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Bo-Yuan Cui

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Book Open access Sep 2026

When Log Parsing Removes What Matters: Detecting Failures in Distributed GPU Workloads

Large AI models increasingly rely on distributed GPU execution, yet it remains unclear whether established anomaly detection methods transfer effectively to this setting. We introduce GF-Bench, a PyTorch-based framework and dataset for generating controlled failures in distributed GPU workloads. The framework supports...

Bo-Yuan Cui, Yu-Yang Zeng, Yi-Fang Tian et al. · 0 citations

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