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Zong-Xing Zhao

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Book Open access Sep 2026

Cross-Layer Performance Analysis of Single-GPU Large Language Model Inference

This work presents a cross-layer analysis approach for single-GPU LLM inference that jointly characterizes latency and memory behavior, and systematically characterize representative dense and Mixture-of-Experts models under diverse workloads on a single A100 GPU.

Zong-Xing Zhao, Xia-Qing Li, Ze-Kai Meng et al. · Proceedings of the Internati... · 0 citations

#large language models Book Open access Sep 2026

Cross-Layer Performance Analysis of Single-GPU Large Language Model Inference

The performance of single-GPU LLM inference is characterized by strong cross-layer interactions spanning model architecture, runtime scheduling, operator execution, and GPU microarchitecture. Unfortunately, a unified understanding of single-GPU LLM inference bottlenecks is still lacking due to two limitations: the lack...

Zong-Xing Zhao, Xiaqing Li, Ze-Kai Meng et al. · Proceedings of the Internati... · 0 citations