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Resistive Associative Processor

机译:电阻联想处理器

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Associative Processor (AP) combines data storage and data processing, and functions simultaneously as a massively parallel array SIMD processor and memory. Traditionally, AP is based on CMOS technology, similar to other classes of massively parallel SIMD processors. The main component of AP is a Content Addressable Memory (CAM) array. As CMOS feature scaling slows down, CAM experiences scalability problems. In this work, we propose and investigate an AP based on resistive CAM—the Resistive AP (ReAP). We show that resistive memory technology potentially allows scaling the AP from a few millions to a few hundred millions of processing units on a single silicon die. We compare the performance and power consumption of a ReAP to a CMOS AP and a conventional SIMD accelerator (GPU) and show that ReAP, although exhibiting higher power density, allows better scalability and higher performance.
机译:关联处理器(AP)结合了数据存储和数据处理功能,并同时充当大型并行阵列SIMD处理器和内存。传统上,AP基于CMOS技术,类似于其他类别的大规模并行SIMD处理器。 AP的主要组件是内容可寻址内存(CAM)阵列。随着CMOS功能缩放速度变慢,CAM遇到了可伸缩性问题。在这项工作中,我们提出并研究了基于电阻CAM的AP-电阻AP(ReAP)。我们证明了电阻存储技术可能允许将单个硅芯片上的AP从几百万个处理单元扩展到几亿个处理单元。我们将ReAP的性能和功耗与CMOS AP和传统的SIMD加速器(GPU)进行了比较,结果表明ReAP尽管具有较高的功率密度,但可以提供更好的可伸缩性和更高的性能。

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