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Add a Quantile RewardScaler #6

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thejaminator opened this issue Feb 26, 2023 · 1 comment
Open

Add a Quantile RewardScaler #6

thejaminator opened this issue Feb 26, 2023 · 1 comment
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good first issue Good for newcomers

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@thejaminator
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conditionme/scaling/scaler.py defines the scalers we currently have.
This doesn't seem to really help, as our reward distribution from reward models tend to be very heavily skewed.

We can implement a quantile scaler. Maybe that helps.

can try binning rewards into 10 buckets as in Quark

Thanks @tomekkorbak for this suggestion!
@thejaminator thejaminator added the good first issue Good for newcomers label Feb 26, 2023
@SahilDave04
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Hey can you elaborate your request more. I'm not exactly able to understand your request.

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@thejaminator @SahilDave04