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ANALOG IN-MEMORY COMPUTING BASED INFERENCE ACCELERATOR

机译:基于模拟内存计算的推理加速器

摘要

A compute cell (10) for in-memory multiplication of a digital data input (X) and a balanced ternary weight (w) is disclosed and an in-memory computing device comprising an array thereof. The compute cell comprises a set of input connectors (11a, 11b) for receiving modulated input signals (A+, A-) representative of a sign and a magnitude of the digital data input, and a memory unit (12) configured for storing the balanced ternary weight. A logic unit (13) of the compute cell is connected to the set of input connector and the memory unit (12) to receive the data input and the balanced ternary weight, and is adapted to selectively enable one of a plurality of conductive paths for supplying a partial charge to a read bit line (S; S+, S-) during a compound duty cycle (T) of the set of input signals as a function of the respective signs of data input and ternary weight, and to disable each of the plurality of conductive paths if at least one of the balanced ternary weight and data input have zero magnitude. The compound duty cycle is indicative of the data input magnitude.
机译:公开了一种用于数字数据输入(X)和平衡三值权重(w)的存储器内乘法的计算单元(10),以及包括其阵列的存储器内计算设备。计算单元包括一组输入连接器(11a,11b),用于接收代表数字数据输入的符号和幅度的调制输入信号(a+,a-),以及配置用于存储平衡三值权重的存储器单元(12)。计算单元的逻辑单元(13)连接到输入连接器组和存储器单元(12),以接收数据输入和平衡的三值权重,并且适于在作为数据输入和三值权重的各自符号的函数的输入信号集的复合占空比(T)期间,选择性地启用用于向读取位线(S;S+,S-)提供部分电荷的多个导电路径中的一个,以及如果平衡的三值权重和数据输入中的至少一个具有零量级,则禁用多个导电路径中的每一个。复合占空比表示数据输入幅度。

著录项

  • 公开/公告号EP3968208A1

    专利类型

  • 公开/公告日2022-03-16

    原文格式PDF

  • 申请/专利权人 IMEC VZW;

    申请/专利号EP20200195364

  • 申请日2020-09-09

  • 分类号G06J1;G11C11/54;

  • 国家 EP

  • 入库时间 2024-06-14 22:48:27

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