An instruction-tuned 8B LLaMA model parses HPC logs with accuracy matching larger models and processes 600 million Frontier supercomputer logs to reveal temporal patterns and anomalies.
Llmparser: An exploratory study on using large language models for log parsing
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Instruction-Tuned LLMs for Parsing and Mining Unstructured Logs on Leadership HPC Systems
An instruction-tuned 8B LLaMA model parses HPC logs with accuracy matching larger models and processes 600 million Frontier supercomputer logs to reveal temporal patterns and anomalies.