Library for computing persistent homology
Project description
Dionysus is a computational topology package focused on persistent homology. It is written in C++, with Python bindings. The second version (previous version) is re-written from scratch, which helps it accomplish a few goals:
Modified BSD license (because GPL causes too many problems in academic software).
No dependency on Boost.Python; Dionysus 2 uses (and includes) PyBind11 instead, which greatly simplifies installation.
Cleaner, more consistent internal design (for example, all algorithms support arbitrary fields).
Some new algorithms, e.g., omni-field persistence and Wasserstein and bottleneck distance computation from Hera.
A few plotting routines, based on Matplotlib.
Better integration with NumPy.
Features that haven’t (yet) made it over from Dionysus 1 include vineyards. Alpha shape filtrations are available via DioDe.
- Dependencies:
Boost, although Dionysus 2 doesn’t link any of its libraries, so it’s considerably easier to build the project.
(Optional) SciPy for the LSQR routine used in circular coordinates.
(Optional) Maplotlib for plotting.
- Contact:
please use the dionysus mailing list for all questions and discussion related to the library;
GitHub’s issue tracker is a central location for bug reports and feature requests.
Get, Build, Install
The simplest way to install Dionysus, as a Python package, is from PyPI:
pip install --verbose dionysus
Pass --upgrade to pip, if you have already installed some version of Dionysus.
Alternatively, you can install it directly from the development repository (this gives you the latest version):
pip install --verbose git+https://github.com/mrzv/dionysus.git
Alternatively, you can clone and build everything by hand. To get Dionysus 2, either clone its repository:
git clone https://github.com/mrzv/dionysus.git
or download it as a Zip archive.
To build the project:
mkdir build cd build cmake .. make
To use the Python bindings, either launch Python from .../build/bindings/python or add this directory to your PYTHONPATH variable, by adding:
export PYTHONPATH=.../build/bindings/python:$PYTHONPATH
to your ~/.bashrc or ~/.zshrc.
Documentation
Documentation for Dionysus can be found here.
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