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README.md
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dataset_size: 2954123612
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---
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# Dataset Card for "SWE-bench_bm25_27K"
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[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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dataset_size: 2954123612
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---
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# Dataset Card for "SWE-bench_bm25_27K"
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### Dataset Summary
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SWE-bench is a dataset that tests systems’ ability to solve GitHub issues automatically. The dataset collects 2,294 Issue-Pull Request pairs from 12 popular Python. Evaluation is performed by unit test verification using post-PR behavior as the reference solution.
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The dataset was released as part of [SWE-bench: Can Language Models Resolve Real-World GitHub Issues?](https://arxiv.org/abs/2310.06770)
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This dataset `SWE-bench_bm25_27K` includes a formatting of each instance using Pyserini's BM25 retrieval as described in the paper. The code context size limit is 27,000 `cl100k_base` tokens from the [`tiktoken`](https://github.com/openai/tiktoken) tokenization package used for OpenAI models.
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The `text` column can be used directly with LMs to generate patch files.
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Models are instructed to generate [`patch`](https://en.wikipedia.org/wiki/Patch_(Unix)) formatted file using the following template:
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```diff
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<patch>
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diff
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--- a/path/to/file.py
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--- b/path/to/file.py
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This is a test file.
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-It contains several lines.
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+It has been modified.
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This is the third line.
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</patch>
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```
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This format can be used directly with the [SWE-bench inference scripts](https://github.com/princeton-nlp/SWE-bench/tree/main/inference). Please refer to these scripts for more details on inference.
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### Supported Tasks and Leaderboards
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SWE-bench proposes a new task: issue resolution provided a full repository and GitHub issue. The leaderboard can be found at www.swebench.com
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### Languages
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The text of the dataset is primarily English, but we make no effort to filter or otherwise clean based on language type.
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## Dataset Structure
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### Data Instances
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An example of a SWE-bench datum is as follows:
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```
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instance_id: (str) - A formatted instance identifier, usually as repo_owner__repo_name-PR-number.
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text: (str) - The input text including instructions, the "Oracle" retrieved file, and an example of the patch format for output.
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patch: (str) - The gold patch, the patch generated by the PR (minus test-related code), that resolved the issue.
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repo: (str) - The repository owner/name identifier from GitHub.
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base_commit: (str) - The commit hash of the repository representing the HEAD of the repository before the solution PR is applied.
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hints_text: (str) - Comments made on the issue prior to the creation of the solution PR’s first commit creation date.
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created_at: (str) - The creation date of the pull request.
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test_patch: (str) - A test-file patch that was contributed by the solution PR.
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problem_statement: (str) - The issue title and body.
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version: (str) - Installation version to use for running evaluation.
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environment_setup_commit: (str) - commit hash to use for environment setup and installation.
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FAIL_TO_PASS: (str) - A json list of strings that represent the set of tests resolved by the PR and tied to the issue resolution.
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PASS_TO_PASS: (str) - A json list of strings that represent tests that should pass before and after the PR application.
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```
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[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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