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Yiran Wang
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README.md
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# 📘 JunoBench: A Benchmark Dataset of Crashes in Machine Learning Python Jupyter Notebooks
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This repository is the compiled benchmark dataset of paper "JunoBench: A Benchmark Dataset of Crashes in Machine Learning Python Jupyter Notebooks". The code repository of constructing the benchmark is on GitHub: [JunoBench_construct](https://github.com/PELAB-LiU/JunoBench_construct). This dataset is suitable for studying crashes (e.g., bug reproducing, detection, diagnose, localization, and repair) in ML notebooks.
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## 📂 Contents
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The structure of the benchmark repository is the following:
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- [benchmark_desc.xlsx](./benchmark_desc.xlsx): attributes of the benchmark dataset
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- [benchmark/](https://huggingface.co/datasets/PELAB-LiU/JunoBench/tree/main/benchmark): Kaggle notebooks with crashes, categorized by ML library used when the crashes occur
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- `library_id/`:
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- `library_id.ipynb`: original Kaggle notebook
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# 📘 JunoBench: A Benchmark Dataset of Crashes in Machine Learning Python Jupyter Notebooks
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This repository is the compiled benchmark dataset of paper "[JunoBench: A Benchmark Dataset of Crashes in Machine Learning Python Jupyter Notebooks](https://arxiv.org/abs/2510.18013)". The code repository of constructing the benchmark is on GitHub: [JunoBench_construct](https://github.com/PELAB-LiU/JunoBench_construct). This dataset is suitable for studying crashes (e.g., bug reproducing, detection, diagnose, localization, and repair) in ML notebooks.
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## 📂 Contents
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The structure of the benchmark repository is the following:
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- [benchmark_desc.xlsx](./benchmark_desc.xlsx): attributes of the benchmark dataset
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- [ground_truth_crash_prediction.xlsx](./ground_truth_crash_prediction.xlsx): crash detection and diagnosis labels of the benchmark dataset
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- [benchmark/](https://huggingface.co/datasets/PELAB-LiU/JunoBench/tree/main/benchmark): Kaggle notebooks with crashes, categorized by ML library used when the crashes occur
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- `library_id/`:
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- `library_id.ipynb`: original Kaggle notebook
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ground_truth_crash_prediction.xlsx
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