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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Bibliographic Details

Published in:	2023 60th ACM/IEEE Design Automation Conference (DAC) pp. 1 - 6
Main Authors:	Sun, Xiaotian, Wang, Xinyu, Li, Wanqian, Wang, Lei, Han, Yinhe, Chen, Xiaoming
Format:	Conference Proceeding
Language:	English
Published:	IEEE 09.07.2023
Subjects:	Accelerator architectures compilation framework deep neural network Design automation Low latency communication NVM Parallel processing PIM accelerator Pipelines Power demand Throughput
Online Access:	Get full text
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