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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
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Repository metadata:

A Python AutoML framework that automatically composes and optimizes machine-learning pipelines using nature-inspired algorithms.


Owner metadata:


GitHub Events

Total
Last Year

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 Email 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

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/firefly-cpp/NiaAML

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

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

nixpkgs-24.11: python311Packages.niaaml

Python automated machine learning framework

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

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

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

poetry.lock pypi
  • 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
pyproject.toml pypi
  • 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