Current collected state Current
Observed since 20 Oct, 16:58 UTC
No superseded metadata states collected. Unchanged observations do not create new revisions.
Bayesian optimization structure search
BOSS
=========
`Bayesian Optimization Structure Search (BOSS) <https://sites.utu.fi/boss/>`_ is a general-purpose Bayesian Optimization code. It is designed to facilitate machine learning in computational and experimental natural sciences. See `research examples <https://sites.utu.fi/boss/research/>`_ for various applications of BOSS.
For a more detailed description of the code and tutorials, please consult the `user guide <https://cest-group.gitlab.io/boss>`_.
Installation
------------
BOSS is distributed as a PyPI package and can be installed using pip::
python3 -m pip install aalto-boss
We recommend installing BOSS inside a virtual environment (``venv``, ``conda``...). If you are not using virtual environments, we recommend performing a user-installation instead::
python3 -m pip install --user aalto-boss
Further instructions are provided in the user guide `installation <https://cest-group.gitlab.io/boss/installation.html>`_ section.
Usage
-----------
`Tutorials to get you started are available in our user guide <https://cest-group.gitlab.io/boss/tutorials.html>`_. Detailed descriptions of how BOSS operates are available in the `manual <https://cest-group.gitlab.io/boss/manual.html>`_.
Credits
-------
BOSS is under active development in the `Materials Informatics Laboratory` at the University of Turku and the `Computational Electronic Structure Theory (CEST) group <http://cest.aalto.fi/>`_ at Aalto University. For the full list of authors see `BOSS people <https://sites.utu.fi/boss/people/>`_.
If you wish to use BOSS in your research, please use the `citation <https://sites.utu.fi/boss/about/>`_.
Issues and feature requests
---------------------------
It is strongly encouraged to submit bug reports, questions, and feature requests via the
`gitlab issue tracker <https://gitlab.com/cest-group/boss/issues>`_.
The BOSS development team can be contacted by email at milica.todorovic@utu.fi
Download counts and popularity will appear here as the collector receives them.
| Version | Published | Direct dependencies | Open version |
|---|---|---|---|
| 1.15.2 | 3 Sept 2026 | 5 |
This describes our collected data; it is not a security assessment.
Shared repository data · GitLab
| Contributor | Contributions |
|---|---|
| joalof | 388 |
| Ville Parkkinen | 128 |
| Henri Paulamäki | 81 |
| Yuhao Zhang | 41 |
| Mikael Granit | 28 |
| ulpu | 23 |
| Ulpu Remes | 21 |
| Ransell D'Souza | 20 |
| Arttu Tolvanen | 14 |
| Manuel Kuchelmeister | 11 |
| Milica Todorovic | 11 |
| fhoelzl | 8 |
| brigitta-b | 6 |
| Tatu Linnala | 5 |
| Koistinen Ester | 5 |
| Tuomas Rossi | 4 |
| Joakim Löfgren | 3 |
| Emma Lehto | 2 |
| Parkkinen Ville P O | 2 |
| Philip Loche | 1 |
| Jari Järvi | 1 |
| Zhang Yuhao | 1 |
| Jarno Rantaharju | 1 |
| Todorovic Milica | 1 |
| Henri Paulamäki | 1 |
Default-branch author identities; GitLab commit counts exclude merge commits.
Public sponsor counts have not been collected. These signals belong to the repository owner.
gitlab · 4 observations shown. Missing days are unknown.
| Date / source period | Value | Observed at |
|---|---|---|
| 2026-10-23 | 25 | 2026-10-23T17:14:05.9790959Z |
| 2026-10-22 | 25 | 2026-10-22T17:12:35.4569639Z |
| 2026-10-21 | 25 | 2026-10-21T17:11:26.2421830Z |
| 2026-10-20 | 25 | 2026-10-20T17:10:36.4541448Z |
Observed since 20 Oct, 16:58 UTC
No superseded metadata states collected. Unchanged observations do not create new revisions.
package:c6851dd08b163df8046b71f0ca6d3649f570024295d6deb3a594925088ba5db8