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pyoperon

pyoperon is the python bindings library of Operon, a modern C++ framework for symbolic regression developed by Heal-Research at the University of Applied Sciences Upper Austria.

A scikit-learn regressor is also available:

from pyoperon.sklearn import SymbolicRegressor

The example folder contains sample code for using either the Python bindings directly or the pyoperon.sklearn module.

Installation

New releases are published on github and on PyPI.

Most of the time pip install pyoperon should be enough.

Building from source

Conda/Mamba

Clone the repository

git clone https://github.com/heal-research/pyoperon.git
cd pyoperon

Install and activate the environment (replace micromamba with your package manager)

micromamba env create -f environment.yml
micromamba activate pyoperon

Build the C++ dependencies and install pyoperon

export CC=clang
export CXX=clang++
python script/dependencies.py
pip install . --no-build-isolation

Nix

The repository includes a flake.nix with a development shell that provides all C++ and Python dependencies.

Clone the repository

git clone https://github.com/heal-research/pyoperon.git
cd pyoperon

Enter the dev shell and install pyoperon into a virtual environment

nix develop .#pyenv
virtualenv --system-site-packages .venv
source .venv/bin/activate
pip install scikit-build-core
pip install --no-build-isolation .

Run the tests (optional)

pip install --no-build-isolation '.[test]'
pytest tests/ -v

Contributing

See the CONTRIBUTING document.

Release files for pyoperon 0.6.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Files added late

5 files were uploaded more than 14 days after the first file in this release.

While project maintainers occasionally add legitimate files to an existing release, late additions can also indicate a security compromise.

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Built distributions (wheels)

Table of built distributions (wheels) for pyoperon 0.6.1
File	Interpreter	ABI	Platform	Reset
pyoperon-0.6.1-cp314-cp314-win_amd64.whl 998.2 kB Mar 31, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
pyoperon-0.6.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.4 MB Mar 1, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pyoperon-0.6.1-cp314-cp314-macosx_15_0_arm64.whl 882.2 kB Mar 1, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ ARM64	Details
pyoperon-0.6.1-cp314-cp314-macosx_14_0_arm64.whl 882.3 kB Mar 1, 2026	CPython 3.14	CPython 3.14	macOS 14.0+ ARM64	Details
pyoperon-0.6.1-cp313-cp313-win_amd64.whl 967.0 kB Mar 31, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
pyoperon-0.6.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.4 MB Mar 1, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pyoperon-0.6.1-cp313-cp313-macosx_15_0_arm64.whl 882.1 kB Mar 1, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ ARM64	Details
pyoperon-0.6.1-cp313-cp313-macosx_14_0_arm64.whl 882.1 kB Mar 1, 2026	CPython 3.13	CPython 3.13	macOS 14.0+ ARM64	Details
pyoperon-0.6.1-cp312-cp312-win_amd64.whl 967.2 kB Mar 31, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
pyoperon-0.6.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.4 MB Mar 1, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pyoperon-0.6.1-cp312-cp312-macosx_15_0_arm64.whl 882.2 kB Mar 1, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ ARM64	Details
pyoperon-0.6.1-cp312-cp312-macosx_14_0_arm64.whl 882.2 kB Mar 1, 2026	CPython 3.12	CPython 3.12	macOS 14.0+ ARM64	Details
pyoperon-0.6.1-cp311-cp311-win_amd64.whl 966.8 kB Mar 31, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
pyoperon-0.6.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.4 MB Mar 1, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pyoperon-0.6.1-cp311-cp311-macosx_15_0_arm64.whl 882.5 kB Mar 1, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ ARM64	Details
pyoperon-0.6.1-cp311-cp311-macosx_14_0_arm64.whl 882.5 kB Mar 1, 2026	CPython 3.11	CPython 3.11	macOS 14.0+ ARM64	Details
pyoperon-0.6.1-cp310-cp310-win_amd64.whl 966.8 kB Mar 31, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
pyoperon-0.6.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.4 MB Mar 1, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pyoperon-0.6.1-cp310-cp310-macosx_15_0_arm64.whl 882.2 kB Mar 1, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ ARM64	Details
pyoperon-0.6.1-cp310-cp310-macosx_14_0_arm64.whl 882.2 kB Mar 1, 2026	CPython 3.10	CPython 3.10	macOS 14.0+ ARM64	Details

Total release size: 20.9 MB

Release files / pyoperon-0.6.1-cp314-cp314-win_amd64.whl

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Download URL	pyoperon-0.6.1-cp314-cp314-win_amd64.whl
Size	998.2 kB
Tags	CPython 3.14 Windows x86-64
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Upload date	Mar 31, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / pyoperon-0.6.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pyoperon-0.6.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	1.4 MB
Tags	CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Release files / pyoperon-0.6.1-cp314-cp314-macosx_15_0_arm64.whl

Download URL	pyoperon-0.6.1-cp314-cp314-macosx_15_0_arm64.whl
Size	882.2 kB
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Download URL	pyoperon-0.6.1-cp314-cp314-macosx_14_0_arm64.whl
Size	882.3 kB
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Size	967.0 kB
Tags	CPython 3.13 Windows x86-64
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Download URL	pyoperon-0.6.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	1.4 MB
Tags	CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Download URL	pyoperon-0.6.1-cp313-cp313-macosx_15_0_arm64.whl
Size	882.1 kB
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Download URL	pyoperon-0.6.1-cp313-cp313-macosx_14_0_arm64.whl
Size	882.1 kB
Tags	CPython 3.13 macOS 14.0+ ARM64
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Download URL	pyoperon-0.6.1-cp312-cp312-win_amd64.whl
Size	967.2 kB
Tags	CPython 3.12 Windows x86-64
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Download URL	pyoperon-0.6.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	1.4 MB
Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Download URL	pyoperon-0.6.1-cp312-cp312-macosx_15_0_arm64.whl
Size	882.2 kB
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Download URL	pyoperon-0.6.1-cp312-cp312-macosx_14_0_arm64.whl
Size	882.2 kB
Tags	CPython 3.12 macOS 14.0+ ARM64
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Size	966.8 kB
Tags	CPython 3.11 Windows x86-64
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Download URL	pyoperon-0.6.1-cp311-cp311-macosx_15_0_arm64.whl
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Download URL	pyoperon-0.6.1-cp311-cp311-macosx_14_0_arm64.whl
Size	882.5 kB
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Size	966.8 kB
Tags	CPython 3.10 Windows x86-64
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Download URL	pyoperon-0.6.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Download URL	pyoperon-0.6.1-cp310-cp310-macosx_14_0_arm64.whl
Size	882.2 kB
Tags	CPython 3.10 macOS 14.0+ ARM64
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Release history Release notifications | RSS feed

This release

0.6.1 This release

Mar 1, 2026 20 release files

0.6.0

Feb 12, 2026 18 release files

0.5.0

Feb 7, 2025 7 release files

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0.5.0.dev1

Oct 2, 2024 8 release files

0.4.0

Jun 28, 2024 26 release files

0.3.4

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0.3.3

Oct 20, 2022 5 release files

0.3.2

Sep 1, 2022 6 release files

0.3.1

Aug 28, 2022 3 release files

pyoperon 0.6.1

pyoperon

Installation

Building from source

Conda/Mamba

Nix

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1 maintainer

Credits

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Release files for pyoperon 0.6.1

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Release files / pyoperon-0.6.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Release files / pyoperon-0.6.1-cp313-cp313-macosx_15_0_arm64.whl

Release files / pyoperon-0.6.1-cp313-cp313-macosx_14_0_arm64.whl

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Release files / pyoperon-0.6.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Release files / pyoperon-0.6.1-cp312-cp312-macosx_15_0_arm64.whl

Release files / pyoperon-0.6.1-cp312-cp312-macosx_14_0_arm64.whl

Release files / pyoperon-0.6.1-cp311-cp311-win_amd64.whl

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Release files / pyoperon-0.6.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Release files / pyoperon-0.6.1-cp311-cp311-macosx_15_0_arm64.whl

Release files / pyoperon-0.6.1-cp311-cp311-macosx_14_0_arm64.whl

Release files / pyoperon-0.6.1-cp310-cp310-win_amd64.whl

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Release files / pyoperon-0.6.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Release files / pyoperon-0.6.1-cp310-cp310-macosx_15_0_arm64.whl

Release files / pyoperon-0.6.1-cp310-cp310-macosx_14_0_arm64.whl

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