JOSS: https://github.com/firefly-cpp/NiaAML
automl classification classification-pipelines framework machine-learning nature-inspired-algorithms python
Score: 12.335059351693882
Last synced: 1 day ago
JSON representation
Repository metadata:
A Python AutoML framework that automatically composes and optimizes machine-learning pipelines using nature-inspired algorithms.
- Host: GitHub
- URL: https://github.com/firefly-cpp/NiaAML
- Owner: firefly-cpp
- License: mit
- Created: 2020-08-21T17:03:06.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2026-04-26T14:45:25.000Z (about 2 months ago)
- Last Synced: 2026-06-15T04:10:30.653Z (8 days ago)
- Topics: automl, classification, classification-pipelines, framework, machine-learning, nature-inspired-algorithms, python
- Language: Python
- Homepage:
- Size: 1.18 MB
- Stars: 34
- Watchers: 4
- Forks: 12
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Citation: CITATION.cff
Owner metadata:
- Name: Iztok Fister Jr.
- Login: firefly-cpp
- Email:
- Kind: user
- Description:
- Website: http://www.iztok-jr-fister.eu/
- Location: Slovenia
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/1633361?v=4
- Repositories: 28
- Last Synced at: 2023-03-23T08:26:48.362Z
- Profile URL: https://github.com/firefly-cpp
GitHub Events
Total
- Create event: 2
- Fork event: 3
- Issues event: 2
- Push event: 5
- Release event: 2
- Watch event: 5
- Total: 19
Last Year
- Fork event: 1
- Total: 1
Committers metadata
Last synced: 3 days ago
Total Commits: 289
Total Committers: 11
Avg Commits per committer: 26.273
Development Distribution Score (DDS): 0.349
Commits in past year: 6
Committers in past year: 3
Avg Commits per committer in past year: 2.0
Development Distribution Score (DDS) in past year: 0.333
| Name | Commits | |
|---|---|---|
| Luka Pečnik | l****6@g****m | 188 |
| firefly-cpp | i****k@i****u | 49 |
| Laurenz Farthofer | l****z@h****m | 23 |
| Adi Singh | 1****3 | 8 |
| allcontributors[bot] | 4****] | 6 |
| Tadej Lahovnik | t****k@s****i | 4 |
| zStupan | z****n@g****m | 3 |
| Benjamin A. Beasley | c****e@m****t | 3 |
| luka.pecnik | l****k@k****i | 3 |
| sisco0 | s****a@g****m | 1 |
| Charalampos Stratakis | c****k@r****m | 1 |
Issue and Pull Request metadata
Last synced: 30 days ago
Total issues: 10
Total pull requests: 16
Average time to close issues: 6 months
Average time to close pull requests: 9 days
Total issue authors: 3
Total pull request authors: 4
Average comments per issue: 1.7
Average comments per pull request: 1.38
Merged pull request: 13
Bot issues: 0
Bot pull requests: 0
Past year issues: 1
Past year pull requests: 2
Past year average time to close issues: about 18 hours
Past year average time to close pull requests: about 10 hours
Past year issue authors: 1
Past year pull request authors: 2
Past year average comments per issue: 0.0
Past year average comments per pull request: 2.0
Past year merged pull request: 2
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- firefly-cpp (6)
- LaurenzBeck (3)
- frenzymadness (1)
Top Pull Request Authors
- LaurenzBeck (10)
- sisco0 (4)
- musicinmybrain (1)
- stratakis (1)
Top Issue Labels
- good first issue (4)
- documentation (4)
- enhancement (3)
- question (1)
- bug (1)
- task (1)
Top Pull Request Labels
- enhancement (1)
- documentation (1)
Package metadata
- Total packages: 20
-
Total downloads:
- pypi: 580 last-month
- Total dependent packages: 3 (may contain duplicates)
- Total dependent repositories: 5 (may contain duplicates)
- Total versions: 98
- Total maintainers: 3
pypi.org: niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Documentation: https://niaaml.readthedocs.io/en/latest/
- Licenses: MIT
- Latest release: 2.2.1 (published about 2 months ago)
- Last Synced: 2026-06-19T21:01:29.629Z (3 days ago)
- Versions: 35
- Dependent Packages: 2
- Dependent Repositories: 5
- Downloads: 580 Last month
-
Rankings:
- Dependent packages count: 3.168%
- Dependent repos count: 6.605%
- Average: 9.681%
- Forks count: 11.405%
- Stargazers count: 11.917%
- Downloads: 15.309%
- Maintainers (2)
alpine-edge: py3-niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.2.1-r0 (published about 2 months ago)
- Last Synced: 2026-04-26T21:01:16.931Z (about 2 months ago)
- Versions: 16
- Dependent Packages: 1
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 6.031%
- Average: 14.801%
- Stargazers count: 26.205%
- Forks count: 26.969%
- Maintainers (1)
alpine-edge: py3-niaaml-doc
Python automated machine learning framework (documentation)
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.2.1-r0 (published about 2 months ago)
- Last Synced: 2026-04-26T21:01:35.464Z (about 2 months ago)
- Versions: 16
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 14.641%
- Average: 16.954%
- Stargazers count: 26.205%
- Forks count: 26.969%
- Maintainers (1)
alpine-edge: py3-niaaml-pyc
Precompiled Python bytecode for py3-niaaml
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.2.1-r0 (published about 2 months ago)
- Last Synced: 2026-04-26T21:01:38.606Z (about 2 months ago)
- Versions: 15
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 14.133%
- Average: 17.55%
- Stargazers count: 27.452%
- Forks count: 28.617%
- Maintainers (1)
alpine-v3.22: py3-niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.2-r0 (published over 1 year ago)
- Last Synced: 2026-03-28T10:04:48.277Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.22: py3-niaaml-pyc
Precompiled Python bytecode for py3-niaaml
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.2-r0 (published over 1 year ago)
- Last Synced: 2026-03-28T10:04:45.085Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.22: py3-niaaml-doc
Python automated machine learning framework (documentation)
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.2-r0 (published over 1 year ago)
- Last Synced: 2026-03-24T09:06:51.235Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.21: py3-niaaml-doc
Python automated machine learning framework (documentation)
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.0-r1 (published over 1 year ago)
- Last Synced: 2026-03-24T09:06:29.514Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.23: py3-niaaml-pyc
Precompiled Python bytecode for py3-niaaml
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.2-r0 (published over 1 year ago)
- Last Synced: 2026-04-12T05:07:21.856Z (2 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.11: python312Packages.niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/niaaml/default.nix#L58
- Licenses: MIT
- Latest release: 2.1.0 (published 5 months ago)
- Last Synced: 2026-03-06T00:29:35.667Z (4 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.11: python311Packages.niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/niaaml/default.nix#L58
- Licenses: MIT
- Latest release: 2.1.0 (published 5 months ago)
- Last Synced: 2026-04-21T14:11:20.895Z (2 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.20: py3-niaaml-doc
Python automated machine learning framework (documentation)
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.0.0-r0 (published about 2 years ago)
- Last Synced: 2026-03-24T09:17:23.813Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.20: py3-niaaml-pyc
Precompiled Python bytecode for py3-niaaml
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.0.0-r0 (published about 2 years ago)
- Last Synced: 2026-03-28T10:06:19.818Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.21: py3-niaaml-pyc
Precompiled Python bytecode for py3-niaaml
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.0-r1 (published over 1 year ago)
- Last Synced: 2026-03-28T10:04:27.547Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.21: py3-niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.0-r1 (published over 1 year ago)
- Last Synced: 2026-03-24T09:06:28.927Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-unstable: python314Packages.niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/niaaml/default.nix#L59
- Licenses: MIT
- Latest release: 2.2.0 (published 5 months ago)
- Last Synced: 2026-03-05T14:09:51.766Z (4 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Maintainers (1)
alpine-v3.23: py3-niaaml-doc
Python automated machine learning framework (documentation)
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.2-r0 (published over 1 year ago)
- Last Synced: 2026-04-12T05:06:17.685Z (2 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.20: py3-niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.0.0-r0 (published about 2 years ago)
- Last Synced: 2026-03-24T09:16:49.225Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-unstable: python313Packages.niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/niaaml/default.nix#L65
- Licenses: MIT
- Latest release: 2.2.0 (published 5 months ago)
- Last Synced: 2026-04-02T13:08:37.728Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
alpine-v3.23: py3-niaaml
Python automated machine learning framework
- Homepage: https://github.com/firefly-cpp/NiaAML
- Licenses: MIT
- Latest release: 2.1.2-r0 (published over 1 year ago)
- Last Synced: 2026-04-09T12:03:58.674Z (2 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
Dependencies
- alabaster 0.7.12 develop
- autoflake 1.4 develop
- babel 2.10.3 develop
- black 21.12b0 develop
- certifi 2022.6.15 develop
- cfgv 3.3.1 develop
- charset-normalizer 2.1.0 develop
- click 8.1.3 develop
- colorama 0.4.5 develop
- coverage 5.5 develop
- coveralls 2.2.0 develop
- distlib 0.3.5 develop
- docopt 0.6.2 develop
- docutils 0.16 develop
- filelock 3.8.0 develop
- identify 2.5.3 develop
- idna 3.3 develop
- imagesize 1.4.1 develop
- jinja2 3.1.2 develop
- markupsafe 2.1.1 develop
- mypy-extensions 0.4.3 develop
- nodeenv 1.7.0 develop
- pathspec 0.9.0 develop
- platformdirs 2.5.2 develop
- pre-commit 2.20.0 develop
- pyflakes 2.5.0 develop
- pygments 2.13.0 develop
- pyyaml 6.0 develop
- requests 2.28.1 develop
- snowballstemmer 2.2.0 develop
- sphinx 3.5.4 develop
- sphinx-rtd-theme 0.5.2 develop
- sphinxcontrib-applehelp 1.0.2 develop
- sphinxcontrib-devhelp 1.0.2 develop
- sphinxcontrib-htmlhelp 2.0.0 develop
- sphinxcontrib-jsmath 1.0.1 develop
- sphinxcontrib-qthelp 1.0.3 develop
- sphinxcontrib-serializinghtml 1.1.5 develop
- toml 0.10.2 develop
- typing-extensions 4.3.0 develop
- urllib3 1.26.11 develop
- virtualenv 20.16.3 develop
- cycler 0.11.0
- et-xmlfile 1.1.0
- fonttools 4.35.0
- joblib 1.1.0
- kiwisolver 1.4.4
- matplotlib 3.5.3
- niapy 2.0.2
- numpy 1.23.2
- openpyxl 3.0.10
- packaging 21.3
- pandas 1.4.3
- pillow 9.2.0
- pyparsing 3.0.9
- python-dateutil 2.8.2
- pytz 2022.2.1
- scikit-learn 1.1.2
- scipy 1.6.1
- setuptools-scm 6.4.2
- six 1.16.0
- threadpoolctl 3.1.0
- tomli 1.2.3
- autoflake ^1.4 develop
- black ^21.5b1 develop
- coveralls ^2.2.0 develop
- pre-commit ^2.12.1 develop
- sphinx ^3.3.1 develop
- sphinx-rtd-theme ^0.5.0 develop
- niapy ^2.0.2
- numpy ^1.19.1
- pandas ^1.1.4
- python ^3.9
- scikit-learn ^1.1.2