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--- |
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license: apache-2.0 |
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dataset_info: |
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features: |
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- name: repo |
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dtype: string |
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- name: base_commit |
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dtype: string |
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- name: license |
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dtype: string |
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splits: |
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- name: test |
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num_examples: 4814 |
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programming_languages: [java] |
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tags: |
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- coding |
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- code-migration |
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- java |
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- amazon |
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- amazon-science |
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- aws |
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--- |
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# MigrationBench |
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<table> |
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<tr> |
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<td style="padding: 0;"> |
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<a href="https://huggingface.co/collections/AmazonScience/migrationbench-68125452fc21a4564b92b6c3"> |
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<img src="https://img.shields.io/badge/-🤗 MigrationBench-4d5eff?style=flatten&labelColor" alt="MigrationBench (Hugging Face)"> |
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</a> |
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</td> |
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<td style="padding: 0;"> |
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<a href="https://github.com/amazon-science/MigrationBench"> |
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<img src="https://img.shields.io/badge/MigrationBench-000000?style=flatten&logo=github" alt="MigrationBench (GitHub)"> |
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</a> |
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</td> |
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<td style="padding: 0;"> |
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<a href="https://github.com/amazon-science/SDFeedback"> |
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<img src="https://img.shields.io/badge/SDFeedback-000000?style=flatten&logo=github&logoColor=white" alt="SDFeedback (GitHub)"> |
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</a> |
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</td> |
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<td style="padding: 0;"> |
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<a href="https://arxiv.org/abs/2505.09569"> |
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<img src="https://img.shields.io/badge/arXiv-2505.09569-b31b1b.svg?style=flatten" alt="MigrationBench (arXiv)"> |
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</a> |
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</td> |
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<td style="padding: 0; padding-left: 10px; vertical-align: middle;"> |
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<a href="https://huggingface.co/datasets/AmazonScience/migration-bench-java-full"> |
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<img src="https://img.shields.io/badge/-🤗 java--full-8a98ff?style=flat&labelColor" alt="java-full"> |
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</a> |
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</td> |
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<td style="padding: 0; vertical-align: middle;"> |
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<a href="https://huggingface.co/datasets/AmazonScience/migration-bench-java-selected"> |
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<img src="https://img.shields.io/badge/-🤗 java--selected-8a98ff?style=flat&labelColor" alt="java-selected"> |
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</a> |
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</td> |
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<td style="padding: 0; vertical-align: middle;"> |
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<a href="https://huggingface.co/datasets/AmazonScience/migration-bench-java-utg"> |
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<img src="https://img.shields.io/badge/-🤗 java--utg-8a98ff?style=flat&labelColor" alt="java-utg"> |
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</a> |
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</td> |
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</tr> |
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</table> |
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## 1. 📖 Overview |
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[🤗 MigrationBench](https://huggingface.co/collections/AmazonScience/migrationbench-68125452fc21a4564b92b6c3) |
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is a large-scale code migration benchmark dataset at the **repository** level, |
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across multiple programming languages. |
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- Current and initial release includes `java 8` repositories with the `maven` build system, as of May 2025. |
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## 2. Datasets |
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There are three datasets in [🤗 MigrationBench](https://huggingface.co/collections/AmazonScience/migrationbench-68125452fc21a4564b92b6c3): |
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- All repositories included in the datasets are available on GitHub, under the `MIT` or `Apache-2.0` license. |
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| Index | Dataset | Size | Notes | |
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|-------|-----------------------------------------------|-------|-----------------------------------------------------------------------------------------------------| |
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| 1 | [🤗 `AmazonScience/migration-bench-java-full`](https://huggingface.co/datasets/AmazonScience/migration-bench-java-full) | 5,102 | Each repo has a test directory or at least one test case | |
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| 2 | [🤗 `AmazonScience/migration-bench-java-selected`](https://huggingface.co/datasets/AmazonScience/migration-bench-java-selected) | 300 | A **subset** of [🤗 `migration-bench-java-full`](https://huggingface.co/datasets/AmazonScience/migration-bench-java-full) | |
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| 3 | [🤗 `AmazonScience/migration-bench-java-utg`](https://huggingface.co/datasets/AmazonScience/migration-bench-java-utg) | 4,814 | The unit test generation (utg) dataset, **disjoint** with [🤗 `migration-bench-java-full`](https://huggingface.co/datasets/AmazonScience/migration-bench-java-full)| |
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## 3. Metadata |
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Metadata is provided in the `csv` file for each dataset: |
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1. `repo (str)`: The original repo URL without the `https://github.com/` prefix |
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1. `base_commit (str)`: Base commit id |
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- At this commit with `java 8` and `maven`, the repository is able to (1) compile and (2) pass existing unit tests and integration tests if any |
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- It is the starting point for code migration from `java 8` |
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1. `license (str)`: The license of the repository, either `MIT` or `Apache2.0` for the whole dataset |
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## 4. 📚 Citation |
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```bibtex |
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@misc{liu2025migrationbenchrepositorylevelcodemigration, |
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title={MIGRATION-BENCH: Repository-Level Code Migration Benchmark from Java 8}, |
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author={Linbo Liu and Xinle Liu and Qiang Zhou and Lin Chen and Yihan Liu and Hoan Nguyen and Behrooz Omidvar-Tehrani and Xi Shen and Jun Huan and Omer Tripp and Anoop Deoras}, |
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year={2025}, |
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eprint={2505.09569}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.SE}, |
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url={https://arxiv.org/abs/2505.09569}, |
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} |
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``` |
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