Parmoo

Latest version: v0.4.1

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0.2.0

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:Date: Feb 2, 2023

Official release corresponding to accepted JOSS article.

- Added support for a wider variety of design variables (including integer
types), as well as support for "custom" design variables that use
user-provided custom embedders/extractors
Documentation on design variables has been expanded accordingly.
Although design variables are still specified through dicts not classes,
this addresses and therefore closes the primary issue raised in
parmoo/parmoo28
- Updated ``extras/libe.py`` corresponding to interface changes made in
libEnsemble Release 0.8.0. This also addresses the issues on MacOS,
referenced in parmoo/parmoo34
- Added a post-run visualization library and corresponding
documentation, closing issue parmoo/parmoo27
- Allow solvers to start from an initial point that is infeasible, so that
problems with relaxable constraints and a very small feasible set can
still be solved
- Various style changes and additional usage environments requested by
JOSS reviewers openjournals/joss-reviews4468 including parmoo/parmoo32
- Added support for multistarting optimization solvers when solving
surrogate problems. This is particularly important for the global
``GaussRBF`` surrogate
- Fixed an issue in how model improvement points are calculated, as
implemented in the ``surrogate.improve`` method for each GaussRBF variation
in ``surrogates/gaussian_proc.py``, which was created when adding support
for custom design variables
- The default design tolerance for continuous variables now depends upon
the value of ``ub - lb``

Note:

- Dropped support for Python 3.6, due to changes to GitHub Actions documented
on actions/setup-python544

Known issues:

- The visualization library uses advanced plotly/dash features, which may
not support the chrome browser, as described in parmoo/parmoo37

0.1.0

-------------

:Date: May 10, 2022

Initial release.

Known issues and desired features will be raised on GitHub post-release.

Known issues:

- update unit tests to use sim/obj/const libraries
- restructure test suite, unit tests are currently not usable as
additional documentation
- ``solve()`` method(s) should support additional stopping criteria
- allow for maximizing objectives and constraint lower bounds without
"hacky" solution (negating values)
- missing functions from DTLZ libraries
- ``README.md`` needs a code coverage badge

Desired features:

- update, test, and merge-in MDML interface
- allow user to choose whether or not to use named variables via ``useNames``
method, or similar
- add a funcx simulation interface, using libEnsemble release 0.9
- add predicter interface and standalone module
- a GUI interface for creating MOOPs
- static visualization tools for plotting results
(from ``MOOP.getPF()`` method)
- a visualization dashboard for viewing progress interactively
- design variable types should be a class, with embed/extract methods
that can be called by ``MOOP.__embed__()`` and ``MOOP.__extract__()``

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