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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Vydané v:	2023 60th ACM/IEEE Design Automation Conference (DAC) s. 1 - 6
Hlavní autori:	Sun, Xiaotian, Wang, Xinyu, Li, Wanqian, Wang, Lei, Han, Yinhe, Chen, Xiaoming
Médium:	Konferenčný príspevok..
Jazyk:	English
Vydavateľské údaje:	IEEE 09.07.2023
Predmet:	Accelerator architectures compilation framework deep neural network Design automation Low latency communication NVM Parallel processing PIM accelerator Pipelines Power demand Throughput
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