diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 0000000..0f96f8d --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,9 @@ +# Set update schedule for GitHub Actions + +version: 2 +updates: + - package-ecosystem: "github-actions" + directory: "/" + schedule: + # Check for updates to GitHub Actions every week + interval: "weekly" diff --git a/.github/workflows/build_and_deploy.yml b/.github/workflows/build_and_deploy.yml new file mode 100644 index 0000000..1739aaf --- /dev/null +++ b/.github/workflows/build_and_deploy.yml @@ -0,0 +1,52 @@ +# This workflows will upload a Python Package using Twine when a release is created +# For more information see: https://help.github.com/en/actions/language-and-framework-guides/using-python-with-github-actions#publishing-to-package-registries + +name: Build and Upload Python Package + +on: + workflow_dispatch: + pull_request: + push: + branches: + - main + release: + types: + - published + +jobs: + build_wheel_and_sdist: + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + + - name: Build SDist and wheel + run: pipx run build + + - uses: actions/upload-artifact@v4 + with: + name: Packages + path: dist/* + + - name: Check metadata + run: pipx run twine check dist/* + + upload_pypi: + name: Upload release to PyPI + needs: [build_wheel_and_sdist] + runs-on: ubuntu-latest + environment: + name: pypi + url: https://pypi.org/p/tadasets + permissions: + id-token: write + if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') + steps: + - uses: actions/download-artifact@v4 + with: + name: Packages + path: dist + + - uses: pypa/gh-action-pypi-publish@release/v1 diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml deleted file mode 100644 index 8440b9c..0000000 --- a/.github/workflows/python-app.yml +++ /dev/null @@ -1,41 +0,0 @@ -# This workflow will install Python dependencies, run tests and lint with a single version of Python -# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions - -name: Python application - -on: - push: - branches: [ master ] - pull_request: - branches: [ master ] - -jobs: - test: - runs-on: ubuntu-latest - strategy: - matrix: - python-version: [3.6, 3.7, 3.8] - - steps: - - uses: actions/checkout@v2 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v2 - with: - python-version: ${{ matrix.python-version }} - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install flake8 pytest-cov - pip install -e ".[testing]" - - name: Lint with flake8 - run: | - # stop the build if there are Python syntax errors or undefined names - flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics - # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide - flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics - - name: Test with pytest - run: | - pytest --cov tadasets - - name: Upload coverage results - run: | - bash <(curl -s https://codecov.io/bash) \ No newline at end of file diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml deleted file mode 100644 index db2bbbf..0000000 --- a/.github/workflows/python-publish.yml +++ /dev/null @@ -1,30 +0,0 @@ -# This workflows will upload a Python Package using Twine when a release is created -# For more information see: https://help.github.com/en/actions/language-and-framework-guides/using-python-with-github-actions#publishing-to-package-registries - -name: Upload Python Package - -on: - release: - types: [created] - -jobs: - deploy: - runs-on: ubuntu-latest - - steps: - - uses: actions/checkout@v2 - - name: Set up Python - uses: actions/setup-python@v2 - with: - python-version: '3.x' - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install setuptools wheel twine - - name: Build and publish - env: - TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }} - TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }} - run: | - python setup.py sdist bdist_wheel - twine upload dist/* diff --git a/.github/workflows/python-test.yml b/.github/workflows/python-test.yml new file mode 100644 index 0000000..de037e6 --- /dev/null +++ b/.github/workflows/python-test.yml @@ -0,0 +1,41 @@ +# This workflow will install Python dependencies, run tests and lint with a single version of Python +# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions + +name: Python application + +on: + push: + branches: [master] + pull_request: + branches: [master] + +jobs: + test: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.7", "3.8", "3.9", "3.10", "3.11", "3.12"] + + steps: + - uses: actions/checkout@v2 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install flake8 pytest-cov + pip install -e ".[testing]" + - name: Lint with flake8 + run: | + # stop the build if there are Python syntax errors or undefined names + flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics + # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide + flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics + - name: Test with pytest + run: | + pytest --cov tadasets + - name: Upload coverage results + run: | + bash <(curl -s https://codecov.io/bash) diff --git a/.readthedocs.yml b/.readthedocs.yml index 8a4f9f5..8726b5c 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -1,9 +1,14 @@ version: 2 +build: + os: "ubuntu-22.04" + tools: + python: "3.11" + python: - version: 3.7 - install: - - method: pip - path: . - extra_requirements: - - docs + install: + - requirements: docs/requirements.txt + - method: pip + path: . + extra_requirements: + - docs diff --git a/DEPLOY.md b/DEPLOY.md deleted file mode 100755 index 3fa666e..0000000 --- a/DEPLOY.md +++ /dev/null @@ -1,29 +0,0 @@ -# Deployment procedures - -Follow these steps when deploying a new version to Pypi - -1. Remove `.dev` tag from version number in `setup.py` -2. Add release notes for the new version in `RELEASE.txt` -3. Run the following commands to upload the new version to pypi - -``` -pip install -U twine -python setup.py sdist -pip install wheel -python setup.py bdist_wheel -``` - -``` -twine upload dist/* -``` - -4. Check [pypi.python.org](pypi.python.org) that the new version is present. -5. Increment version number and give `.dev` tag. - - -# Notes - -We use semver for versioning as best as we know how. The current working development should be labeled with a `.dev` tag. - - -Helpful instructions can be found [here](https://github.com/fhamborg/news-please/wiki/PyPI---How-to-upload-a-new-version) diff --git a/README.md b/README.md index b2eb4b5..5b795b5 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,11 @@ [![PyPI version](https://badge.fury.io/py/tadasets.svg)](https://badge.fury.io/py/tadasets) -[![Downloads](https://pypip.in/download/tadasets/badge.svg)](https://pypi.python.org/tadasets/) -[![Build Status](https://travis-ci.org/scikit-tda/tadasets.svg?branch=master)](https://travis-ci.org/scikit-tda/tadasets) +![PyPI - Downloads](https://img.shields.io/pypi/dm/tadasets) [![Codecov](https://codecov.io/gh/scikit-tda/tadasets/branch/master/graph/badge.svg)](https://codecov.io/gh/scikit-tda/tadasets) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) - -This package provides some nice utilities for creating and loading data sets that are useful for Topological Data Analysis. Currently, we provide various synthetic data sets with particular topological features. - +This package provides some nice utilities for creating and loading data sets +that are useful for Topological Data Analysis. Currently, we provide various +synthetic data sets with particular topological features. # Setup @@ -28,7 +27,7 @@ The shape constructors are exposed in a functional interface, each returning a n Each shape can be embedded in arbitrary ambient dimension by supplying the `ambient` argument. Additionally, noise can be added to the shape through the `noise` argument. -``` +```python import tadasets torus = tadasets.torus(n=2000, c=2, a=1, ambient=200, noise=0.2) @@ -38,13 +37,10 @@ infty_sign = tadasets.infty_sign(n=3000, noise=0.1) eyeglasses = tadasets.eyeglasses(n=1000, r1=1, r2=2, neck_size=.5, noise=0.1, ambient=10) ``` -Contributions ------------------- +## Contributions We welcome contributions of all shapes and sizes. There are lots of opportunities for potential projects, so please get in touch if you would like to help out. Everything from an implementation of your favorite distance, notebooks, examples, and documentation are all equally valuable so please don’t feel you can’t contribute. -If you have ideas for new shapes or features, please do suggest them in an issue and submit a pull request! +If you have ideas for new shapes or features, please do suggest them in an issue and submit a pull request! To contribute please fork the project make your changes and submit a pull request. We will do our best to work through any issues with you and get your code merged into the main branch. - - diff --git a/docs/index.rst b/docs/index.rst index be325a6..5411ae7 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -1,10 +1,4 @@ -.. tadasets documentation master file, created by - sphinx-quickstart on Sun Jul 22 20:37:23 2018. - You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - - -|PyPI version| |Downloads| |License: MIT| |Travis-CI| |Codecov| +|PyPI version| |Downloads| |Codecov| |License: MIT| This package provides some nice utilities for creating and loading data sets that are useful for Topological Data Analysis. Currently, we provide various synthetic data sets with particular topological features. @@ -26,8 +20,10 @@ The shape constructors are exposed in a functional interface, each returning a n - torus - d-sphere +- sphere - swiss roll - infinity sign +- eyeglasses Each shape can be embedded in arbitrary ambient dimension by supplying the :code:`ambient` argument. Additionally, noise can be added to the shape through the :code:`noise` argument. @@ -38,7 +34,9 @@ Each shape can be embedded in arbitrary ambient dimension by supplying the :code torus = tadasets.torus(n=2000, c=2, a=1, ambient=200, noise=0.2) swiss_roll = tadasets.swiss_roll(n=2000, r=4, ambient=10, noise=1.2) dsphere = tadasets.dsphere(n=1000, d=12, r=3.14, ambient=14, noise=0.14) + sphere = tadasets.sphere(n=500,seed=42) infty_sign = tadasets.infty_sign(n=3000, noise=0.1) + eyeglasses = tadasets.eyeglasses(n=670,r1=10.0,r2=5.0) Contributions ------------------ @@ -59,12 +57,10 @@ To contribute please fork the project make your changes and submit a pull reques reference/index notebooks/Examples -.. |Downloads| image:: https://pypip.in/download/tadasets/badge.svg +.. |Downloads| image:: https://img.shields.io/pypi/dm/tadasets :target: https://pypi.python.org/tadasets/ .. |PyPI version| image:: https://badge.fury.io/py/tadasets.svg :target: https://badge.fury.io/py/tadasets -.. |Travis-CI| image:: https://travis-ci.org/scikit-tda/tadasets.svg?branch=master - :target: https://travis-ci.org/scikit-tda/tadasets .. |Codecov| image:: https://codecov.io/gh/scikit-tda/tadasets/branch/master/graph/badge.svg :target: https://codecov.io/gh/scikit-tda/tadasets .. |License: MIT| image:: https://img.shields.io/badge/License-MIT-yellow.svg diff --git a/docs/notebooks/Examples.ipynb b/docs/notebooks/Examples.ipynb index 409b0d8..7c243c4 100644 --- a/docs/notebooks/Examples.ipynb +++ b/docs/notebooks/Examples.ipynb @@ -7,35 +7,43 @@ "# Show Shapes" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we briefly show how to call the dataset functions in `tadasets` as well as a simple plotting utility." + ] + }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "import tadasets" + "import tadasets\n", + "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -49,24 +57,24 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -80,24 +88,24 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -111,15 +119,103 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = tadasets.infty_sign()\n", + "plt.scatter(t[:,0],t[:,1])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `noise` parameter corresponds to the standard deviation of Gaussian noise applied to a dataset. For the above \"infinity sign\" dataset, we see the efect of `noise=0.05` below." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = tadasets.infty_sign(noise=0.05)\n", + "plt.scatter(t[:,0],t[:,1])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = tadasets.dsphere(d=1)\n", + "plt.scatter(t[:,0],t[:,1])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t = tadasets.eyeglasses(n=250,r1=10,r2=5)\n", + "plt.scatter(t[:,0],t[:,1])\n", + "plt.show()" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -133,9 +229,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.11.8" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/docs/reference/index.rst b/docs/reference/index.rst index 92386a2..ff3155a 100644 --- a/docs/reference/index.rst +++ b/docs/reference/index.rst @@ -10,3 +10,4 @@ API Reference tadasets.sphere tadasets.swiss_roll tadasets.infty_sign + tadasets.eyeglasses diff --git a/tadasets/_version.py b/tadasets/_version.py index 3dc1f76..d3ec452 100644 --- a/tadasets/_version.py +++ b/tadasets/_version.py @@ -1 +1 @@ -__version__ = "0.1.0" +__version__ = "0.2.0" diff --git a/tadasets/shapes.py b/tadasets/shapes.py index d7378df..f2a5cf8 100644 --- a/tadasets/shapes.py +++ b/tadasets/shapes.py @@ -1,6 +1,7 @@ import numpy as np from .dimension import embed from .rotate import rotate_2D +from typing import Optional __all__ = ["torus", "dsphere", "sphere", "swiss_roll", "infty_sign", "eyeglasses"] @@ -11,26 +12,43 @@ def __init__(self): pass -def dsphere(n=100, d=2, r=1, noise=None, ambient=None, seed=None): +def dsphere( + n: int = 100, + d: int = 2, + r: float = 1, + noise: Optional[float] = None, + ambient: Optional[int] = None, + seed: Optional[int] = None, +) -> np.ndarray: """ - Sample `n` data points on a d-sphere. + Sample ``n`` data points on a ``d``-sphere. Parameters ----------- - n : int + n : int, default=100 Number of data points in shape. - r : float + d : int, default=2 + Intrinsic dimension of ``d``-sphere. + r : float, default=1 Radius of sphere. - ambient : int, default=None + noise : float, optional + Standard deviation of normally distributed noise added to data. + ambient : int, optional Embed the sphere into a space with ambient dimension equal to `ambient`. The sphere is randomly rotated in this high dimensional space. - seed : int, default=None + seed : int, optional Seed for random state. + + Returns + ------- + data : np.ndarray + An ``(n,ambient)`` np.ndarray if ``ambient`` is specifed or + a ``(n,d+1)`` np.ndarray otherwise. """ np.random.seed(seed) data = np.random.randn(n, d + 1) # Normalize points to the sphere - data = r * data / np.sqrt(np.sum(data ** 2, 1)[:, None]) + data = r * data / np.sqrt(np.sum(data**2, 1)[:, None]) if noise: data += noise * np.random.randn(*data.shape) @@ -42,20 +60,33 @@ def dsphere(n=100, d=2, r=1, noise=None, ambient=None, seed=None): return data -def sphere(n=100, r=1, noise=None, ambient=None, seed=None): +def sphere( + n: int = 100, + r: float = 1.0, + noise: Optional[float] = None, + ambient: Optional[int] = None, + seed: Optional[int] = None, +) -> np.ndarray: """ - Sample `n` data points on a sphere. + Sample ``n`` data points on a sphere. Parameters ----------- - n : int + n : int, default=100 Number of data points in shape. - r : float + r : float, default=1 Radius of sphere. - ambient : int, default=None + noise : float, optional + Standard deviation of normally distributed noise added to data. + ambient : int, optional Embed the sphere into a space with ambient dimension equal to `ambient`. The sphere is randomly rotated in this high dimensional space. - seed : int, default=None + seed : int, optional Seed for random state. + + Returns + ------- + data : np.ndarray + An ``(n,3)`` np.ndarray. """ np.random.seed(seed) @@ -78,22 +109,36 @@ def sphere(n=100, r=1, noise=None, ambient=None, seed=None): return data -def torus(n=100, c=2, a=1, noise=None, ambient=None, seed=None): +def torus( + n: int = 100, + c: float = 2.0, + a: float = 1.0, + noise: Optional[float] = None, + ambient: Optional[int] = None, + seed: Optional[int] = None, +) -> np.ndarray: """ - Sample `n` data points on a torus. + Sample ``n`` data points on a torus. Parameters ----------- - n : int + n : int, default=100 Number of data points in shape. - c : float + c : float, default=2.0 Distance from center to center of tube. - a : float + a : float, default=1.0 Radius of tube. - ambient : int, default=None + noise: float, optional + Standard deviation of normally distributed noise added to data. + ambient : int, optional Embed the torus into a space with ambient dimension equal to `ambient`. The torus is randomly rotated in this high dimensional space. - seed : int, default=None + seed : int, optional Seed for random state. + + Returns + ------- + data : np.ndarray + An ``(n,3)`` np.ndarray. """ assert a <= c, "That's not a torus" @@ -116,23 +161,37 @@ def torus(n=100, c=2, a=1, noise=None, ambient=None, seed=None): return data -def swiss_roll(n=100, r=10, noise=None, ambient=None, seed=None): - """Swiss roll implementation +def swiss_roll( + n: int = 100, + r: float = 10.0, + noise: Optional[float] = None, + ambient: Optional[int] = None, + seed: Optional[int] = None, +) -> np.ndarray: + """ + Sample `n` data points from a Swiss roll. Parameters ---------- - n : int + n : int, default=100 Number of data points in shape. - r : float - Length of roll - ambient : int, default=None + r : float, default=10.0 + Length of roll. + noise: float, optional + Standard deviation of normally distributed noise added to data. + ambient : int, optional Embed the swiss roll into a space with ambient dimension equal to `ambient`. The swiss roll is randomly rotated in this high dimensional space. - seed : int, default=None + seed : int, optional Seed for random state. References ---------- - Equations mimic [Swiss Roll and SNE by jlmelville](https://jlmelville.github.io/smallvis/swisssne.html) + Equations mimic `Swiss Roll and SNE by jlmelville https://jlmelville.github.io/smallvis/swisssne.html`_. + + Returns + ------- + data : np.ndarray + An ``(n,3)`` np.ndarray. """ np.random.seed(seed) @@ -153,20 +212,31 @@ def swiss_roll(n=100, r=10, noise=None, ambient=None, seed=None): return data -def infty_sign(n=100, noise=None, angle=None, seed=None): - """Construct a figure 8 or infinity sign with :code:`n` points and noise level with :code:`noise` standard deviation. +def infty_sign( + n: int = 100, + noise: Optional[float] = None, + angle: Optional[float] = None, + seed: Optional[int] = None, +) -> np.ndarray: + """ + Construct a figure 8 or infinity sign with ``n`` points and noise level with ``noise`` standard deviation. Parameters - ============ - - n: int - number of points in returned data set. - noise: float - standard deviation of normally distributed noise added to data. - angle: float - angle in radians to rotate the infinity sign. - seed : int + ---------- + + n: int, default=100 + Number of data points in shape. + noise: float, optional + Standard deviation of normally distributed noise added to data. + angle: float, optional + Angle in radians to rotate the infinity sign. + seed : int, optional Seed for random state. + + Returns + ------- + data : np.ndarray + An ``(n,2)`` np.ndarray. """ np.random.seed(seed) @@ -188,26 +258,40 @@ def infty_sign(n=100, noise=None, angle=None, seed=None): return X -def eyeglasses(n=100, r1=1, r2=None, neck_size=None, noise=None, ambient=None, seed=None): - """Sample `n` points on an eyeglasses shape. +def eyeglasses( + n: int = 100, + r1: float = 1.0, + r2: Optional[float] = None, + neck_size: Optional[float] = None, + noise: Optional[float] = None, + ambient: Optional[int] = None, + seed: Optional[float] = None, +) -> np.ndarray: + """Sample ``n`` points on an eyeglasses shape. Parameters ---------- n : int, default=100 Number of points in shape - r1 : float, default=1 + r1 : float, default=1.0 The radius of the left half of the eyeglasses shape - r2 : float, default=None + r2 : float, optional The radius of the right half. If None, it is equal to `r1`. - neck_size : float, default=None + neck_size : float, optional The width of the neck. - noise : float, default=None + noise : float, optional Standard deviation of normally distributed noise added to data. - ambient : int, default=None + ambient : int, optional Embed the eyeglasses shape into a space with ambient dimension equal to `ambient`. The eyeglasses shape is randomly rotated in this high dimensional space. - seed : int + seed : int, optional Seed for random state. + + Returns + ------- + data : np.ndarray + An ``(n,ambient)`` np.ndarray if ``ambient`` is specified or + an ``(n,2)`` np.ndarray otherwise. """ np.random.seed(seed) @@ -216,41 +300,57 @@ def eyeglasses(n=100, r1=1, r2=None, neck_size=None, noise=None, ambient=None, s if neck_size is None: neck_size = min(r1, r2) - assert neck_size < 2 * min(r1, r2), 'Neck should be smaller than 2*min(r1,r2).' + assert neck_size < 2 * min(r1, r2), "Neck should be smaller than 2*min(r1,r2)." half_neck = neck_size / 2 r_neck = min(r1, r2) - x_left = ((r_neck + r1) ** 2 - (r_neck + half_neck) ** 2) ** (1 / 2) - r1 # x distance from left circle to neck + x_left = ((r_neck + r1) ** 2 - (r_neck + half_neck) ** 2) ** ( + 1 / 2 + ) - r1 # x distance from left circle to neck x_right = ((r_neck + r2) ** 2 - (r_neck + half_neck) ** 2) ** (1 / 2) - r2 alpha_1 = np.arcsin((r_neck + half_neck) / (r1 + r_neck)) alpha_2 = np.arcsin((r_neck + half_neck) / (r2 + r_neck)) - centers = {'l': [-r1 - x_left, 0], - 'r': [x_right + r2, 0], - 't': [0, half_neck + r_neck], - 'b': [0, -half_neck - r_neck]} + centers = { + "l": [-r1 - x_left, 0], + "r": [x_right + r2, 0], + "t": [0, half_neck + r_neck], + "b": [0, -half_neck - r_neck], + } - radii = {'l': r1, 'r': r2, 't': r_neck, 'b': r_neck} + radii = {"l": r1, "r": r2, "t": r_neck, "b": r_neck} - angle_ranges = {'l': [alpha_1, 2 * np.pi - alpha_1], - 'r': [-np.pi + alpha_2, np.pi - alpha_2], - 't': [np.pi + alpha_1, 2 * np.pi - alpha_2], - 'b': [alpha_2, np.pi - alpha_1]} + angle_ranges = { + "l": [alpha_1, 2 * np.pi - alpha_1], + "r": [-np.pi + alpha_2, np.pi - alpha_2], + "t": [np.pi + alpha_1, 2 * np.pi - alpha_2], + "b": [alpha_2, np.pi - alpha_1], + } # compute how many points each circle will contain. - arc_lens = {x: (angle_ranges[x][1] - angle_ranges[x][0]) * radii[x] for x in ['l', 'r', 't', 'b']} + arc_lens = { + x: (angle_ranges[x][1] - angle_ranges[x][0]) * radii[x] + for x in ["l", "r", "t", "b"] + } total_arc_len = sum(arc_lens.values()) - probabilities = {x: arc_lens[x] / total_arc_len for x in ['l', 'r', 't', 'b']} - positions = np.random.choice(['l', 'r', 't', 'b'], p=list(probabilities.values()), size=n) + probabilities = {x: arc_lens[x] / total_arc_len for x in ["l", "r", "t", "b"]} + positions = np.random.choice( + ["l", "r", "t", "b"], p=list(probabilities.values()), size=n + ) positions, counts = np.unique(positions, return_counts=True) counts = {x: c for x, c in zip(positions, counts)} data = [] - for x in ['l', 'r', 't', 'b']: - angles = np.random.uniform(size=counts[x], low=angle_ranges[x][0], high=angle_ranges[x][1]) - points = np.vstack((radii[x] * np.cos(angles), radii[x] * np.sin(angles))).T + centers[x] + for x in ["l", "r", "t", "b"]: + angles = np.random.uniform( + size=counts[x], low=angle_ranges[x][0], high=angle_ranges[x][1] + ) + points = ( + np.vstack((radii[x] * np.cos(angles), radii[x] * np.sin(angles))).T + + centers[x] + ) data.append(points) data = np.concatenate(data)