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qml-essentials

Python package with commonly used Ansaetze, tools and data-reuploading model in quantum machine learning.

https://github.com/cirkiters/qml-essentials

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (10.3%) to scientific vocabulary

Keywords

python-package quantum-computing quantum-machine-learning
Last synced: 6 months ago · JSON representation ·

Repository

Python package with commonly used Ansaetze, tools and data-reuploading model in quantum machine learning.

Basic Info
Statistics
  • Stars: 4
  • Watchers: 1
  • Forks: 1
  • Open Issues: 12
  • Releases: 24
Topics
python-package quantum-computing quantum-machine-learning
Created over 1 year ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Citation Codeowners

README.md

QML Essentials

A toolbox to make working with QML models easier.


📜 About

This repo contains some of the commonly used Ansaetze and coding stuff required for working with QML and Data-Reuploading models.\ There are also dedicated classes to calculate entanglement and expressiblity of a provided model as well as its Fourier coefficients. Checkout our Arxiv Paper to learn more.

🚀 Getting Started

pip install qml-essentials or poetry add qml-essentials

to install our package from PyPI.\ You can find details on how to use it and further documentation on the corresponding Github Page.

🚧 Contributing

Contributions are highly welcome! 🤗 Take a look at our Contribution Guidelines.

Owner

  • Name: cirKITers
  • Login: cirKITers
  • Kind: organization
  • Location: Germany

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
  - family-names: "Franz"
    given-names: "Maja"
    orcid: "https://orcid.org/0000-0002-2801-7192"
  - family-names: "Strobl"
    given-names: "Melvin"
    orcid: "https://orcid.org/0000-0003-0229-9897"
  - family-names: "Schillinger"
    given-names: "Paul"
    orcid: "https://orcid.org/0009-0009-1566-6220"
  - family-names: "van der Horst"
    given-names: "Lucas"
    orcid: "https://orcid.org/0009-0003-0609-9582"
  - family-names: "Wahl"
    given-names: "Johannes"
title: "QML Essentials"
version: 0.1.36
# doi: 10.5281/zenodo.1234
date-released: 2025-08-29
url: "https://github.com/cirKITers/qml-essentials"

GitHub Events

Total
  • Create event: 88
  • Release event: 20
  • Issues event: 53
  • Watch event: 4
  • Delete event: 71
  • Member event: 1
  • Issue comment event: 54
  • Push event: 438
  • Pull request review comment event: 7
  • Pull request review event: 67
  • Pull request event: 117
Last Year
  • Create event: 88
  • Release event: 20
  • Issues event: 53
  • Watch event: 4
  • Delete event: 71
  • Member event: 1
  • Issue comment event: 54
  • Push event: 438
  • Pull request review comment event: 7
  • Pull request review event: 67
  • Pull request event: 117

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 53
  • Total pull requests: 90
  • Average time to close issues: 26 days
  • Average time to close pull requests: 5 days
  • Total issue authors: 4
  • Total pull request authors: 6
  • Average comments per issue: 0.26
  • Average comments per pull request: 0.91
  • Merged pull requests: 58
  • Bot issues: 0
  • Bot pull requests: 18
Past Year
  • Issues: 32
  • Pull requests: 76
  • Average time to close issues: 18 days
  • Average time to close pull requests: 4 days
  • Issue authors: 4
  • Pull request authors: 6
  • Average comments per issue: 0.28
  • Average comments per pull request: 0.88
  • Merged pull requests: 48
  • Bot issues: 0
  • Bot pull requests: 18
View more stats
Top Authors
Issue Authors
  • stroblme (43)
  • Tejante132 (4)
  • majafranz (4)
  • eileen-kuehn (3)
Pull Request Authors
  • stroblme (59)
  • dependabot[bot] (18)
  • majafranz (11)
  • paxuy (4)
  • Lucas-vdH (1)
  • JonathanHunz (1)
Top Labels
Issue Labels
enhancement (31) bug (18) question (5) good first issue (3)
Pull Request Labels
dependencies (18) python (17) github_actions (1) enhancement (1)

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 224 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 24
  • Total maintainers: 1
pypi.org: qml-essentials

A toolbox to make working with QML models easier.

  • Versions: 24
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 224 Last month
Rankings
Dependent packages count: 10.3%
Average: 34.1%
Dependent repos count: 57.9%
Maintainers (1)
stroblme
Last synced: 6 months ago

Dependencies

poetry.lock pypi
  • appdirs 1.4.4
  • autograd 1.6.2
  • autoray 0.6.12
  • black 24.4.2
  • build 1.2.1
  • cachetools 5.3.3
  • certifi 2024.6.2
  • charset-normalizer 3.3.2
  • check-manifest 0.49
  • click 8.1.7
  • colorama 0.4.6
  • devpi-client 7.0.3
  • devpi-common 4.0.4
  • future 1.0.0
  • idna 3.7
  • iniconfig 2.0.0
  • lazy 1.6
  • mypy-extensions 1.0.0
  • networkx 3.3
  • numpy 1.26.4
  • packaging 24.1
  • packaging-legacy 23.0.post0
  • pathspec 0.12.1
  • pennylane 0.36.0
  • pennylane-lightning 0.36.0
  • pkginfo 1.11.1
  • platformdirs 4.2.2
  • pluggy 1.5.0
  • pyproject-hooks 1.1.0
  • pytest 8.2.2
  • requests 2.32.3
  • rustworkx 0.14.2
  • scipy 1.14.0
  • semantic-version 2.10.0
  • setuptools 70.1.1
  • toml 0.10.2
  • typing-extensions 4.12.2
  • urllib3 2.2.2
pyproject.toml pypi
  • black ^24.4.2 develop
  • devpi-client ^7.0.3 develop
  • pytest ^8.2.2 develop
  • pennylane ^0.36.0
  • python ^3.11
.github/workflows/python-app.yml actions
  • actions/checkout v4 composite
  • actions/setup-python v3 composite