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Training a GAN using superconductivity data

License: MIT License

TeX 56.45% Python 43.55%
synthetic-dataset-generation superconductors superconductivity superconductivity-dataset superconductor-simulation-data gan generative-adversarial-network tabular-data superconductivity-data

supercongan's Introduction

SuperconGAN

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A program to train a GAN using superconductivity data. It was inspired by and is based off of the CTGAN library for generating GANs for tabular datasets.

Installation

To install the latest version, please use the following command in a terminal window:

python3 -m pip install SuperconGAN --upgrade

Starter Example

To get a feel for the package, try running the following code, after installing the package (above):

import SuperconGAN

model = SuperconGAN.Synthesizer()
model.fit(epochs = 5)
model.sample(n = 10)

Documentation

Will be added shortly.

supercongan's People

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supercongan's Issues

Installation fails due to conflicting SuperconGAN version

Issue description

Hi, users are unable to run SuperconGAN due to dependency conflict with pandas package.

As shown in the full dependency graph of SuperconGAN, SuperconGAN(at level 0) requires pandas (>=0.24,<2), while rdt(at level 1) requires pandas (<1.1.5,>=1.1).

According to pip’s "first found wins" installation strategy, pandas==1.4.2 is the actually installed version. However, pandas==1.4.2 does not satisfy pandas (<1.1.5,>=1.1).

Dependency tree-------


SuperconGAN-0.2.5
| +-&ctgan!version range:*!install version:0.5.1!requirement id:11412196!
| +-&numpy!version range:==1.20.1!install version:1.20.1!requirement id:11412198!
| | +-&beautifulsoup4!version range:*!install version:4.11.1!requirement id:10795711!
| | | +-&soupsieve!version range:>1.2!install version:2.3.2.post1!requirement id:9098374!
| | +-&gitpython!version range:*!install version:3.1.27!requirement id:10795712!
| | +-&ipython!version range:*!install version:8.3.0!requirement id:10795713!
| | +-&matplotlib!version range:*!install version:3.5.2!requirement id:10795714!
| | | +-&cycler!version range:>=0.10!install version:0.11.0!requirement id:13319196!
| | | +-&fonttools!version range:>=4.22.0!install version:4.33.3!requirement id:13319197!
| | | +-&kiwisolver!version range:>=1.0.1!install version:1.4.2!requirement id:13319198!
| | | +-&numpy!version range:>=1.17!install version:1.20.1!requirement id:13319199!
| | | +-&packaging!version range:>=20.0!install version:21.3!requirement id:13319200!
| | | +-&pillow!version range:>=6.2.0!install version:9.1.0!requirement id:13319201!
| | | +-&pyparsing!version range:>=2.2.1!install version:3.0.9!requirement id:13319202!
| | | +-&python-dateutil!version range:>=2.7!install version:2.8.2!requirement id:13319203!
| | +-&numpydoc!version range:==1.1.0!install version:1.1.0!requirement id:10795715!
| | | +-&jinja2!version range:>=2.3!install version:3.1.2!requirement id:2043080!
| | | +-&sphinx!version range:>=1.6.5!install version:3.0.0b1!requirement id:2043087!
| | +-&pandas!version range:*!install version:1.4.2!requirement id:10795716!
| | +-&paver!version range:*!install version:1.3.4!requirement id:10795717!
| | | +-&six!version range:*!install version:1.16.0!requirement id:2627915!
| | +-&pydata-sphinx-theme!version range:==0.4.1!install version:0.4.1!requirement id:10795718!
| | | +-&sphinx!version range:*!install version:3.0.0b1!requirement id:6708338!
| | +-&pygithub!version range:*!install version:1.55!requirement id:10795719!
| | | +-&deprecated!version range:*!install version:1.2.13!requirement id:11482593!
| | | +-&pyjwt!version range:>=2.0!install version:2.4.0!requirement id:11482594!
| | | +-&pynacl!version range:>=1.4.0!install version:1.5.0!requirement id:11482595!
| | | +-&requests!version range:>=2.14.0!install version:2.27.1!requirement id:11482596!
| | +-&scipy!version range:*!install version:1.8.0!requirement id:10795720!
| | | +-&numpy!version range:<1.25.0,>=1.17.3!install version:1.20.1!requirement id:8521490!
| | +-&sphinx!version range:<3.0,>=2.2.0!install version:3.0.0b1!requirement id:10795721!
| | | +-&alabaster!version range:>=0.7,<0.8!install version:0.7.12!requirement id:3936726!
| | | +-&babel!version range:>=1.3!install version:2.10.1!requirement id:3936727!
| | | +-&docutils!version range:>=0.12!install version:0.18.1!requirement id:3936728!
| | | +-&imagesize!version range:*!install version:1.3.0!requirement id:3936729!
| | | +-&jinja2!version range:>=2.3!install version:3.1.2!requirement id:3936730!
| | | +-&packaging!version range:*!install version:21.3!requirement id:3936732!
| | | +-&pygments!version range:>=2.0!install version:2.12.0!requirement id:3936734!
| | | +-&requests!version range:>=2.5.0!install version:2.27.1!requirement id:3936736!
| | | +-&setuptools!version range:*!install version:62.2.0!requirement id:3936737!
| | | +-&snowballstemmer!version range:>=1.1!install version:2.2.0!requirement id:3936738!
| | | +-&sphinxcontrib-applehelp!version range:*!install version:1.0.2!requirement id:3936739!
| | | +-&sphinxcontrib-devhelp!version range:*!install version:1.0.2!requirement id:3936740!
| | | +-&sphinxcontrib-htmlhelp!version range:*!install version:2.0.0!requirement id:3936742!
| | | +-&sphinxcontrib-jsmath!version range:*!install version:1.0.1!requirement id:3936744!
| | | +-&sphinxcontrib-qthelp!version range:*!install version:1.0.3!requirement id:3936745!
| | | +-&sphinxcontrib-serializinghtml!version range:*!install version:1.1.5!requirement id:3936746!
| | +-&towncrier!version range:*!install version:21.9.0!requirement id:10795722!
| | +-&twine!version range:*!install version:4.0.0!requirement id:10795723!
| | | +-&importlib-metadata!version range:>=3.6!install version:4.11.3!requirement id:9258132!
| | | +-&keyring!version range:>=15.1!install version:23.5.0!requirement id:9258133!
| | | +-&pkginfo!version range:>=1.8.1!install version:1.8.2!requirement id:9258134!
| | | +-&readme-renderer!version range:>=21.0!install version:35.0!requirement id:9258135!
| | | +-&requests!version range:>=2.20!install version:2.27.1!requirement id:9258136!
| | | +-&requests-toolbelt!version range:>=0.8.0!install version:0.9.1!requirement id:9258137!
| | | +-&rfc3986!version range:>=1.4.0!install version:2.0.0!requirement id:9258138!
| | | +-&rich!version range:>=12.0.0!install version:12.4.1!requirement id:9258139!
| | | +-&urllib3!version range:>=1.26.0!install version:1.26.9!requirement id:9258140!
| | +-&urllib3!version range:*!install version:1.26.9!requirement id:10795724!
| +-&packaging!version range:*!install version:21.3!requirement id:11412200!
| | +-&pyparsing!version range:>=2.0.2!install version:3.0.9!requirement id:10632318!
| +-&pandas!version range:>=0.24,<2!install version:1.4.2!requirement id:11412202!
| +-&rdt!version range:>=0.2.7,<=0.4.0!install version:0.4.0!requirement id:11412204!
| | +-&numpy!version range:<2,>=1.18.0!install version:1.20.1!requirement id:11951681!
| | | +-&beautifulsoup4!version range:*!install version:4.11.1!requirement id:10795711!
| | | +-&gitpython!version range:*!install version:3.1.27!requirement id:10795712!
| | | +-&ipython!version range:*!install version:8.3.0!requirement id:10795713!
| | | +-&matplotlib!version range:*!install version:3.5.2!requirement id:10795714!
| | | +-&numpydoc!version range:==1.1.0!install version:1.1.0!requirement id:10795715!
| | | +-&pandas!version range:*!install version:1.4.2!requirement id:10795716!
| | | +-&paver!version range:*!install version:1.3.4!requirement id:10795717!
| | | +-&pydata-sphinx-theme!version range:==0.4.1!install version:0.4.1!requirement id:10795718!
| | | +-&pygithub!version range:*!install version:1.55!requirement id:10795719!
| | | +-&scipy!version range:*!install version:1.8.0!requirement id:10795720!
| | | +-&sphinx!version range:<3.0,>=2.2.0!install version:3.0.0b1!requirement id:10795721!
| | | +-&towncrier!version range:*!install version:21.9.0!requirement id:10795722!
| | | +-&twine!version range:*!install version:4.0.0!requirement id:10795723!
| | | +-&urllib3!version range:*!install version:1.26.9!requirement id:10795724!
| | +-&pandas!version range:<1.1.5,>=1.1!install version:1.1.4!requirement id:11951682!
| | | +-&numpy!version range:>=1.15.4!install version:1.20.1!requirement id:10724923!
| | | +-&python-dateutil!version range:>=2.7.3!install version:2.8.2!requirement id:10724924!
| | | +-&pytz!version range:>=2017.2!install version:2022.1!requirement id:10724925!
| | +-&scipy!version range:<2,>=1.4.1!install version:1.8.0!requirement id:11951683!
| | | +-&numpy!version range:<1.25.0,>=1.17.3!install version:1.20.1!requirement id:8521490!
| +-&scikit-learn!version range:==0.24.1!install version:0.24.1!requirement id:11412206!
| | +-&joblib!version range:>=0.11!install version:1.1.0!requirement id:8521502!
| | +-&numpy!version range:>=1.13.3!install version:1.20.1!requirement id:8521503!
| | | +-&beautifulsoup4!version range:*!install version:4.11.1!requirement id:10795711!
| | | +-&gitpython!version range:*!install version:3.1.27!requirement id:10795712!
| | | +-&ipython!version range:*!install version:8.3.0!requirement id:10795713!
| | | +-&matplotlib!version range:*!install version:3.5.2!requirement id:10795714!
| | | +-&numpydoc!version range:==1.1.0!install version:1.1.0!requirement id:10795715!
| | | +-&pandas!version range:*!install version:1.4.2!requirement id:10795716!
| | | +-&paver!version range:*!install version:1.3.4!requirement id:10795717!
| | | +-&pydata-sphinx-theme!version range:==0.4.1!install version:0.4.1!requirement id:10795718!
| | | +-&pygithub!version range:*!install version:1.55!requirement id:10795719!
| | | +-&scipy!version range:*!install version:1.8.0!requirement id:10795720!
| | | +-&sphinx!version range:<3.0,>=2.2.0!install version:3.0.0b1!requirement id:10795721!
| | | +-&towncrier!version range:*!install version:21.9.0!requirement id:10795722!
| | | +-&twine!version range:*!install version:4.0.0!requirement id:10795723!
| | | +-&urllib3!version range:*!install version:1.26.9!requirement id:10795724!
| | +-&scipy!version range:>=0.19.1!install version:1.8.0!requirement id:8521504!
| | | +-&numpy!version range:<1.25.0,>=1.17.3!install version:1.20.1!requirement id:8521490!
| | +-&threadpoolctl!version range:>=2.0.0!install version:3.1.0!requirement id:8521505!
| +-&sdv!version range:*!install version:0.14.1!requirement id:11412208!
| +-&torch!version range:<2,>=1.0!install version:1.11.0!requirement id:11412210!
| | +-&typing-extensions!version range:*!install version:4.2.0!requirement id:9206979!
| +-&torchvision!version range:>=0.4.2,<1!install version:0.12.0!requirement id:11412212!
| | +-&numpy!version range:*!install version:1.20.1!requirement id:9206819!
| | | +-&beautifulsoup4!version range:*!install version:4.11.1!requirement id:10795711!
| | | +-&gitpython!version range:*!install version:3.1.27!requirement id:10795712!
| | | +-&ipython!version range:*!install version:8.3.0!requirement id:10795713!
| | | +-&matplotlib!version range:*!install version:3.5.2!requirement id:10795714!
| | | +-&numpydoc!version range:==1.1.0!install version:1.1.0!requirement id:10795715!
| | | +-&pandas!version range:*!install version:1.4.2!requirement id:10795716!
| | | +-&paver!version range:*!install version:1.3.4!requirement id:10795717!
| | | +-&pydata-sphinx-theme!version range:==0.4.1!install version:0.4.1!requirement id:10795718!
| | | +-&pygithub!version range:*!install version:1.55!requirement id:10795719!
| | | +-&scipy!version range:*!install version:1.8.0!requirement id:10795720!
| | | +-&sphinx!version range:<3.0,>=2.2.0!install version:3.0.0b1!requirement id:10795721!
| | | +-&towncrier!version range:*!install version:21.9.0!requirement id:10795722!
| | | +-&twine!version range:*!install version:4.0.0!requirement id:10795723!
| | | +-&urllib3!version range:*!install version:1.26.9!requirement id:10795724!
| | +-&pillow!version range:>=5.3.0!install version:9.1.0!requirement id:9206820!
| | +-&requests!version range:*!install version:2.27.1!requirement id:9206821!
| | +-&torch!version range:==1.11.0!install version:1.11.0!requirement id:9206822!
| | | +-&typing-extensions!version range:*!install version:4.2.0!requirement id:9206979!
| | +-&typing-extensions!version range:*!install version:4.2.0!requirement id:9206823!

Suggested solutions

1.Change your direct dependency pandas [>=0.24,<2] to be pandas [<=1.1.4].
2.Remove your direct dependency pandas [>=0.24,<2], and use pandas transitively introduced by rdt.
3.Upgrade or downgrade your direct dependency rdt to transitively introduce a compatible version of pandas.

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