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Abhisek987

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repliedto their post 2 days ago
Every Python developer has hit this: you upgrade numpy or pandas, and code that worked yesterday breaks today. I built an open dataset for exactly this problem. DepDoctor is 6,204 examples of Python code broken by a dependency upgrade, each paired with the fix and a short note on the API change that caused it. It is a mixture of real cases mined from public GitHub commits and synthetic cases generated from a database of known breaking changes. A few things I tried to get right: - 935 "leave it alone" examples, to teach a model restraint, not just what to change. - Honest evaluation: a fine-tuned Qwen2.5-Coder-7B gets 62% of fixes fully correct. I report that, not just the 97% text-similarity score that hides the truth. - The main failure mode, over-editing, is measured and explained rather than buried. Dataset, fine-tuned model, and a live demo are all open in one place: https://huggingface.co/collections/Abhisek987/depdoctor Feedback welcome, especially from anyone working on code repair or API migration.
posted an update 3 days ago
Every Python developer has hit this: you upgrade numpy or pandas, and code that worked yesterday breaks today. I built an open dataset for exactly this problem. DepDoctor is 6,204 examples of Python code broken by a dependency upgrade, each paired with the fix and a short note on the API change that caused it. It is a mixture of real cases mined from public GitHub commits and synthetic cases generated from a database of known breaking changes. A few things I tried to get right: - 935 "leave it alone" examples, to teach a model restraint, not just what to change. - Honest evaluation: a fine-tuned Qwen2.5-Coder-7B gets 62% of fixes fully correct. I report that, not just the 97% text-similarity score that hides the truth. - The main failure mode, over-editing, is measured and explained rather than buried. Dataset, fine-tuned model, and a live demo are all open in one place: https://huggingface.co/collections/Abhisek987/depdoctor Feedback welcome, especially from anyone working on code repair or API migration.
updated a dataset 3 days ago
Abhisek987/depdoctor-dataset
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