Reproduction of product-level results

Hello, I'm pleased to know this useful task and method.
I tried to reproduce the product-level prediction.
But I think `script/main.py` does not predict as the paper says.
To ensure, I would like to ask whether `script/main_prod.py` is for the product-level prediction. 
Thank you.