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--- |
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license: cc-by-nc-4.0 |
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tags: |
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- coding |
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- agents |
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--- |
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# SWE-PolyBench |
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[SWE-PolyBench](https://github.com/amazon-science/SWE-PolyBench) is a multi language repo level software engineering benchmark. Currently it includes 4 languages: Python, Java, Javascript, and Typescript. The number of instances in each language is: |
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Javascript: 1017 |
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Typescript: 729 |
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Python: 199 |
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Java: 165 |
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## Datasets |
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There are total *two* datasets available under SWE-PolyBench. `AmazonScience/SWE-PolyBench` is the full dataset and `AmazonScience/SWE-PolyBench_500` is the stratified sampled dataset with 500 instances. |
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## Leaderboard |
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We evaluated several open source coding agents/models on this dataset and report them in our [leaderboard](). |
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## Submit |
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To submit your predictions on this dataset, please follow this [README](https://github.com/amazon-science/SWE-PolyBench/blob/submission/README.md) |
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## Languages |
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The text of the dataset is primarily English. |
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## Dataset Structure |
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An example row from the dataset includes the following columns: |
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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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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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F2P: (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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P2P: (str) - A json list of strings that represent tests that should pass before and after the PR application. |
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language: (str) - The programming language |
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Dockerfile: (str) - The instance level dockerfile |
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test_command: (str) - The test command used to get F2P and P2P |
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task_category: (str) - The problem classification (Bug Fix, Refactoring, Feature) |
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is_no_nodes: (bool) - Helpful info for evaluating retrieval metrics |
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is_func_only: (bool) - Helpful info for evaluating retrieval metrics |
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is_class_only: (bool) - Helpful info for evaluating retrieval metrics |
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is_mixed: (bool) - Helpful info for evaluating retrieval metrics |
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num_func_changes: (int) - Helpful info for evaluating retrieval metrics |
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num_class_changes: (int) - Helpful info for evaluating retrieval metrics |
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num_nodes: (int) - Helpful info for evaluating retrieval metrics |
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is_single_func: (bool) - Helpful info for evaluating retrieval metrics |
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is_single_class: (bool) - Helpful info for evaluating retrieval metrics |
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modified_nodes: (bool) - Helpful info for evaluating retrieval metrics |
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``` |
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## Citation |
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If you find our work useful please cite: |
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``` |
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``` |
