Buffer Prospector: Discovering and Exploiting Untapped Buffer Resources in Many-Core DNN Accelerators

In large-scale DNN inference accelerators, the many-core architecture has emerged as a predominant design, with layer-pipeline (LP) mapping being a mainstream mapping approach. However, our experimental findings and theoretical justifications uncover a hardware-independent and prevalent flaw in empl...

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Veröffentlicht in:	2025 62nd ACM/IEEE Design Automation Conference (DAC) S. 1 - 7
Hauptverfasser:	Wei, Yuchen, Cai, Jingwei, Gao, Mingyu, Peng, Sen, Wu, Zuotong, Shi, Guiming, Ma, Kaisheng
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 22.06.2025
Schlagworte:	Buffer Management Buildings Calculators Design automation DNN Accelerators Energy efficiency Hardware Many-core Optimization Resource management Scheduling Statistical analysis System-on-chip Timing
Online-Zugang:	Volltext
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