GPUAlert wraps training commands to deliver classified failure reports, durable logs, and preserved exit codes with 0.997 macro-F1 on reproduced classes and 3 ms overhead.
21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24) , pages =
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GPUAlert: A Zero-Instrumentation Process-Boundary Monitor for Diagnosing GPU Training-Job Failures
GPUAlert wraps training commands to deliver classified failure reports, durable logs, and preserved exit codes with 0.997 macro-F1 on reproduced classes and 3 ms overhead.