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METHOD FOR ACCELERATING CANDIDATE SELECTION BASED ON SIMILARITY AND ACCELERATOR FOR PERFORMING CANDIDATE SELECTION

机译:基于相似度和加速器的候选者加速进行候选者选择的方法

摘要

The accelerator according to an embodiment of the present invention is an accelerator that calculates a similarity with the query vector by calculating a key matrix and a query vector generated from stored information. The accelerator is one or two or more candidate rows to be computed with the query vector among the key matrices. Includes a preprocessor for selecting, and the preprocessor predicts for each row of the key matrix from the maximum partial similarity selected from the product of a plurality of maximum values corresponding to each column of the key matrix and a corresponding element of the query vector. A score is calculated and the one or more candidate rows are selected based on the expected score.
机译:根据本发明的实施例的加速器是通过计算密钥矩阵和从存储的信息生成的查询向量来计算与查询向量的相似度的加速器。加速器是要在关键矩阵中使用查询向量计算的一两个或多个候选行。包括用于选择的预处理器,并且该预处理器根据从与密钥矩阵的每一列相对应的多个最大值与查询向量的对应元素的乘积中选择的最大局部相似度来预测密钥矩阵的每一行。计算分数,并基于预期分数选择一个或多个候选行。

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