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Following #224, I wrote a first draft of the metrics to compute the rewards of the Standford SHP dataset. If it's fine with you for now I would focus on the effectiveness of the metrics and once we find a suitable one I will tailor the code to be in line with the rest of the codebase. The code is consistent with the rest of the repo, so to get the rewards just run the command:
The reward distribution:
0: 0.336162 %
1: 0.194715 %
2: 0.149592 %
3: 0.083746 %
4: 0.037445 %
5: 0.198339 %
Some samples: