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Differentiable Optimization for the Prediction of Ground State Structures (DOGSS)

Implemens the Differentiable Optimization for the Prediction of Ground State Structures (DOGSS) that takes arbitrary chemical structures to predict their ground-state structures. The following paper describes the details of the DOGSS framework: Differentiable Optimization for the Prediction of Ground State Structures (DOGSS)

Installation

Create conda envionrment with require packages:

conda env create -f env.yml

Activate the conda environment with

conda activate dogss

Install the package with pip install -e ..

Usage

We provide scripts to train/load DOGSS for predicting ground state structures of only H adsorption dataset. Other datasets mentioned in the paper (Bare surfaces and CO adsorption) can be used in the same way but with different hyperparameters.

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