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  # AIFaultBench: A Benchmark of Real-World Faults in AI Software Systems
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  [![Dataset on Zenodo](https://img.shields.io/badge/dataset-Zenodo-1682d4.svg)](https://doi.org/10.5281/zenodo.21422606)
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  agentic = [b for b in bugs if b["domain"] == "Agentic"]
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  ```
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  For a complete walkthrough, see `consume_dataset.ipynb`.
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  ---
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  ## License
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- The reproduction scripts, metadata, and benchmark packaging are released under the dataset license.
 
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  Each original bug report and source repository remains under its respective upstream license.
 
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+ ---
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+ pretty_name: AIFaultBench
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+ license: cc-by-4.0
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+ language:
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+ - en
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+ - code
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+ size_categories:
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+ - n<1K
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+ task_categories:
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+ - other
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+ tags:
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+ - software-engineering
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+ - bug-reproduction
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+ - fault-localization
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+ - automated-program-repair
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+ - debugging
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+ - benchmark
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+ - machine-learning
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+ - deep-learning
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+ - llm-infrastructure
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+ - agentic-ai
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+ - reinforcement-learning
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+ - msr
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+ - mining-software-repositories
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: index.csv
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+ ---
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+
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  # AIFaultBench: A Benchmark of Real-World Faults in AI Software Systems
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  [![Dataset on Zenodo](https://img.shields.io/badge/dataset-Zenodo-1682d4.svg)](https://doi.org/10.5281/zenodo.21422606)
 
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  agentic = [b for b in bugs if b["domain"] == "Agentic"]
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  ```
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+ The index is also exposed through the Hugging Face dataset viewer:
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ index = load_dataset("mehilshah/MSR-MiningChallenge-2027", split="train")
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+ ```
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+
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+ Note that `bug_id` is a zero-padded three-digit string (`001`, …, `774`) that names the
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+ directory under `bugs/`. The CSV loader parses it as an integer, so pad it back before
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+ building a path:
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+
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+ ```python
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+ path = f"bugs/{int(row['bug_id']):03d}"
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+ ```
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+ Loading `index.json` directly preserves the identifier as a string.
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+
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  For a complete walkthrough, see `consume_dataset.ipynb`.
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  ---
 
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  ## License
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+ The reproduction scripts, metadata, and benchmark packaging are released under
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+ [CC BY 4.0](LICENSE).
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  Each original bug report and source repository remains under its respective upstream license.