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data-calibrator

Experiments on calibrating the correlation between data domains and model alignment outcomes.

Usage

Installation

Install uv before proceeding.

foo@bar:~$ git clone git@github.com:BrevityD/data-calibrator.git
foo@bar:~$ cd data-calibrator
foo@bar:~/data-calibrator$ uv venv .venv
foo@bar:~/data-calibrator$ uv sync

Activate your virtual environment:

foo@bar:~/data-calibrator$ source .venv/bin/activate

Log in to WandB (optional):

Skip this step if not using WandB.

Reproduce Samples

Samples:

  1. EXP-1

Download Datasets

Configure your hf-token in data-calibrator/datasets/download_data.py.

To obtain your hf-token, visit https://huggingface.co/settings/tokens. To access restricted datasets like livecodebench, grant permission for "Read access to contents of all public gated repos you can access".

foo@bar:~/data-calibrator$ source .venv/bin/activate
(.venv)foo@bar:~/data-calibrator$ cd datasets
(.venv)foo@bar:~/data-calibrator/datasets$ python download_data.py

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Experiments on calibrating the correlation between data domains and model alignment outcomes.

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