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https://github.com/anselmoo/useful-math-functions

useful-math-functions for Optimization, Benchmarking, Visualizing, and more ...

https://github.com/anselmoo/useful-math-functions

Science Score: 49.0%

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

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ✓
    DOI references
    Found 3 DOI reference(s) in README
  • ✓
    Academic publication links
    Links to: zenodo.org
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (10.6%) to scientific vocabulary

Keywords

basic functions math mathematics numpy
Last synced: 5 months ago · JSON representation

Repository

useful-math-functions for Optimization, Benchmarking, Visualizing, and more ...

Basic Info
Statistics
  • Stars: 1
  • Watchers: 2
  • Forks: 0
  • Open Issues: 13
  • Releases: 7
Topics
basic functions math mathematics numpy
Created over 2 years ago · Last pushed 6 months ago
Metadata Files
Readme Changelog Contributing License Code of conduct

README.md

DOI

useful-math-functions

useful-math-functions is a collection of useful mathematical functions with a focus on:

  1. ease of use - the functions are designed to be as easy to use as possible
  2. pure python - the functions are written in much python as possible and only use external libraries when necessary
  3. documentation - the functions are documented in code itself with:
    1. Examples
    2. Equations
    3. References
    4. Links to external resources

Installation

The package can be installed via pip:

bash pip install useful-math-functions

and for Visualizations:

```bash

matplotlib

pip install useful-math-functions[matplotlib]

plotly

pip install useful-math-functions[plotly]

all visualizations

pip install useful-math-functions[all] ```

Usage

The package can be imported like any other python package:

python from umf.core.create import OptBench res = OptBench(["DeJongN5Function"], dim=3) res.plot_type_3d = "plot_surface" res.plot() res.save_as_image()

_

To use the newly added functions:

```python from umf.functions.optimization.special import HimmelblauFunction import numpy as np

x = np.linspace(-5, 5, 100) y = np.linspace(-5, 5, 100) X, Y = np.meshgrid(x, y) Z = HimmelblauFunction(X, Y).eval

import matplotlib.pyplot as plt fig = plt.figure() ax = fig.addsubplot(111, projection="3d") ax.plotsurface(X, Y, Z, cmap="viridis") plt.savefig("HimmelblauFunction.png", dpi=300, transparent=True) ```

```python from umf.functions.optimization.valley_shaped import Rosenbrock2DFunction import numpy as np

x = np.linspace(-2, 2, 100) y = np.linspace(-1, 3, 100) X, Y = np.meshgrid(x, y) Z = RosenbrockFunction(X, Y).eval

import matplotlib.pyplot as plt fig = plt.figure() ax = fig.addsubplot(111, projection="3d") ax.plotsurface(X, Y, Z, cmap="viridis") plt.savefig("RosenbrockFunction.png", dpi=300, transparent=True) ```

Documentation

The documentation can be found here.

Contributing

Contributions are welcome. For major changes, please open an issue first to discuss what you would like to change.

License

The project is licensed under the MIT license.

Owner

  • Name: Anselm Hahn
  • Login: Anselmoo
  • Kind: user
  • Location: Switzerland

GitHub Events

Total
  • Create event: 44
  • Release event: 1
  • Issues event: 2
  • Watch event: 1
  • Delete event: 45
  • Issue comment event: 40
  • Push event: 378
  • Pull request event: 88
Last Year
  • Create event: 44
  • Release event: 1
  • Issues event: 2
  • Watch event: 1
  • Delete event: 45
  • Issue comment event: 40
  • Push event: 378
  • Pull request event: 88

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 2
  • Total pull requests: 162
  • Average time to close issues: about 1 month
  • Average time to close pull requests: 13 days
  • Total issue authors: 2
  • Total pull request authors: 3
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.86
  • Merged pull requests: 85
  • Bot issues: 1
  • Bot pull requests: 128
Past Year
  • Issues: 1
  • Pull requests: 44
  • Average time to close issues: about 1 month
  • Average time to close pull requests: 17 days
  • Issue authors: 1
  • Pull request authors: 3
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.59
  • Merged pull requests: 22
  • Bot issues: 0
  • Bot pull requests: 33
View more stats
Top Authors
Issue Authors
  • Anselmoo (1)
  • renovate[bot] (1)
Pull Request Authors
  • renovate[bot] (103)
  • Anselmoo (34)
  • pre-commit-ci[bot] (25)
Top Labels
Issue Labels
bug (1)
Pull Request Labels
size/XS (54) size/XXL (5) size/S (4) Extra Small (4) size/M (3) enhancement (3) size/L (3) documentation (2) size/XL (1)

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 17 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 6
  • Total maintainers: 1
pypi.org: useful-math-functions

useful-math-functions for Optimization, Benchmarking, Visualizing, and more ...

  • Versions: 6
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 17 Last month
Rankings
Dependent packages count: 7.4%
Average: 38.1%
Dependent repos count: 68.8%
Maintainers (1)
Anselm
Last synced: 6 months ago

Dependencies

.github/workflows/python-package.yml actions
  • actions/checkout v4 composite
  • actions/setup-python v4 composite
  • codecov/codecov-action v3.1.4 composite
.github/workflows/python-publish.yml actions
  • actions/checkout v4 composite
  • actions/setup-python v4 composite
  • pypa/gh-action-pypi-publish b7f401de30cb6434a1e19f805ff006643653240e composite
pyproject.toml pypi
  • numpy >=2.0.0,<3
  • pydantic >=2.0.0,<3
  • scipy >=1.11.2,<2
uv.lock pypi
  • annotated-types 0.7.0
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  • gitpython 3.1.44
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  • htmlmin2 0.1.13
  • identify 2.6.9
  • idna 3.10
  • imagemagic 0.2.1
  • importlib-metadata 8.6.1
  • importlib-resources 6.5.2
  • iniconfig 2.1.0
  • jinja2 3.1.6
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  • kaleido 0.2.1
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  • packaging 24.2
  • paginate 0.5.7
  • pandas 2.2.3
  • pathspec 0.12.1
  • pillow 11.1.0
  • platformdirs 4.3.7
  • plotly 6.0.1
  • pluggy 1.5.0
  • pre-commit 4.2.0
  • pydantic 2.11.2
  • pydantic-core 2.33.1
  • pygments 2.19.1
  • pymdown-extensions 10.14.3
  • pyparsing 3.2.3
  • pytest 8.3.5
  • pytest-cov 6.1.1
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  • python-dateutil 2.9.0.post0
  • pytz 2025.2
  • pyyaml 6.0.2
  • pyyaml-env-tag 0.1
  • requests 2.32.3
  • ruff 0.11.4
  • scipy 1.15.2
  • six 1.17.0
  • smmap 5.0.2
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  • termcolor 3.0.1
  • tomli 2.2.1
  • typing-extensions 4.13.1
  • typing-inspection 0.4.0
  • tzdata 2025.2
  • urllib3 2.3.0
  • useful-math-functions 0.4.0
  • verspec 0.1.0
  • virtualenv 20.30.0
  • watchdog 6.0.0
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  • zipp 3.21.0