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Book Open access Sep 2026

LMTracer: Fine-Grained and Real-Time Performance Profiling for Production LLM Systems

Training and serving large language models (LLMs) has become a core business for AI providers. To ensure a high-quality user experience while optimizing infrastructure costs, providers need to closely monitor the performance of LLM executions in production. However, existing performance profiling tools fall short in th...

Wei Liu, Yong-Chao He, Bo-Han Zhao et al. · 0 citations

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