amazon-science/JavaMigration

amazon-science/JavaMigration

Language: Python

License: Apache-2.0

Stars: 8

Forks: 0

Open issues: 7

Created: 2025-05-01T22:20:35Z

Pushed: 2026-04-26T00:51:21Z

Default branch: main

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README:

☕ JavaMigration

🚀 Repository for automated Java code migration research, part of the MigrationBench project.

📦 Packages

This repository contains two sub-packages to conduct Java code migration with LLMs:

1. 🤖 [JavaMigrationAgent](./java_migration_agent)

[JavaMigrationAgent](./java_migration_agent) is an LLM-based agent to automate Java 8 to Java 17 (21) migration, built on top of the Strands Agents framework.

• It supports multiple migration strategies including baseline, PE (prompt engineering), RAG, and a hybrid approach (More cost effective).

2. 🔧 [SDFeedback](./self_debug)

[SDFeedback](./self_debug) runs code migration implementation with LLMs by providing self debugging feedback, motivated by the Teaching Large Language Models to Self-Debug paper.

• It includes both single-job and batch processing capabilities with AWS EMRS support.

📊 Data

Agent trajectories and execution results are stored in the data/ folder.

🔗 Resources

1. 🤗 MigrationBench (Hugging Face) 1. 💻 MigrationBench (GitHub) 1. 📄 arXiv Paper

📚 Citation

@misc{liu2025migrationbenchrepositorylevelcodemigration,
title={MigrationBench: Repository-Level Code Migration Benchmark from Java 8},
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},
year={2025},
eprint={2505.09569},
archivePrefix={arXiv},
primaryClass={cs.SE},
url={https://arxiv.org/abs/2505.09569},
}