How to reproduce the results on Stock Data?

Hi,

Thanks for the kind sharing code! I see that RAT has achieved fantastic results on S&P500. However, the implementation details of stock market is not introduced in the paper. So I am wondering how the hyperparameter was setted on S&P500, such as selected stock numbers and volume average days. Any help is very welcome.

Thanks!