The ropt ensemble optimizer module
Project description
ropt
ropt is a Python module for running robust optimization workflows.
ropt is developed by the Netherlands Organisation for Applied Scientific
Research (TNO). All files in this repository are released under the GNU General
Public License v3.0 (a copy is provided in the LICENSE file).
Detailed documentation and examples can be found in the online manual.
Dependencies
ropt has been tested with Python versions 3.11-3.14.
ropt requires one or more optimization plugins to function. By default, a
plugin based on optimizers included with SciPy is
installed.
Installation
From PyPI:
pip install ropt
To enable support for pandas export, you can install the pandas dependency:
pip install ropt[pandas]
Development
The ropt source distribution can be found on
GitHub. It uses a standard pyproject.toml
file, which contains build information and configuration settings for various
tools. A development environment can be set up with compatible tools of your
choice.
The uv package manager offers an easy way to
install ropt in its own virtual environment:
uv sync # or:
uv sync --all-extras # To add all optional dependencies
The ropt package uses ruff (for formatting and
linting), mypy (for static typing), and
pytest (for running the test suite).
The documentation is written using MkDocs and
mkdocstrings. To view the documentation
locally, start the built-in server within the ropt distribution directory:
mkdocs serve
All development and documentation tools are declared in pyproject.toml as uv
development dependencies and can be installed using the --dev flag:
uv sync --dev
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file ropt-0.27.1.tar.gz.
File metadata
- Download URL: ropt-0.27.1.tar.gz
- Upload date:
- Size: 162.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6fb44b26513ec271919de812929f59968ab74ad5e66f7f7652e3c6ef65a5f3b2
|
|
| MD5 |
b15c11aa0099d19007126faa18f5b3de
|
|
| BLAKE2b-256 |
c241c8eda7fb450a8275338b03c11b8f846ccb13a5045e492f356a5b8c8f27de
|
Provenance
The following attestation bundles were made for ropt-0.27.1.tar.gz:
Publisher:
release.yml on TNO-ropt/ropt
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
ropt-0.27.1.tar.gz -
Subject digest:
6fb44b26513ec271919de812929f59968ab74ad5e66f7f7652e3c6ef65a5f3b2 - Sigstore transparency entry: 1317845264
- Sigstore integration time:
-
Permalink:
TNO-ropt/ropt@5d6ddcd6bfe56258d06af794d8229ad934f2a538 -
Branch / Tag:
refs/tags/v0.27.1 - Owner: https://github.com/TNO-ropt
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@5d6ddcd6bfe56258d06af794d8229ad934f2a538 -
Trigger Event:
push
-
Statement type:
File details
Details for the file ropt-0.27.1-py3-none-any.whl.
File metadata
- Download URL: ropt-0.27.1-py3-none-any.whl
- Upload date:
- Size: 176.8 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
04e4046a901a4b431d13dfc129e497816c841d5ef8c7e9a175c82011f2f6e550
|
|
| MD5 |
828c7e95f1899b6d6861387de9192c10
|
|
| BLAKE2b-256 |
ddac1ab52db20a467c8380500324cfc8c23d7679018fed5b11cb1c8be37020ae
|
Provenance
The following attestation bundles were made for ropt-0.27.1-py3-none-any.whl:
Publisher:
release.yml on TNO-ropt/ropt
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
ropt-0.27.1-py3-none-any.whl -
Subject digest:
04e4046a901a4b431d13dfc129e497816c841d5ef8c7e9a175c82011f2f6e550 - Sigstore transparency entry: 1317845416
- Sigstore integration time:
-
Permalink:
TNO-ropt/ropt@5d6ddcd6bfe56258d06af794d8229ad934f2a538 -
Branch / Tag:
refs/tags/v0.27.1 - Owner: https://github.com/TNO-ropt
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@5d6ddcd6bfe56258d06af794d8229ad934f2a538 -
Trigger Event:
push
-
Statement type: