如何在Hive中生成所有n-gram

如何在Hive中生成所有n-gram,第1张

如何在Hive中生成所有n-gram

这可能不是最佳的解决方案,但却是可行的解决方案。用定界符分割句子(在我的示例中是一个或多个空格或逗号),然后爆炸并合并以得到n-
gram,然后使用

collect_set
(如果需要唯一的n-gram)或n组合n-gram数组
collect_list

with src as (select source_data.sentence, words.pos, words.word  from      (--Replace this subquery (source_data) with your table       select stack (2,          'This is my sentence','This is another sentence'          ) as sentence      ) source_data         --split and explode words        lateral view posexplode(split(sentence, '[ ,]+')) words as pos, word)select s1.sentence, collect_set(concat_ws(' ',s1.word, s2.word)) as ngrams       from src s1 inner join src s2 on s1.sentence=s2.sentence and s1.pos+1=s2.pos   group by s1.sentence;

结果:

OKThis is another sentence        ["This is","is another","another sentence"]This is my sentence  ["This is","is my","my sentence"]Time taken: 67.832 seconds, Fetched: 2 row(s)


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