AM4: MRAM Crossbar Based CAM/TCAM/ACAM/AP for In-Memory Computing

IEEE J. Emerg. Sel. Topics Circuits Syst.(2023)

引用 9|浏览12
暂无评分
摘要
In-memory computing seeks to minimize data movement and alleviate the memory wall by computing in-situ, in the same place that the data is located. One of the key emerging technologies that promises to enable such computing-in-memory is spin-transfer torque magnetic tunnel junction (STT-MTJ). This paper proposes AM4, a combined STT-MTJ-based Content Addressable Memory (CAM), Ternary CAM (TCAM), approximate matching (similarity search) CAM (ACAM), and in-memory Associative Processor (AP) design, inspired by the recently announced Samsung MRAM crossbar. We demonstrate and evaluate the performance and energy-efficiency of the AM4-based AP using a variety of data intensive workloads. We show that an AM4-based AP outperforms state-of-the-art solutions both in performance (with the average speedup of about 10 ×) and energy-efficiency (by about 60 × on average).
更多
查看译文
关键词
Non-von Neumann computer architecture,associative processor,associative memories,MRAM,MTJ,double-barrier MTJ,CAM,TCAM,emerging memories
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要