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README.md

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 This repository accompanies the paper "Automated gadget discovery in Science".
 
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 ## Runfiles
 
 ### Quantum Optics Environment
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 Then, run the following run file with the default hyperparameter settings. The two types of clustering, i.e. by utility and by context, can be reproduced by changing the "clustering_method" argument, in the following line. 
 
 ```python run_qi_clustering.py --clustering_method 'context'```
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 ```python run_qi_clustering.py --clustering_method 'utility'```
 
 After running the files above to generate the data, Fig. 7, Table 8, Table 9 and Table 10 can be reproduced by running the following data analysis file. This file saves the tables as csv-files in the results directory in the corresponding subfolder “analysis-and-plots”.