PIMCOMP: A Universal Compilation Framework for Crossbar-based PIM DNN Accelerators

Crossbar-based PIM DNN accelerators can provide massively parallel in-situ operations. A specifically designed compiler is important to achieve high performance for a wide variety of DNN workloads. However, some key compilation issues such as parallelism considerations, weight replication selection,...

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Veröffentlicht in:	2023 60th ACM/IEEE Design Automation Conference (DAC) S. 1 - 6
Hauptverfasser:	Sun, Xiaotian, Wang, Xinyu, Li, Wanqian, Wang, Lei, Han, Yinhe, Chen, Xiaoming
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 09.07.2023
Schlagworte:	Accelerator architectures compilation framework deep neural network Design automation Low latency communication NVM Parallel processing PIM accelerator Pipelines Power demand Throughput
Online-Zugang:	Volltext
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