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A highly-parallel architecture for concurrent rule match of AI production systems

机译:用于AI生产系统的并发规则匹配的高度并行架构

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In this paper, a highly-parallel architecture for concurrent rule match is proposed to speed up the execution time of match process of AI production systems. The architecture fully exploits the advantages of content addressable memory (CAM) not only to buffer the database of current assertions, called the working memory (WM), but also to support the functions of parallelly evaluating interconditions among patterns of productions. The architecture first compiles the left-hand side (LHS) of each production into a symbolic form and then assigns a CAM cell array, called CAM block, to each production for buffering elements as well as evaluating interconditions. The set of productions that are affected during a match cycle can be evaluated concurrently and independently within their own CAM blocks. Due to the uniformity of constructing arrays of processing elements by CAM block, the novel architecture is suitable for VLSI implementation. The analysis of the expected performance indicates that the novel architecture might speed up conventional forward-chaining production systems by perhaps a factor of 100 or higher.
机译:本文提出了一种高度并行的并发规则匹配架构,以加快AI生产系统匹配过程的执行时间。该体系结构充分利用了内容可寻址存储器(CAM)的优势,不仅可以缓冲当前声明的数据库(称为工作存储器(WM)),而且还可以支持并行评估生产模式之间的条件的功能。该体系结构首先将每个产品的左侧(LHS)编译为符号形式,然后为每个产品分配一个称为CAM块的CAM单元阵列,以用于缓冲元素以及评估交互条件。可以在其自己的CAM块中同时并独立地评估在比赛周期中受影响的一组产品。由于通过CAM块构造处理元件的阵列的一致性,所以该新颖的体系结构适合于VLSI实施。对预期性能的分析表明,新颖的体系结构可能会将传统的前向链生产系统的速度提高100倍或更高。

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