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METHOD, DEVICE, AND APPARATUS FOR WORD VECTOR PROCESSING BASED ON CLUSTERS

机译:基于聚类的词向量处理方法,装置和装置

摘要

A cluster-based word vector processing method, apparatus, and device are disclosed. The cluster includes a server cluster and a worker computer cluster. Each worker computer included in the worker computer cluster separately obtains a word and context words of the word that are extracted from a corpus (S202). The worker computer obtains word vectors for the word and the context words of the word (S204). The worker computer calculates a gradient according to the word, the context words of the word, and the word vectors (S206). The worker computer asynchronously updates the gradient to a server included in the server cluster (S208). The server updates the word vectors for the word and the context words of the word according to the gradient (S210).
机译:公开了一种基于簇的词向量处理方法,装置和设备。群集包括服务器群集和工作计算机群集。工人计算机集群中包括的每个工人计算机分别获得从语料库中提取的单词和该单词的上下文单词(S202)。工作计算机获得该单词和该单词的上下文单词的单词向量(S204)。工作计算机根据单词,单词的上下文单词和单词向量计算梯度(S206)。工作计算机将梯度异步更新到服务器集群中包括的服务器(S208)。服务器根据梯度来更新单词的单词向量和单词的上下文单词(S210)。

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