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cs.AR2024
PIMCOMP: An End-to-End DNN Compiler for Processing-In-Memory Accelerators
Xiaotian Sun, Xinyu Wang, Wanqian Li +2
Various processing-in-memory (PIM) accelerators based on various devices, micro-architectures, and interfaces have been proposed to accelerate deep neural networks (DNNs). How to d…
cs.AR2024
PIMSYN: Synthesizing Processing-in-memory CNN Accelerators
Wanqian Li, Xiaotian Sun, Xinyu Wang +3
Processing-in-memory architectures have been regarded as a promising solution for CNN acceleration. Existing PIM accelerator designs rely heavily on the experience of experts and r…
cs.AR2024
PIMSIM-NN: An ISA-based Simulation Framework for Processing-in-Memory Accelerators
Xinyu Wang, Xiaotian Sun, Yinhe Han +1
Processing-in-memory (PIM) has shown extraordinary potential in accelerating neural networks. To evaluate the performance of PIM accelerators, we present an ISA-based simulation fr…