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.
2025 IEEE International Symposium on High Performance Computer Architecture (HPCA) , year=
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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.