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Load any mixture of text to text data in one line of code

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Unitxt is a python library for getting data fired up and set for utilization. In one line of code, it preps a dataset or mixtures-of-datasets into an input-output format for training and evaluation. We aspire to be simple, adaptable and transparent.

Unitxt builds on separation. Separation allows adding a dataset, without knowing anything about the models using it. Separation allows training without caring for preprocessing, switching models without loading the data differently and changing formats (instruction\ICL\etc.) without changing anything else.

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Unitxt Flow

Where to start? 🦄

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Why Unitxt? 🦄

🦄 Simplicity

Everything in Unitxt is simple and designed to feel natural and self-explanatory.

🦄 Adaptability

Adding new datasets, loading recipes, instructions and formatters is possible and encouraged!

🦄 Transparency

The resources and formatters of Unitxt are stored as shared datasets and therefore can easily reviewed by the crowd. Moreover, when assembling a dataset with Unitxt, it is very clear to others what's in it.

Contributers

Please install Unitxt from source by:

git clone git@github.com:IBM/unitxt.git
cd unitxt
pip install -e ".[dev]"
pre-commit install

Run Unitxt Exploration Dashboard

To launch unitxt graphical user interface run:

unitxt-explore

Ensuring a Linear Git History

Configure your Git to maintain a linear history with these commands:

  1. Automatic Rebasing for Pulls:

    • Command: git config --global pull.rebase true
    • This sets git pull to rebase changes, keeping your history linear without unnecessary merge commits.
  2. Fast-Forward Merges Only:

    • Command: git config --global merge.ff only
    • This allows only fast-forward merges, preventing merge commits when branches diverge, to maintain a linear history.

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