GIRAF: General Purpose In-Storage Resistive Associative Framework

IEEE Transactions on Parallel and Distributed Systems(2022)

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摘要
GIRAF is a General purpose In-storage Resistive Associative Framework based on resistive content addressable memory (RCAM), which functions simultaneously as a storage and a massively parallel associative processor. GIRAF alleviates the bandwidth wall by connecting every memory bit to processing transistors and keeping computing inside the storage arrays, thus implementing deep in-data, rather than near-data, processing. We show that GIRAF outperformed a reference computer architecture with a bandwidth-limited external storage access on a variety of data-intensive workloads. The performance of GIRAF Dot Product and Sparse Matrix-Vector multiplication exceeds the attainable performance of a reference architecture by 1200 × and 130 ×, respectively.
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关键词
Memristors,processing in memory,processing in storage,resistive content addressable memory,associative processing
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