changelog**: https://github.com/NREL/bbopt/compare/v0.5.1...v0.5.2

What's Changed
* Do not scale x by weslleyspereira in https://github.com/NREL/bbopt/pull/5


**Full Changelog**: https://github.com/NREL/bbopt/compare/v0.5.0...v0.5.1

Version with more documentation for all the software components, accessed via https://nrel.github.io/bbopt.
Multiple bug fixes and improvements in the methods.

What's Changed
* Adding optimization using Gaussian Process by weslleyspereira in https://github.com/NREL/bbopt/pull/2
* Fix wording samples -> sample points by weslleyspereira in https://github.com/NREL/bbopt/pull/4

New Contributors
* weslleyspereira made their first contribution in https://github.com/NREL/bbopt/pull/2

**Full Changelog**: https://github.com/NREL/bbopt/compare/v0.4.2...v0.5.0