A Unified Framework for Training, Mapping and Simulation of ReRAM-Based Convolutional Neural Network Acceleration

IEEE Computer Architecture Letters(2019)

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摘要
ReRAM-based neural network accelerators (RNAs) could outshine their digital counterparts in terms of computational efficiency and performance remarkably. However, some open software tool for broad architectural exploration and end-to-end evaluation are still missing. We present a simulation framework of RNA for CNN inference that encompasses a ReRAM-aware NN training tool, a CNN-oriented mapper an...
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关键词
Computational modeling,Computer architecture,RNA,Training,Microprocessors,Artificial neural networks,Hardware
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