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PostgreSQL , Hunspell , 分词 , 复数还原 , 字典
在英语中,名词通常都有复数,表示多个;形容词,过去式,动词等。 有large, larger, largest, stories, eating, did, doing, hacked这样的。
这可能会给分词带来一定的困扰,例如我们来看看PG默认的ts config怎么处理它的。
比如english tsconfig是这么处理的
postgres=# SELECT * FROM ts_debug('english', 'larger'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+--------+----------------+--------------+---------- asciiword | Word, all ASCII | larger | {english_stem} | english_stem | {larger}(1 row)postgres=# SELECT * FROM ts_debug('english', 'large'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+-------+----------------+--------------+--------- asciiword | Word, all ASCII | large | {english_stem} | english_stem | {larg}(1 row)postgres=# SELECT * FROM ts_debug('english', 'largest'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+---------+----------------+--------------+----------- asciiword | Word, all ASCII | largest | {english_stem} | english_stem | {largest}(1 row)postgres=# SELECT * FROM ts_debug('english', 'stories'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+---------+----------------+--------------+--------- asciiword | Word, all ASCII | stories | {english_stem} | english_stem | {stori}(1 row)
很显然,它没有很好的处理这几个词, large, larger, largest, stories。
默认的parser支持的token类型
postgres=# select * from ts_token_type('default'); tokid | alias | description -------+-----------------+------------------------------------------ 1 | asciiword | Word, all ASCII 2 | word | Word, all letters 3 | numword | Word, letters and digits 4 | email | Email address 5 | url | URL 6 | host | Host 7 | sfloat | Scientific notation 8 | version | Version number 9 | hword_numpart | Hyphenated word part, letters and digits 10 | hword_part | Hyphenated word part, all letters 11 | hword_asciipart | Hyphenated word part, all ASCII 12 | blank | Space symbols 13 | tag | XML tag 14 | protocol | Protocol head 15 | numhword | Hyphenated word, letters and digits 16 | asciihword | Hyphenated word, all ASCII 17 | hword | Hyphenated word, all letters 18 | url_path | URL path 19 | file | File or path name 20 | float | Decimal notation 21 | int | Signed integer 22 | uint | Unsigned integer 23 | entity | XML entity(23 rows)
实际上从PostgreSQL 9.6开始,就支持了拼写的纠正字典,参考
通过affix, dict文件进行纠正。
例子
The .affix file of Ispell has the following structure:prefixesflag *A: . > RE # As in enter > reentersuffixesflag T: E > ST # As in late > latest [^AEIOU]Y > -Y,IEST # As in dirty > dirtiest [AEIOU]Y > EST # As in gray > grayest [^EY] > EST # As in small > smallestAnd the .dict file has the following structure:lapse/ADGRSlard/DGRSlarge/PRTYlark/MRS
postgrespro开源了一个插件,实现了一些国家语言的fix , 可以用来处理这类拼写纠正。
git clone https://github.com/postgrespro/hunspell_dictscd hunspell_dictslltotal 28Kdrwxr-xr-x 5 digoal users 4.0K Dec 6 19:53 hunspell_de_dedrwxr-xr-x 5 digoal users 4.0K Dec 6 19:53 hunspell_en_usdrwxr-xr-x 5 digoal users 4.0K Dec 6 19:53 hunspell_frdrwxr-xr-x 5 digoal users 4.0K Dec 6 19:53 hunspell_nl_nldrwxr-xr-x 5 digoal users 4.0K Dec 6 19:53 hunspell_nn_nodrwxr-xr-x 5 digoal users 4.0K Dec 6 19:53 hunspell_ru_ru-rw-r--r-- 1 digoal users 1.3K Dec 6 19:53 README.mdcd hunspell_en_uslltotal 560K-rw-r--r-- 1 dege.zzz users 3.1K Dec 6 19:53 en_us.affix -- 纠正拼写的语法-rw-r--r-- 1 dege.zzz users 531K Dec 6 19:53 en_us.dict -- 纠正字典drwxr-xr-x 2 dege.zzz users 4.0K Dec 6 19:53 expected-rw-r--r-- 1 dege.zzz users 804 Dec 6 19:53 hunspell_en_us--1.0.sql-rw-r--r-- 1 dege.zzz users 150 Dec 6 19:53 hunspell_en_us.controldrwxr-xr-x 2 dege.zzz users 4.0K Dec 6 19:53 license-rw-r--r-- 1 dege.zzz users 370 Dec 6 19:53 Makefiledrwxr-xr-x 2 dege.zzz users 4.0K Dec 6 19:53 sqlmake USE_PGXS=1 install
目前支持的几个字典如下
Module | Dictionary | Configuration |
---|---|---|
hunspell_de_de | german_hunspell | german_hunspell |
hunspell_en_us | english_hunspell | english_hunspell |
hunspell_fr | french_hunspell | french_hunspell |
hunspell_nl_nl | dutch_hunspell | dutch_hunspell |
hunspell_nn_no | norwegian_hunspell | norwegian_hunspell |
hunspell_ru_ru | russian_hunspell | russian_hunspell |
通过模块安装这些字典
psqlCREATE EXTENSION hunspell_en_us;postgres=# select * from pg_ts_config; cfgname | cfgnamespace | cfgowner | cfgparser ------------------+--------------+----------+----------- simple | 11 | 10 | 3722 danish | 11 | 10 | 3722 dutch | 11 | 10 | 3722 english | 11 | 10 | 3722 finnish | 11 | 10 | 3722 french | 11 | 10 | 3722 german | 11 | 10 | 3722 hungarian | 11 | 10 | 3722 italian | 11 | 10 | 3722 norwegian | 11 | 10 | 3722 portuguese | 11 | 10 | 3722 romanian | 11 | 10 | 3722 russian | 11 | 10 | 3722 spanish | 11 | 10 | 3722 swedish | 11 | 10 | 3722 turkish | 11 | 10 | 3722 english_hunspell | 2200 | 10 | 3722 -- 新增(17 rows)
解决复数,形容词问题
postgres=# SELECT * FROM ts_debug('english_hunspell', 'stories'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+---------+---------------------------------+------------------+--------- asciiword | Word, all ASCII | stories | {english_hunspell,english_stem} | english_hunspell | {story}(1 row)postgres=# SELECT * FROM ts_debug('english_hunspell', 'large'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+-------+---------------------------------+------------------+--------- asciiword | Word, all ASCII | large | {english_hunspell,english_stem} | english_hunspell | {large}(1 row)postgres=# SELECT * FROM ts_debug('english_hunspell', 'larger'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+--------+---------------------------------+------------------+--------- asciiword | Word, all ASCII | larger | {english_hunspell,english_stem} | english_hunspell | {large}(1 row)postgres=# SELECT * FROM ts_debug('english_hunspell', 'largest'); alias | description | token | dictionaries | dictionary | lexemes -----------+-----------------+---------+---------------------------------+------------------+--------- asciiword | Word, all ASCII | largest | {english_hunspell,english_stem} | english_hunspell | {large}(1 row)
一个小的插件,反映的是PostgreSQL社区生态,以及PG社区圈子热衷贡献的精神。还有很多很多这样的例子,在程序实现要花不少时间的问题,可能在PG圈就能找到插件帮你解决。快来用PG吧。
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