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2018年5月24日
如何使用 Elasticsearch 6.2 搜索中文、日文和韩文文本 - 第 1 部分: 分析工具 Share
共有 92 个国家和地区的代表队参加了去年的平昌冬奥会。 共有 49 个国家和地区的代表队参加了去年的平昌冬季残奥会。 Elastic 的员工遍布全球 34 个国家/地区。 在很多国家/地区内,很多人都会使用自己的母语撰写邮件。 现在,您希望通过韩语关键字“올림픽대회”来搜索一封邮件。
https://www.elastic.co/guide/en/elasticsearch/guide/current/language-intro.html 对处理以多种语言编写的文档时会遇到的问题进行了说明,但其中所使用的示例大部分均为欧洲语言,也无需任何任何自定义插件。 本文介绍了适用于韩文、日文和中文的自定义插件(语言分析工具),并且介绍了一种使用多字段来对多语言文本进行索引和查询的方法。
标准分析工具: 默认分析工具
需要使用语言分析工具方能进行全文本搜索。 默认情况下,均采用标准分析工具,然而其可能并非最佳选择,对中文、日文和韩文文本来说,尤为如此。 我们在下面分别针对韩文、日文和中文提供了标准分析工具的应用示例。这些文字是关于平昌奥运会的节选。
[韩文]
POST _analyze
{
"analyzer" : "standard" ,
"text" : "제23회 동계올림픽대회는 대한민국 강원도 평창에서 2018년 2월 9일부터 25일까지 17일간 개최됩니다. 대한민국 평창은 세 번의 도전 끝에 지난 2011년 7월 6일 열린 제123차 IOC 총회에서 과반 표를 획득하며 2018년 동계올림픽 개최지로 선정되었습니다. 이로써 대한민국에서는 1988년 서울 올림픽 이후 30년 만에, 평창에서 개∙폐회식과 대부분의 설상 경기가 개최되며, 강릉에서는 빙상 종목 전 경기가, 그리고 정선에서는 알파인 스키 활강 경기가 개최될 예정입니다."
}
=>
{
"tokens" : [
{
"token" : "제23회" ,
"start_offset" : 0 ,
"end_offset" : 4 ,
"type" : "<ALPHANUM>" ,
"position" : 0
},
{
"token" : "동계올림픽대회는" ,
"start_offset" : 5 ,
"end_offset" : 13 ,
"type" : "<HANGUL>" ,
"position" : 1
},
…
韩语是一种黏着性语言,名词(例如“동계올림픽대회”)后面通常都跟有后置词(例如“는”)。 若要实现更佳的搜索效果,应当将后置词分隔开来或者将其删掉,但是标准分析工具却无法做到这一点,因为它会将名词与后置词作为一个整体来看待。
[日文]
POST _analyze
{
"analyzer" : "standard" ,
"text" : "第23回冬季オリンピック大会は大韓民国江原道平昌で2018年2月9日から25日までの17日間、開催されます。大韓民国・平昌は三度の挑戦の末、2011年7月7日に開かれた第123回IOC総会で過半数票を獲得し、2018年冬季オリンピック及びパラリンピックの開催地に選ばれました。これにより1988年ソウルオリンピック開催後30年の時を経てついに、大韓民国で最初の冬季パラリンピックの舞台が繰り広げられます。平昌で開・閉会式とほぼ全ての雪上競技が開催され、江陵では氷上種目全競技が、そして旌善ではアルペンスキー滑降競技が開催される予定です。"
}
=>
{
"tokens" : [
{
"token" : "第" ,
"start_offset" : 0 ,
"end_offset" : 1 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 0
},
{
"token" : "23" ,
"start_offset" : 1 ,
"end_offset" : 3 ,
"type" : "<NUM>" ,
"position" : 1
},
{
"token" : "回" ,
"start_offset" : 3 ,
"end_offset" : 4 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 2
},
{
"token" : "冬" ,
"start_offset" : 4 ,
"end_offset" : 5 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 3
},
{
"token" : "季" ,
"start_offset" : 5 ,
"end_offset" : 6 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 4
},
{
"token" : "オリンピック" ,
"start_offset" : 6 ,
"end_offset" : 12 ,
"type" : "<KATAKANA>" ,
"position" : 5
},
{
"token" : "大" ,
"start_offset" : 12 ,
"end_offset" : 13 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 6
},
{
"token" : "会" ,
"start_offset" : 13 ,
"end_offset" : 14 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 7
},
{
"token" : "は" ,
"start_offset" : 14 ,
"end_offset" : 15 ,
"type" : "<HIRAGANA>" ,
"position" : 8
},
…
日语也是一种黏着性语言,名词(例如“冬季オリンピック大会”)后面通常都跟有后置词(例如“は”)。 同理,若要实现更佳的搜索效果,应当将后置词分隔开来或者将其删掉,但是标准分析工具却无法做到这一点,因为它会将名词与后置词作为一个整体来看待。 更糟的是,日语名词形式不一,有的为日文汉字,有的为假名,但是标准分析工具却会将每个日文汉字字符作为一个单独的符号。
[中文]
POST _analyze
{
"analyzer" : "standard" ,
"text" : "第23届冬季奥运会将于2018年2月9日-25日在韩国江原道平昌展开。韩国平昌在第三次申奥之后,于2011年7月6日召开的第123届国际奥委会全会上被选定为2018年冬季奥运会的主办地。由此,韩国自1988年举办首尔夏季奥运会以后,时隔30年,将首次举办冬季奥运会。该届冬奥会的开·闭幕式以及大部分的雪上运动将在平昌进行,而所有冰上运动将在江陵、高山滑雪滑降比赛则将在旌善进行。"
}
=>
{
"tokens" : [
{
"token" : "第" ,
"start_offset" : 0 ,
"end_offset" : 1 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 0
},
{
"token" : "23" ,
"start_offset" : 1 ,
"end_offset" : 3 ,
"type" : "<NUM>" ,
"position" : 1
},
{
"token" : "届" ,
"start_offset" : 3 ,
"end_offset" : 4 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 2
},
{
"token" : "冬" ,
"start_offset" : 4 ,
"end_offset" : 5 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 3
},
{
"token" : "季" ,
"start_offset" : 5 ,
"end_offset" : 6 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 4
},
{
"token" : "奥" ,
"start_offset" : 6 ,
"end_offset" : 7 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 5
},
{
"token" : "运" ,
"start_offset" : 7 ,
"end_offset" : 8 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 6
},
{
"token" : "会" ,
"start_offset" : 8 ,
"end_offset" : 9 ,
"type" : "<IDEOGRAPHIC>" ,
"position" : 7
},
...
同理,标准分析工具并不知道“冬季奥运会”的具体含义,会将所有字符分割开来,而不会将其视为一个整体。
针对具体语言的分析工具: 自定义插件
借助适用于具体语言的分析工具,我们可以获得更佳的搜索体验。 日文、中文和韩文的热门分析工具分别是 kuromoji 、smartcn 和 openkoreantext-analyzer 。 您首先必须在每个节点上安装这些插件,然后才能运行下列示例。 请注意:由于 openkoreantext-analyzer 未在 Elastic 仓库中进行托管,所以您必须使用完整的 URL,或者首先将其下载下来并进行安装。
[韩文]
POST _analyze
{
"analyzer" : "openkoreantext-analyzer" ,
"text" : "제23회 동계올림픽대회는 대한민국 강원도 평창에서 2018년 2월 9일부터 25일까지 17일간 개최됩니다. 대한민국 평창은 세 번의 도전 끝에 지난 2011년 7월 6일 열린 제123차 IOC 총회에서 과반 표를 획득하며 2018년 동계올림픽 개최지로 선정되었습니다. 이로써 대한민국에서는 1988년 서울 올림픽 이후 30년 만에, 평창에서 개∙폐회식과 대부분의 설상 경기가 개최되며, 강릉에서는 빙상 종목 전 경기가, 그리고 정선에서는 알파인 스키 활강 경기가 개최될 예정입니다."
}
=>
{
"tokens" : [
{
"token" : "제" ,
"start_offset" : 0 ,
"end_offset" : 1 ,
"type" : "Noun" ,
"position" : 0
},
{
"token" : "23회" ,
"start_offset" : 1 ,
"end_offset" : 4 ,
"type" : "Number" ,
"position" : 1
},
{
"token" : "동계올림픽" ,
"start_offset" : 5 ,
"end_offset" : 10 ,
"type" : "Noun" ,
"position" : 2
},
{
"token" : "대회" ,
"start_offset" : 10 ,
"end_offset" : 12 ,
"type" : "Noun" ,
"position" : 3
},
...
现在,您可以看到所有后置词均已删除。
[日文]
POST _analyze
{
"analyzer" : "kuromoji" ,
"text" : "第23回冬季オリンピック大会は大韓民国江原道平昌で2018年2月9日から25日までの17日間、開催されます。大韓民国・平昌は三度の挑戦の末、2011年7月7日に開かれた第123回IOC総会で過半数票を獲得し、2018年冬季オリンピック及びパラリンピックの開催地に選ばれました。これにより1988年ソウルオリンピック開催後30年の時を経てついに、大韓民国で最初の冬季パラリンピックの舞台が繰り広げられます。平昌で開・閉会式とほぼ全ての雪上競技が開催され、江陵では氷上種目全競技が、そして旌善ではアルペンスキー滑降競技が開催される予定です。"
}
=>
{
"tokens" : [
{
"token" : "第" ,
"start_offset" : 0 ,
"end_offset" : 1 ,
"type" : "word" ,
"position" : 0
},
{
"token" : "23" ,
"start_offset" : 1 ,
"end_offset" : 3 ,
"type" : "word" ,
"position" : 1
},
{
"token" : "回" ,
"start_offset" : 3 ,
"end_offset" : 4 ,
"type" : "word" ,
"position" : 2
},
{
"token" : "冬季" ,
"start_offset" : 4 ,
"end_offset" : 6 ,
"type" : "word" ,
"position" : 3
},
{
"token" : "オリンピック" ,
"start_offset" : 6 ,
"end_offset" : 12 ,
"type" : "word" ,
"position" : 4
},
{
"token" : "大会" ,
"start_offset" : 12 ,
"end_offset" : 14 ,
"type" : "word" ,
"position" : 5
},
...
所有后置词均已删掉,并且日文汉字并未被分解得支离破碎。
[中文]
POST _analyze
{
"analyzer" : "smartcn" ,
"text" : "第23届冬季奥运会将于2018年2月9日-25日在韩国江原道平昌展开。韩国平昌在第三次申奥之后,于2011年7月6日召开的第123届国际奥委会全会上被选定为2018年冬季奥运会的主办地。由此,韩国自1988年举办首尔夏季奥运会以后,时隔30年,将首次举办冬季奥运会。该届冬奥会的开·闭幕式以及大部分的雪上运动将在平昌进行,而所有冰上运动将在江陵、高山滑雪滑降比赛则将在旌善进行。"
}
=>
{
"tokens" : [
{
"token" : "第" ,
"start_offset" : 0 ,
"end_offset" : 1 ,
"type" : "word" ,
"position" : 0
},
{
"token" : "23" ,
"start_offset" : 1 ,
"end_offset" : 3 ,
"type" : "word" ,
"position" : 1
},
{
"token" : "届" ,
"start_offset" : 3 ,
"end_offset" : 4 ,
"type" : "word" ,
"position" : 2
},
{
"token" : "冬季" ,
"start_offset" : 4 ,
"end_offset" : 6 ,
"type" : "word" ,
"position" : 3
},
{
"token" : "奥运会" ,
"start_offset" : 6 ,
"end_offset" : 9 ,
"type" : "word" ,
"position" : 4
},
...
您现在可以看到组成词语的各个汉字仍在一起,并未被继续分解。
现在,我们就可以分析韩文、日文和中文文本了。 让我给您演示一下如何针对韩语、日语和中文文本进行索引和查询,详见如何使用 Elasticsearch 6.2 搜索中文、日文和韩文文本 - 第 2 部分: 多字段 。