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Estimating dynamic power consumption for memristor-based CiM architecture

机译:估计基于忆阻器的CiM架构的动态功耗

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摘要

Nowadays, Computing-in-Memory (CiM) represents one of the most relevant solutions to deal with CMOS technological issues and several works have been proposed so far targeting front and back-end synthesis. However, a given CiM architecture can be synthesized depending on different parameters, leading to different implementations w.r.t. area, power consumption and performance. It is thus mandatory to have an evaluation framework to characterize the actual implementation depending on the above terms. This is even more important during the Design Exploration phase, in which many different implementations are explored to identify the best candidate w.r.t. the user requirements. In this work, we focus on the dynamic power consumption estimation of a given CiM implementation. Instead of resorting to a simulation-based power estimation, we propose an analytical approach that will dramatically speed up the estimation since no simulations are required. By comparing the proposed approach against the simulation-based method over a massive experimental campaign, we show that the accuracy of the estimation turns out to be very high.
机译:如今,内存计算(CiM)代表了解决CMOS技术问题的最相关解决方案之一,迄今为止,已经提出了针对前端和后端合成的多项工作。但是,可以根据不同的参数来合成给定的CiM体系结构,从而导致不同的实现。面积,功耗和性能。因此,必须有一个评估框架,以根据上述术语来表征实际的实施情况。在设计探索阶段,这一点尤为重要,在该阶段中,探索了许多不同的实现以找出最佳候选者。用户要求。在这项工作中,我们专注于给定CiM实现的动态功耗估算。无需诉诸基于仿真的功率估算,我们提出了一种分析方法,由于不需要仿真,因此将大大加快估算速度。通过在大型实验活动中将提出的方法与基于仿真的方法进行比较,我们表明估计的准确性非常高。

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