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[PolyCoder paper ](https://arxiv.org/pdf/2202.13169v3.pdf) gives a nice comparison of existing code models. The model was trained on **254GB** of data, after preprocessing, consisting of popular repositories for 12 popular programming languages with at least 50 stars from GitHub in October 2021. The data used the following preprocessing:
- Exact match deduplication
- Filtering:
- Average line length < 100 tokens
- Maximum line length < 1000 MB |