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--- |
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tags: |
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- python |
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- code |
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--- |
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# CodeParrot 🦜 Dataset Cleaned |
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## What is it? |
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A dataset of Python files from Github. This is the deduplicated version of the [codeparrot](https://huggingface.co/datasets/transformersbook/codeparrot). |
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## Processing |
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The original dataset contains a lot of duplicated and noisy data. Therefore, the dataset was cleaned with the following steps: |
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- Deduplication |
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- Remove exact matches |
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- Filtering |
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- Average line length < 100 |
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- Maximum line length < 1000 |
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- Alpha numeric characters fraction > 0.25 |
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- Remove auto-generated files (keyword search) |
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For more details see the preprocessing script in the transformers repository [here](https://github.com/huggingface/transformers/tree/master/examples/research_projects/codeparrot). |
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## Splits |
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The dataset is split in a [train](https://huggingface.co/datasets/codeparrot/codeparrot-clean-train) and [validation](https://huggingface.co/datasets/codeparrot/codeparrot-clean-valid) split used for training and evaluation. |
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## Structure |
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This dataset has ~50GB of code and 5361373 files. |
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```python |
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DatasetDict({ |
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train: Dataset({ |
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features: ['repo_name', 'path', 'copies', 'size', 'content', 'license', 'hash', 'line_mean', 'line_max', 'alpha_frac', 'autogenerated'], |
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num_rows: 5361373 |
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}) |
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}) |
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``` |
