added format and usage sections
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README.md
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This version of the dataset is strictly permitted for use exclusively in conjunction with the review process for the paper with Submission Number 13449. Upon completion of the review process, a de-anonymized version of the dataset will be released under a license similar to that of The Stack, which can be found at https://huggingface.co/datasets/bigcode/the-stack.
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---
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This version of the dataset is strictly permitted for use exclusively in conjunction with the review process for the paper with Submission Number 13449. Upon completion of the review process, a de-anonymized version of the dataset will be released under a license similar to that of The Stack, which can be found at https://huggingface.co/datasets/bigcode/the-stack.
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## Dataset Format
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The dataset contains 4 different subdataset or configurations in HuggingFace Datasets terminology. Those are `bm25_contexts` `PP_contexts` `randomNN_contexts` and `sources`.
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First 3 are data used to train and test Repo fusion and the last one is actual java sourcode files the date was taken from.
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The format of the data for firt 3 dataset is as follows:
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```
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features = datasets.Features({
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'id': datasets.Value('string'),
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'hole_file': datasets.Value('string'),
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'hole_line': datasets.Value('int32'),
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'hole_pos': datasets.Value('int32'),
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'question': datasets.Value('string'),
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'target': datasets.Value('string'),
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'answers': datasets.Sequence(
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datasets.Value('string')
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),
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'ctxs': [{
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'title': datasets.Value('string'),
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'text': datasets.Value('string'),
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'score': datasets.Value('float64')
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}]
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})
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```
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The format of the `sources` is either as follows if accessed through Datasets.load_dataset:
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```
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features = datasets.Features({
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'file': datasets.Value('string'),
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'content': datasets.Value('string')
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})
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```
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Or, it can be accessed via file system directly. The format is like this `[<data_set_root>/data/<split_name>/<github_user>/<repo_name>/<path/to/every/java/file/in/the/repo>.java]`
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Therea are 3 splits for each configuration `train`, `test`, `validation`
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## Dataset usage
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First, please, clone the dataset locally
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```
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git clone https://huggingface.co/datasets/RepoFusion/Stack-Repo <local/path/to/manual/data>
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```
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Second, please, load the dataset desired configuration and split:
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```
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ds = datasets.load_dataset(
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"RepoFusion/Stack-Repo",
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name="<configuration_name>",
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split="<split_name>"
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data_dir="<local/path/to/manual/data>"
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)
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```
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NOTE: `bm25_contexts` `PP_contexts` `randomNN_contexts` configrations can be loaded directly from the hub without cloning the repo locally. For the `sources` if not clonned beforehand or `data_dir` not specified, `ManualDownloadError` will be raised.
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