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Bayesian autoencoders for data-driven discovery of coordinates, governing equations and fundamental constants. Proceedings of the Royal Society A.

License: MIT License

Python 2.78% Shell 0.06% MATLAB 0.03% Jupyter Notebook 97.13%
artificial-intelligence bayesian deep-learning deep-neural-networks differential-equations dynamical-systems physics-informed-learning self-supervised-learning sindy sparse-regression

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bayesiansindyautoencoder's Issues

Environment dependencies

Hello,

Thanks for the interesting methodology and the repo!

I want to try the code, but I'm encountering some issues with the creation of the environment from conda env create -f environment.yml -n bae.

Many of the packages are not available from the channels:

~/BayesianSindyAutoencoder conda env create -f environment.yml -n bae
Channels:
 - conda-forge
 - anaconda
 - defaults
Platform: osx-64
Collecting package metadata (repodata.json): done
Solving environment: failed

PackagesNotFoundError: The following packages are not available from current channels:

  - zstd==1.5.2=ha4553b6_0
  - zlib==1.2.12=h7f8727e_2
  - zipp==3.8.0=py37h06a4308_0
  - zeromq==4.3.4=h2531618_0
  - xz==5.2.5=h7f8727e_1
  - x264==1!157.20191217=h7b6447c_0
  - wrapt==1.14.1=py37h5eee18b_0
  # ... (other dependencies)

I've tried several things like slightly relaxing the versions of the dependencies, installing packages manually, but nothing has helped.

Is there an updated environment.yml that could work?

Thanks!

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