【MySQL全文检索教程2】中文语义分词检索，配置ngram解析器ngram_token_size，innodb_ft_min_token_size，innodb_ft_min_token_size

MySQL全文索引：中文语义分词检索（相似度匹配）

原文链接：https://blog.csdn.net/qq_39702981/article/details/125141024

通常情况下，全文检索引擎我们一般会用ES组件（传送门：SpringBoot系列——ElasticSearch），但不是所有业务都有那么大的数据量、那么大的并发要求，MySQL5.7之后内置了ngram分词器，支持中文分词，使用全文索引，即可实现对中文语义分词检索

全文索引说明

MySQL支持全文索引和搜索：

• MySQL中的全文索引是FULLTEXT类型的索引。

• 全文索引只能用于InnoDB或MyISAM表，并且只能为CHAR、VARCHAR或TEXT列创建。

• MySQL5.7提供了一个内置的全文ngram解析器，支持中文，日文和韩文(CJK)，以及一个可安装的MeCab日文全文解析器插件。

  • FULLTEXT索引定义可以在创建表时在CREATE TABLE语句中给出，
  • 也可以稍后使用ALTER TABLE或CREATE INDEX添加。

• 对于大型数据集，将数据加载到一个没有FULLTEXT索引的表中，然后在此之后创建索引，

  • 比将数据加载到一个已有FULLTEXT索引的表中要快得多。(每次加数据 都会变动索引，不如先加数据，在创建索引)

MySQL全文检索官方文档介绍：https://dev.mysql.com/doc/refman/5.7/en/fulltext-search.html

查看MySQL版本

-- 查看mysql版本
select VERSION()

创建表 并插入数据

CREATE TABLE `game`  (
  `name` varchar(255) CHARACTER SET utf8 COLLATE utf8_general_ci NOT NULL COMMENT '游戏名'
) ENGINE = InnoDB CHARACTER SET = utf8 COLLATE = utf8_general_ci ROW_FORMAT = Compact;

插入

-- 关闭自动提交，mysql每次执行一条语句都默认自动提交，去掉自动提交可大大提高批量操作性能
SET autocommit = 0;
 
INSERT INTO `game`(`name`) VALUES ('空穴');
INSERT INTO `game`(`name`) VALUES ('全面战争传奇：大不列颠王座');
INSERT INTO `game`(`name`) VALUES ('仙剑奇侠传2');
INSERT INTO `game`(`name`) VALUES ('阿提拉：全面战争');
INSERT INTO `game`(`name`) VALUES ('正当防卫1-4');
INSERT INTO `game`(`name`) VALUES ('苍翼默示录：交叉组队战');
INSERT INTO `game`(`name`) VALUES ('羊肚菌：狩猎游戏');
INSERT INTO `game`(`name`) VALUES ('孤岛危机3');
INSERT INTO `game`(`name`) VALUES ('刀剑神域：虚空断章');
INSERT INTO `game`(`name`) VALUES ('狙击手1-3');
INSERT INTO `game`(`name`) VALUES ('鬼武者HD复刻版');
INSERT INTO `game`(`name`) VALUES ('突袭4/3/2/1');
INSERT INTO `game`(`name`) VALUES ('露露亚的工作室：雅兰德的炼金术士4');
INSERT INTO `game`(`name`) VALUES ('网吧模拟器');
INSERT INTO `game`(`name`) VALUES ('战地3/战地风云3/BF3');
INSERT INTO `game`(`name`) VALUES ('口袋妖怪合集/精灵宝可梦合集/PC模拟器版');
INSERT INTO `game`(`name`) VALUES ('使命召唤9');
INSERT INTO `game`(`name`) VALUES ('轩辕剑7');
INSERT INTO `game`(`name`) VALUES ('遗迹：灰烬重生');
INSERT INTO `game`(`name`) VALUES ('逃生1/2 两部');
INSERT INTO `game`(`name`) VALUES ('暗黑破坏神2重制版');
INSERT INTO `game`(`name`) VALUES ('不义联盟2传奇版/单人.多人同屏');
INSERT INTO `game`(`name`) VALUES ('狙击精英：纳粹僵尸部队2');
INSERT INTO `game`(`name`) VALUES ('异星探险家：网络联机版/星球探索者网络联机');
INSERT INTO `game`(`name`) VALUES ('噬血代码');
INSERT INTO `game`(`name`) VALUES ('拳皇14');
INSERT INTO `game`(`name`) VALUES ('极品飞车17：最高通缉 ');
INSERT INTO `game`(`name`) VALUES ('极品飞车11：街道争霸 中文版');
INSERT INTO `game`(`name`) VALUES ('古墓丽影10：崛起/古墓丽影崛起');
INSERT INTO `game`(`name`) VALUES ('英雄无敌2');
INSERT INTO `game`(`name`) VALUES ('流浪汉模拟器/Bum Simulator');
INSERT INTO `game`(`name`) VALUES ('逃离塔科夫');
INSERT INTO `game`(`name`) VALUES ('战地5（战地风云5／BF5＋1）');
INSERT INTO `game`(`name`) VALUES ('浮岛物语');
INSERT INTO `game`(`name`) VALUES ('尘埃3/DiRT 3');
INSERT INTO `game`(`name`) VALUES ('古剑奇谭1');
INSERT INTO `game`(`name`) VALUES ('剑侠情缘单机版合集');

 
-- 开启自动提交
SET autocommit = 1;
 
insert into插入数据

全文索引

可以在mysql的配置文件my.ini中修改ngram的分词数（默认2）

ngram_token_size=2

show variables like'%token%';

-- 在mysqld下面添加 ngram_token_size=1

repair table table_name quick; -- 重新构建索引

,当标记大小为2时,ngram解析器将字符串 “abc def” 解析为四个标记:“ab”,“bc”,“de” 和“ef”

需要重启服务器并重新构建FULLTEXT索引

SHOW VARIABLES LIKE 'ft%'; #ft就是FullText的简写。这个也改为1

[mysqld]，在其下方加入ft_min_word_len=1，这样就把最小长度改为了1
ft_min_word_len=1 最短索引字符串，也要修改为1

ft_boolean_syntax    + -><()~*:""&|         
#改变IN BOOLEAN MODE的查询字符，不用重新启动MySQL也不用重建索引
ft_min_word_len    4                                   
#最短的索引字符串，默认值为4，(通常改为1)修改后必须重建索引文件
重新建立索引命令：repair table tablename quick 

ft_max_word_len    84                                
#最长的索引字符串，默认值为84，修改后必须重建索引文件

ft_query_expansion_limit   20                      
#查询括展时取最相关的几个值用作二次查询

ft_stopword_file    (built-in)                      
#全文索引的过滤词文件，具体可以参考：MySQL全文检索中不进行全文索引默认过滤词

创建
　　示例：为game表的name字段创建全文索引

-- 创建全文索引
CREATE FULLTEXT INDEX ft_index ON game (name) WITH PARSER ngram

使用

• match XX against

MATCH (col1,col2,...) AGAINST (expr [search_modifier])
 
search_modifier:
  {
       IN NATURAL LANGUAGE MODE
     | IN NATURAL LANGUAGE MODE WITH QUERY EXPANSION
     | IN BOOLEAN MODE
     | WITH QUERY EXPANSION
  }

-- 默认使用自然语言模式：IN NATURAL LANGUAGE MODE -- '刀剑危机'，分词结果：'刀剑'、'危机' 

select name from game WHERE MATCH (name) AGAINST ('刀剑危机')

生化危机5：黄金版
孤岛危机弹头
水晶危机

-- 使用布尔模式：IN BOOLEAN MODE，
-- +和-操作符分别指示一个单词必须存在或不存在，才能进行匹配，'危机*'，则表示匹配危机开头的记录
-- +危机* 和 上面的结果一样

select name from game WHERE MATCH (name) AGAINST ('+危机 -孤岛' IN BOOLEAN MODE)

魔铁危机/钢铁危机
生化危机启示录2
生化危机4：终极高清版
生化危机：浣熊市行动

删除

-- 查询某个表中的索引
show index from game

-- 删除索引
drop index ft_index on game

后记

通过全文索引、配合ngram全文解析器，可以实现对中文语义分词检索，在数据量不大、并发要求不高的情况下足够满足我们业务需要，无需上ES全文检索引擎

整理

• 修改了 mysql my.ini配置后

[mysqld]
ft_min_word_len=1
ngram_token_size=1

• 创建表

CREATE TABLE `game2` (
  `name` varchar(255) CHARACTER SET utf8mb3 COLLATE utf8mb3_general_ci NOT NULL COMMENT '游戏名',
  FULLTEXT KEY `ft_index` (`name`) /*!50100 WITH PARSER `ngram` */ 
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb3 ROW_FORMAT=COMPACT;

• 插入数据

1
2
1,2
1,2,3

• 即可实现，全文检索查询。多选，模糊查询，任选其一 即可查出结果

select name from game2 WHERE MATCH (name) AGAINST ('1,2')

教程2

https://c4ys.com/archives/2098

数据库配置

• innodb_ft_min_token_size 也可以设置为1

[mysqld]
ngram_token_size=1 # 如果需要搜索一个字，需要改为1

innodb_ft_min_token_size

默认3，表示最小3个字符作为一个关键词，增大该值可减少全文索引的大小

innodb_ft_max_token_size

默认84，表示最大84个字符作为一个关键词，限制该值可减少全文索引的大小

ngram_token_size

默认2，表示2个字符作为内置分词解析器的一个关键词，如对“abcd”建立全文索引，关键词为’ab’，’bc’，’cd’

一般来说，查询正好等于ngram_token_size的词，速度会更快，但是查询比它更长的词或短语，则会变慢

如果需要搜索一个字，需要改为1

注意 这三个参数均不可动态修改，修改了这些参数，需重启MySQL服务，并重新建立全文索引

建立数据库

CREATE TABLE `article` (
  `id` int(11) NOT NULL AUTO_INCREMENT,
  `title` varchar(200) DEFAULT NULL,
  `body` text,
  PRIMARY KEY (`id`),
  FULLTEXT KEY `ft_idx` (`title`,`body`) WITH PARSER ngram
) ENGINE=InnoDB AUTO_INCREMENT=5 DEFAULT CHARSET=utf8;

INSERT INTO `test`.`article` (`id`, `title`, `body`) VALUES ('1', 'MySQL数据库权威指南', '非常不错的书籍，值得一看');
INSERT INTO `test`.`article` (`id`, `title`, `body`) VALUES ('2', 'Oracle数据库精选', '不妨看看');
INSERT INTO `test`.`article` (`id`, `title`, `body`) VALUES ('3', 'SQL Servr 数据库进阶', '不容错过');
INSERT INTO `test`.`article` (`id`, `title`, `body`) VALUES ('4', 'postgreq 数据库进阶', '知道了吗');

开始搜索

SELECT * FROM article WHERE MATCH(title,body) AGAINST ('精选 值得')
SELECT * FROM article WHERE MATCH(title,body) AGAINST ('精选 值得' IN NATURAL LANGUAGE MODE))
SELECT * FROM article WHERE MATCH(title,body) AGAINST ('精选 值得' IN BOOLEAN MODE))

1、自然语言模式(NATURAL LANGUAGE MODE)

自然语言模式是MySQL 默认的全文检索模式。自然语言模式不能使用操作符，不能指定关键词必须出现或者必须不能出现等复杂查询。

2、BOOLEAN模式(BOOLEAN MODE)

BOOLEAN模式可以使用操作符，可以支持指定关键词必须出现或者必须不能出现或者关键词的权重高还是低等复杂查询。

游戏保存

-- 关闭自动提交，mysql每次执行一条语句都默认自动提交，去掉自动提交可大大提高批量操作性能
SET autocommit = 0;
 
INSERT INTO `game`(`name`) VALUES ('空穴');
INSERT INTO `game`(`name`) VALUES ('全面战争传奇：大不列颠王座');
INSERT INTO `game`(`name`) VALUES ('仙剑奇侠传2');
INSERT INTO `game`(`name`) VALUES ('阿提拉：全面战争');
INSERT INTO `game`(`name`) VALUES ('正当防卫1-4');
INSERT INTO `game`(`name`) VALUES ('苍翼默示录：交叉组队战');
INSERT INTO `game`(`name`) VALUES ('羊肚菌：狩猎游戏');
INSERT INTO `game`(`name`) VALUES ('孤岛危机3');
INSERT INTO `game`(`name`) VALUES ('刀剑神域：虚空断章');
INSERT INTO `game`(`name`) VALUES ('狙击手1-3');
INSERT INTO `game`(`name`) VALUES ('鬼武者HD复刻版');
INSERT INTO `game`(`name`) VALUES ('突袭4/3/2/1');
INSERT INTO `game`(`name`) VALUES ('露露亚的工作室：雅兰德的炼金术士4');
INSERT INTO `game`(`name`) VALUES ('网吧模拟器');
INSERT INTO `game`(`name`) VALUES ('战地3/战地风云3/BF3');
INSERT INTO `game`(`name`) VALUES ('口袋妖怪合集/精灵宝可梦合集/PC模拟器版');
INSERT INTO `game`(`name`) VALUES ('使命召唤9');
INSERT INTO `game`(`name`) VALUES ('轩辕剑7');
INSERT INTO `game`(`name`) VALUES ('遗迹：灰烬重生');
INSERT INTO `game`(`name`) VALUES ('逃生1/2 两部');
INSERT INTO `game`(`name`) VALUES ('暗黑破坏神2重制版');
INSERT INTO `game`(`name`) VALUES ('不义联盟2传奇版/单人.多人同屏');
INSERT INTO `game`(`name`) VALUES ('狙击精英：纳粹僵尸部队2');
INSERT INTO `game`(`name`) VALUES ('异星探险家：网络联机版/星球探索者网络联机');
INSERT INTO `game`(`name`) VALUES ('噬血代码');
INSERT INTO `game`(`name`) VALUES ('拳皇14');
INSERT INTO `game`(`name`) VALUES ('极品飞车17：最高通缉 ');
INSERT INTO `game`(`name`) VALUES ('极品飞车11：街道争霸 中文版');
INSERT INTO `game`(`name`) VALUES ('古墓丽影10：崛起/古墓丽影崛起');
INSERT INTO `game`(`name`) VALUES ('英雄无敌2');
INSERT INTO `game`(`name`) VALUES ('流浪汉模拟器/Bum Simulator');
INSERT INTO `game`(`name`) VALUES ('逃离塔科夫');
INSERT INTO `game`(`name`) VALUES ('战地5（战地风云5／BF5＋1）');
INSERT INTO `game`(`name`) VALUES ('浮岛物语');
INSERT INTO `game`(`name`) VALUES ('尘埃3/DiRT 3');
INSERT INTO `game`(`name`) VALUES ('古剑奇谭1');
INSERT INTO `game`(`name`) VALUES ('剑侠情缘单机版合集');
INSERT INTO `game`(`name`) VALUES ('这是我的战争');
INSERT INTO `game`(`name`) VALUES ('合金装备崛起：复仇');
INSERT INTO `game`(`name`) VALUES ('乐高侏罗纪世界');
INSERT INTO `game`(`name`) VALUES ('工业小镇');
INSERT INTO `game`(`name`) VALUES ('极品飞车10：卡本峡谷 英文版');
INSERT INTO `game`(`name`) VALUES ('职业篮球NBA14 NBA2K14');
INSERT INTO `game`(`name`) VALUES ('战地3win10不兼容');
INSERT INTO `game`(`name`) VALUES ('魔兽争霸III魔兽争霸3：冰封王座合集');
INSERT INTO `game`(`name`) VALUES ('轩辕剑6');
INSERT INTO `game`(`name`) VALUES ('鬼泣3');
INSERT INTO `game`(`name`) VALUES ('飞向月球');
INSERT INTO `game`(`name`) VALUES ('英雄无敌1-7');
INSERT INTO `game`(`name`) VALUES ('和班尼特福迪一起攻克难关/掘地求升/罐装的天才');
INSERT INTO `game`(`name`) VALUES ('阿普索夫：诸神终结');
INSERT INTO `game`(`name`) VALUES ('行尸走肉 最终季');
INSERT INTO `game`(`name`) VALUES ('海贼王合集');
INSERT INTO `game`(`name`) VALUES ('斩服少女：异布');
INSERT INTO `game`(`name`) VALUES ('福尔摩斯：恶魔之女');
INSERT INTO `game`(`name`) VALUES ('主播生活模拟器');
INSERT INTO `game`(`name`) VALUES ('暗黑地牢');
INSERT INTO `game`(`name`) VALUES ('古墓丽影6');
INSERT INTO `game`(`name`) VALUES ('亿万僵尸军团');
INSERT INTO `game`(`name`) VALUES ('赤痕/血污：夜之仪式');
INSERT INTO `game`(`name`) VALUES ('极速骑行4');
INSERT INTO `game`(`name`) VALUES ('古剑奇谭2');
INSERT INTO `game`(`name`) VALUES ('碧蓝航线：Crosswave');
INSERT INTO `game`(`name`) VALUES ('黑手党2：最终版/四海兄弟2决定版/四海兄弟II最终版');
INSERT INTO `game`(`name`) VALUES ('乐高霍比特人');
INSERT INTO `game`(`name`) VALUES ('狙击精英4');
INSERT INTO `game`(`name`) VALUES ('求生之路2');
INSERT INTO `game`(`name`) VALUES ('贪婪之秋');
INSERT INTO `game`(`name`) VALUES ('恶灵附身2+1');
INSERT INTO `game`(`name`) VALUES ('孤岛危机3');
INSERT INTO `game`(`name`) VALUES ('傲世苍龙赵云传');
INSERT INTO `game`(`name`) VALUES ('灵魂能力6/刀魂6剑魂6');
INSERT INTO `game`(`name`) VALUES ('使命召唤11');
INSERT INTO `game`(`name`) VALUES ('极品飞车20：复仇');
INSERT INTO `game`(`name`) VALUES ('破坏领主');
INSERT INTO `game`(`name`) VALUES ('如龙：极2/单机.同屏联机');
INSERT INTO `game`(`name`) VALUES ('欧陆风云4');
INSERT INTO `game`(`name`) VALUES ('海商王4');
INSERT INTO `game`(`name`) VALUES ('迸发2');
INSERT INTO `game`(`name`) VALUES ('东京喰种：re CALL to EXIST');
INSERT INTO `game`(`name`) VALUES ('井中生物');
INSERT INTO `game`(`name`) VALUES ('漫威复仇者联盟/Marvel’s Avengers');
INSERT INTO `game`(`name`) VALUES ('孤岛惊魂新曙光');
INSERT INTO `game`(`name`) VALUES ('无双大蛇3：终极版');
INSERT INTO `game`(`name`) VALUES ('轩辕剑4：黑龙舞兮云飞扬');
INSERT INTO `game`(`name`) VALUES ('刺客信条叛变');
INSERT INTO `game`(`name`) VALUES ('模拟人生3');
INSERT INTO `game`(`name`) VALUES ('夕生');
INSERT INTO `game`(`name`) VALUES ('三位一体4：梦魇王子/单机.网络联机');
INSERT INTO `game`(`name`) VALUES ('史诗战争模拟器');
INSERT INTO `game`(`name`) VALUES ('精灵战记');
INSERT INTO `game`(`name`) VALUES ('泰拉瑞亚');
INSERT INTO `game`(`name`) VALUES ('骑马与砍杀2：霸主');
INSERT INTO `game`(`name`) VALUES ('深渊奥德赛');
INSERT INTO `game`(`name`) VALUES ('坎巴拉太空计划');
INSERT INTO `game`(`name`) VALUES ('横扫千星');
INSERT INTO `game`(`name`) VALUES ('火种');
INSERT INTO `game`(`name`) VALUES ('求生之路2/生存之旅2+1/单机.网络联机');
INSERT INTO `game`(`name`) VALUES ('女忍反射：闪乱神乐/忍纾压');
INSERT INTO `game`(`name`) VALUES ('逃生2');
INSERT INTO `game`(`name`) VALUES ('塞尔达传说：荒野之息 旷野之息');
INSERT INTO `game`(`name`) VALUES ('荒无人烟');
INSERT INTO `game`(`name`) VALUES ('刺客信条3＋华盛顿');
INSERT INTO `game`(`name`) VALUES ('生化危机启示录2');
INSERT INTO `game`(`name`) VALUES ('职业篮球NBA16 NBA2K16');
INSERT INTO `game`(`name`) VALUES ('进击!要塞!/进击要塞');
INSERT INTO `game`(`name`) VALUES ('以撒的结合：重生');
INSERT INTO `game`(`name`) VALUES ('轩辕剑外传：穹之扉');
INSERT INTO `game`(`name`) VALUES ('罪印');
INSERT INTO `game`(`name`) VALUES ('黑暗之魂重制版');
INSERT INTO `game`(`name`) VALUES ('炽热熔岩');
INSERT INTO `game`(`name`) VALUES ('死亡细胞');
INSERT INTO `game`(`name`) VALUES ('大佬竞速');
INSERT INTO `game`(`name`) VALUES ('火焰审判');
INSERT INTO `game`(`name`) VALUES ('星际指挥官');
INSERT INTO `game`(`name`) VALUES ('歧路旅人/八方旅人');
INSERT INTO `game`(`name`) VALUES ('这是警察');
INSERT INTO `game`(`name`) VALUES ('羁留');
INSERT INTO `game`(`name`) VALUES ('一拳超人：无名英雄');
INSERT INTO `game`(`name`) VALUES ('激进的搬迁/极限搬迁/极限超载搬家');
INSERT INTO `game`(`name`) VALUES ('曼岛TT摩托车大赛/单机.同屏多人');
INSERT INTO `game`(`name`) VALUES ('大富翁10');
INSERT INTO `game`(`name`) VALUES ('油管主播的生活');
INSERT INTO `game`(`name`) VALUES ('刺客信条2启示录');
INSERT INTO `game`(`name`) VALUES ('校园默示录');
INSERT INTO `game`(`name`) VALUES ('侠盗猎车手：罪恶都市');
INSERT INTO `game`(`name`) VALUES ('超凡双生/超凡人生');
INSERT INTO `game`(`name`) VALUES ('伟大时代：中世纪');
INSERT INTO `game`(`name`) VALUES ('恐怖黎明');
INSERT INTO `game`(`name`) VALUES ('赛博朋克2077');
INSERT INTO `game`(`name`) VALUES ('刺客信条2');
INSERT INTO `game`(`name`) VALUES ('尘埃拉力赛2.0，送历代下载。');
INSERT INTO `game`(`name`) VALUES ('极品飞车14：热力追踪 英文版');
INSERT INTO `game`(`name`) VALUES ('海底大猎杀');
INSERT INTO `game`(`name`) VALUES ('无人深空');
INSERT INTO `game`(`name`) VALUES ('丧尸围城3');
INSERT INTO `game`(`name`) VALUES ('圣剑传说3：重制版');
INSERT INTO `game`(`name`) VALUES ('GTA5mod可剧情版/侠盗飞车5/侠盗猎车手5');
INSERT INTO `game`(`name`) VALUES ('富甲天下4');
INSERT INTO `game`(`name`) VALUES ('赏金奇兵3');
INSERT INTO `game`(`name`) VALUES ('战锤40K：战争黎明3');
INSERT INTO `game`(`name`) VALUES ('使命召唤6');
INSERT INTO `game`(`name`) VALUES ('古剑奇谭3');
INSERT INTO `game`(`name`) VALUES ('战争机器5/Gears 5');
INSERT INTO `game`(`name`) VALUES ('魔神少女');
INSERT INTO `game`(`name`) VALUES ('皇牌空战7：未知空域');
INSERT INTO `game`(`name`) VALUES ('轩辕剑外传：汉之云');
INSERT INTO `game`(`name`) VALUES ('全面战争：战锤2');
INSERT INTO `game`(`name`) VALUES ('地狱之刃：塞娜的献祭');
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INSERT INTO `game`(`name`) VALUES ('风向标');
INSERT INTO `game`(`name`) VALUES ('永生之境：吸血鬼战争');
INSERT INTO `game`(`name`) VALUES ('全面战争：三国');
INSERT INTO `game`(`name`) VALUES ('零：濡鸦之巫女');
INSERT INTO `game`(`name`) VALUES ('水晶危机');
INSERT INTO `game`(`name`) VALUES ('Jump大乱斗');
INSERT INTO `game`(`name`) VALUES ('热血无赖：终极版');
INSERT INTO `game`(`name`) VALUES ('控制/Control');
INSERT INTO `game`(`name`) VALUES ('英雄无敌3');
INSERT INTO `game`(`name`) VALUES ('Killsquad');
INSERT INTO `game`(`name`) VALUES ('MineRalph');
INSERT INTO `game`(`name`) VALUES ('钢铁雄心4');
INSERT INTO `game`(`name`) VALUES ('星露谷物语');
INSERT INTO `game`(`name`) VALUES ('荣誉勋章之空降神兵');
INSERT INTO `game`(`name`) VALUES ('火炬之光2');
INSERT INTO `game`(`name`) VALUES ('质量效应仙女座');
INSERT INTO `game`(`name`) VALUES ('');
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INSERT INTO `game`(`name`) VALUES ('刀剑神域：失落之歌 黑衣剑士');
INSERT INTO `game`(`name`) VALUES ('正当防卫3');
INSERT INTO `game`(`name`) VALUES ('三国志10');
INSERT INTO `game`(`name`) VALUES ('鬼泣4特别版');
INSERT INTO `game`(`name`) VALUES ('英雄无敌6');
INSERT INTO `game`(`name`) VALUES ('国际足球大联盟17 FIFA 17');
INSERT INTO `game`(`name`) VALUES ('暗黑血统1-3');
INSERT INTO `game`(`name`) VALUES ('杀手4');
INSERT INTO `game`(`name`) VALUES ('魔道兵装');
INSERT INTO `game`(`name`) VALUES ('暴战机甲兵');
INSERT INTO `game`(`name`) VALUES ('海贼无双3');
INSERT INTO `game`(`name`) VALUES ('杀手2黄金版');
INSERT INTO `game`(`name`) VALUES ('薄暮传说：终极版');
INSERT INTO `game`(`name`) VALUES ('小小噩梦');
INSERT INTO `game`(`name`) VALUES ('V软模拟飞行10/PC微软模拟飞行10');
INSERT INTO `game`(`name`) VALUES ('失落余烬');
INSERT INTO `game`(`name`) VALUES ('末日准备狂');
INSERT INTO `game`(`name`) VALUES ('泰坦之旅：不朽王座');
INSERT INTO `game`(`name`) VALUES ('NBA 2K豪华版合集13-20代(2008-2019)');
INSERT INTO `game`(`name`) VALUES ('漩涡迷雾');
INSERT INTO `game`(`name`) VALUES ('装甲冲突3');
INSERT INTO `game`(`name`) VALUES ('职业篮球NBA18 NBA2K18');
INSERT INTO `game`(`name`) VALUES ('布莱尔女巫');
INSERT INTO `game`(`name`) VALUES ('母胎单身/Motesolo');
INSERT INTO `game`(`name`) VALUES ('仁王');
INSERT INTO `game`(`name`) VALUES ('狙击精英4/3/2/1/僵尸部队三部曲');
INSERT INTO `game`(`name`) VALUES ('使命召唤1');
INSERT INTO `game`(`name`) VALUES ('鬼谷八荒 v0.8.1008');
INSERT INTO `game`(`name`) VALUES ('求生之路1');
INSERT INTO `game`(`name`) VALUES ('风之旅人');
INSERT INTO `game`(`name`) VALUES ('荒野大镖客2：救赎/荒野大嫖客2：救赎');
INSERT INTO `game`(`name`) VALUES ('轩辕剑3：云和山的彼端');
INSERT INTO `game`(`name`) VALUES ('生化变种/BIOMUTANT');
INSERT INTO `game`(`name`) VALUES ('英雄无敌6');
INSERT INTO `game`(`name`) VALUES ('杀手5');
INSERT INTO `game`(`name`) VALUES ('怪物猎人：世界+冰原');
INSERT INTO `game`(`name`) VALUES ('暴力摩托2008');
INSERT INTO `game`(`name`) VALUES ('战斗砖块剧场/战斗方块剧场');
INSERT INTO `game`(`name`) VALUES ('古墓丽影暗影');
INSERT INTO `game`(`name`) VALUES ('警察模拟器：巡警');
INSERT INTO `game`(`name`) VALUES ('国际足球大联盟18 FIFA 18');
INSERT INTO `game`(`name`) VALUES ('天外世界/外部世界');
INSERT INTO `game`(`name`) VALUES ('帝国时代2：决定版 高清版');
INSERT INTO `game`(`name`) VALUES ('极品飞车5');
INSERT INTO `game`(`name`) VALUES ('正当防卫2');
INSERT INTO `game`(`name`) VALUES ('全面战争：战锤/战锤全面战争');
INSERT INTO `game`(`name`) VALUES ('杀手6');
INSERT INTO `game`(`name`) VALUES ('机甲战魔');
INSERT INTO `game`(`name`) VALUES ('河洛群侠传');
INSERT INTO `game`(`name`) VALUES ('讨鬼传2');
INSERT INTO `game`(`name`) VALUES ('最后纪元');
INSERT INTO `game`(`name`) VALUES ('荒野星球/星球流浪者');
INSERT INTO `game`(`name`) VALUES ('团队索尼克赛车/索尼克团队赛车/单机.同屏多人');
INSERT INTO `game`(`name`) VALUES ('死亡之夜');
INSERT INTO `game`(`name`) VALUES ('刺客信条6枭雄');
INSERT INTO `game`(`name`) VALUES ('战地1');
INSERT INTO `game`(`name`) VALUES ('永远不再');
INSERT INTO `game`(`name`) VALUES ('凤凰点');
INSERT INTO `game`(`name`) VALUES ('流放者柯南');
INSERT INTO `game`(`name`) VALUES ('荒野大镖客：救赎1');
INSERT INTO `game`(`name`) VALUES ('废墟图书馆');
INSERT INTO `game`(`name`) VALUES ('怒之铁拳4/同屏联机');
INSERT INTO `game`(`name`) VALUES ('');
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INSERT INTO `game`(`name`) VALUES ('二之国：白色圣灰的女王重制版');
INSERT INTO `game`(`name`) VALUES ('乐高漫威超级英雄');
INSERT INTO `game`(`name`) VALUES ('死亡搁浅');
INSERT INTO `game`(`name`) VALUES ('血牌');
INSERT INTO `game`(`name`) VALUES ('世界汽车拉力锦标赛8/wrc8');
INSERT INTO `game`(`name`) VALUES ('秘境之柱');
INSERT INTO `game`(`name`) VALUES ('奥日和黑暗森林：终极版');
INSERT INTO `game`(`name`) VALUES ('只狼：影逝二度【1.05年度版】');
INSERT INTO `game`(`name`) VALUES ('血腥编年史：新的死亡循环');
INSERT INTO `game`(`name`) VALUES ('王国保卫战：起源【赠前线/皇家守卫军】');
INSERT INTO `game`(`name`) VALUES ('中世纪2：全面战争');
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INSERT INTO `game`(`name`) VALUES ('无线电指挥官');
INSERT INTO `game`(`name`) VALUES ('机器人殖民地');
INSERT INTO `game`(`name`) VALUES ('王权的陨落：巫师传说/巫师之昆特牌');
INSERT INTO `game`(`name`) VALUES ('突袭：二战');
INSERT INTO `game`(`name`) VALUES ('血根/Bloodroots');
INSERT INTO `game`(`name`) VALUES ('野性的海洋');
INSERT INTO `game`(`name`) VALUES ('战争之人：突击小队2 冷战');
INSERT INTO `game`(`name`) VALUES ('夜晚和白天');
INSERT INTO `game`(`name`) VALUES ('致命躯壳/Mortal Shell');
INSERT INTO `game`(`name`) VALUES ('古墓丽影1');
INSERT INTO `game`(`name`) VALUES ('黑相集：希望渺茫');
INSERT INTO `game`(`name`) VALUES ('刺客信条2兄弟会');
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INSERT INTO `game`(`name`) VALUES ('乐高游戏系列');
INSERT INTO `game`(`name`) VALUES ('GTA5生化危机系列看门狗2等');
INSERT INTO `game`(`name`) VALUES ('剑与魂2：未见/刀剑与灵魂2尼弗森');
INSERT INTO `game`(`name`) VALUES ('红色警戒1+2+3win10版/红警3xp/win7版   局域网联机');
INSERT INTO `game`(`name`) VALUES ('孤岛危机2');
INSERT INTO `game`(`name`) VALUES ('拟真车祸模拟/BeamNG赛车');
INSERT INTO `game`(`name`) VALUES ('创世理想乡');
INSERT INTO `game`(`name`) VALUES ('侏罗纪世界：进化');
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INSERT INTO `game`(`name`) VALUES ('枪与香蕉');
INSERT INTO `game`(`name`) VALUES ('好雨之年');
INSERT INTO `game`(`name`) VALUES ('第二秒');
INSERT INTO `game`(`name`) VALUES ('文明6');
INSERT INTO `game`(`name`) VALUES ('逃离切尔诺贝利');
INSERT INTO `game`(`name`) VALUES ('耻辱2');
INSERT INTO `game`(`name`) VALUES ('光明记忆');
INSERT INTO `game`(`name`) VALUES ('鬼泣5/4/3/2/1/外传/特别版/7部合集');
INSERT INTO `game`(`name`) VALUES ('地球陨落/Earthfall');
INSERT INTO `game`(`name`) VALUES ('森特勒利亚');
INSERT INTO `game`(`name`) VALUES ('模拟人生4 全DLC版');
INSERT INTO `game`(`name`) VALUES ('乐高蝙蝠侠3');
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INSERT INTO `game`(`name`) VALUES ('WWE2K18');
INSERT INTO `game`(`name`) VALUES ('义军');
INSERT INTO `game`(`name`) VALUES ('古墓丽影7');
INSERT INTO `game`(`name`) VALUES ('无尽宇宙/Neoverse');
INSERT INTO `game`(`name`) VALUES ('极品飞车15：变速');
INSERT INTO `game`(`name`) VALUES ('底特律变人/底特律：化身为人/底特律成为人类/');
INSERT INTO `game`(`name`) VALUES ('放逐之城');
INSERT INTO `game`(`name`) VALUES ('PC微软飞行模拟2020/PC微软模拟飞行202');
INSERT INTO `game`(`name`) VALUES ('刺客信条1-8包含奥德赛');
INSERT INTO `game`(`name`) VALUES ('流星蝴蝶剑');
INSERT INTO `game`(`name`) VALUES ('机甲战士5：雇佣兵');
INSERT INTO `game`(`name`) VALUES ('霓虹深渊/Neon Abyss');
INSERT INTO `game`(`name`) VALUES ('行尸走肉：生存本能');
INSERT INTO `game`(`name`) VALUES ('澳洲国际网球2/单机.同屏多人');
INSERT INTO `game`(`name`) VALUES ('无主之地2');
INSERT INTO `game`(`name`) VALUES ('疯狂高楼大亨');
INSERT INTO `game`(`name`) VALUES ('银链');
INSERT INTO `game`(`name`) VALUES ('我的朋友佩德罗');
INSERT INTO `game`(`name`) VALUES ('极品飞车8');
INSERT INTO `game`(`name`) VALUES ('死侍');
INSERT INTO `game`(`name`) VALUES ('国土防线2：革命/1');
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INSERT INTO `game`(`name`) VALUES ('反恐精英 CS1.6+1.5');
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INSERT INTO `game`(`name`) VALUES ('赛车计划3');
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INSERT INTO `game`(`name`) VALUES ('帝国：全面战争');
INSERT INTO `game`(`name`) VALUES ('光环：士官长合集/光环致远星');
INSERT INTO `game`(`name`) VALUES ('天国：拯救');
INSERT INTO `game`(`name`) VALUES ('甜蜜之家2+1/恐怖之家2+1');
INSERT INTO `game`(`name`) VALUES ('阿尔法行星/阿尔法星球');
INSERT INTO `game`(`name`) VALUES ('赛车计划1');
INSERT INTO `game`(`name`) VALUES ('逃出地牢/挺进地牢续作');
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INSERT INTO `game`(`name`) VALUES ('孤岛危机1');
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INSERT INTO `game`(`name`) VALUES ('崩溃大陆');
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INSERT INTO `game`(`name`) VALUES ('罗马2：全面战争-帝皇版');
INSERT INTO `game`(`name`) VALUES ('地狱时刻');
INSERT INTO `game`(`name`) VALUES ('黑暗之魂2');
INSERT INTO `game`(`name`) VALUES ('石质碎片/Stoneshard');
INSERT INTO `game`(`name`) VALUES ('信长之野望13天道PK版');
INSERT INTO `game`(`name`) VALUES ('火影忍者忍者先锋');
INSERT INTO `game`(`name`) VALUES ('征服的荣耀：围城');
INSERT INTO `game`(`name`) VALUES ('缠结塔');
INSERT INTO `game`(`name`) VALUES ('黑水晶：抗战纪元战略版');
INSERT INTO `game`(`name`) VALUES ('美国逃亡者');
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INSERT INTO `game`(`name`) VALUES ('僵尸潮：灭绝');
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INSERT INTO `game`(`name`) VALUES ('切尔诺贝利人');
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INSERT INTO `game`(`name`) VALUES ('毁灭战士4');
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INSERT INTO `game`(`name`) VALUES ('舞华苍魔镜');
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INSERT INTO `game`(`name`) VALUES ('职业篮球NBA2K20');
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INSERT INTO `game`(`name`) VALUES ('质量效应（1-4）仙女座合集');
INSERT INTO `game`(`name`) VALUES ('街头力量足球');
INSERT INTO `game`(`name`) VALUES ('刺客信条大革命');
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INSERT INTO `game`(`name`) VALUES ('惊恐航海');
INSERT INTO `game`(`name`) VALUES ('三国志14');
INSERT INTO `game`(`name`) VALUES ('圣殿春秋');
INSERT INTO `game`(`name`) VALUES ('足球经理2019/2018');
INSERT INTO `game`(`name`) VALUES ('猎人：野性的呼唤/荒野的召唤');
INSERT INTO `game`(`name`) VALUES ('英雄连2');
INSERT INTO `game`(`name`) VALUES ('最终幻想15Q版');
INSERT INTO `game`(`name`) VALUES ('煮糊了2/分手厨房2/胡闹厨房2/地狱厨');
INSERT INTO `game`(`name`) VALUES ('鹰之岛');
INSERT INTO `game`(`name`) VALUES ('极品飞车21 热度');
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INSERT INTO `game`(`name`) VALUES ('魂斗罗：无赖军团【只支持手柄】');
INSERT INTO `game`(`name`) VALUES ('杀手1');
INSERT INTO `game`(`name`) VALUES ('地铁：2033');
INSERT INTO `game`(`name`) VALUES ('地铁离去/地铁离乡');
INSERT INTO `game`(`name`) VALUES ('玩具屋');
INSERT INTO `game`(`name`) VALUES ('轩辕剑4外传：苍之涛');
INSERT INTO `game`(`name`) VALUES ('吞食孔明传');
INSERT INTO `game`(`name`) VALUES ('泰坦陨落2');
INSERT INTO `game`(`name`) VALUES ('超级机器人大战V');
INSERT INTO `game`(`name`) VALUES ('WWE2K19');
INSERT INTO `game`(`name`) VALUES ('自动化餐厅');
INSERT INTO `game`(`name`) VALUES ('疯狂足球/Crazy Soccer');
INSERT INTO `game`(`name`) VALUES ('疯狂的麦克斯/Mad Max');
INSERT INTO `game`(`name`) VALUES ('漫漫长夜');
INSERT INTO `game`(`name`) VALUES ('真人快打X/单机.同屏多人');
INSERT INTO `game`(`name`) VALUES ('南方公园：完整破碎/South Park: The Fractured But Whole');
INSERT INTO `game`(`name`) VALUES ('刀剑神域：虚空幻界');
INSERT INTO `game`(`name`) VALUES ('狂热运输2/疯狂运输2');
INSERT INTO `game`(`name`) VALUES ('丧尸围城3：天启版 v1.0.0.6');
INSERT INTO `game`(`name`) VALUES ('影子战术：将军之刃');
INSERT INTO `game`(`name`) VALUES ('SolSeraph');
INSERT INTO `game`(`name`) VALUES ('脱逃者2/逃脱者2/单机.同屏多人');
INSERT INTO `game`(`name`) VALUES ('最终幻想世界');
INSERT INTO `game`(`name`) VALUES ('侍魂晓/新侍魂/侍魂晓:一决胜负/单机.同屏多人');
INSERT INTO `game`(`name`) VALUES ('使命召唤4现代战争 重置版');
INSERT INTO `game`(`name`) VALUES ('群星');
INSERT INTO `game`(`name`) VALUES ('正当防卫4');
INSERT INTO `game`(`name`) VALUES ('狙击精英4/Sniper Elite 4');
INSERT INTO `game`(`name`) VALUES ('NBA 2K20');
INSERT INTO `game`(`name`) VALUES ('美国卡车模拟');
INSERT INTO `game`(`name`) VALUES ('行尸走肉第一季');
INSERT INTO `game`(`name`) VALUES ('恶魔狩猎');
INSERT INTO `game`(`name`) VALUES ('最终幻想：零式HD');
INSERT INTO `game`(`name`) VALUES ('尘埃4/DiRT 4');
INSERT INTO `game`(`name`) VALUES ('奥日与鬼火意志/奥日与精灵意志/精灵与萤火意志');
INSERT INTO `game`(`name`) VALUES ('尸灵');
INSERT INTO `game`(`name`) VALUES ('天神镇');
INSERT INTO `game`(`name`) VALUES ('游戏目录');
INSERT INTO `game`(`name`) VALUES ('丧尸围城2');
INSERT INTO `game`(`name`) VALUES ('幽浮：奇美拉战队');
INSERT INTO `game`(`name`) VALUES ('尤卡莱莉与无妄巢穴');
INSERT INTO `game`(`name`) VALUES ('极品飞车16：亡命天涯');
INSERT INTO `game`(`name`) VALUES ('逆风停航');
INSERT INTO `game`(`name`) VALUES ('仙剑奇侠传3');
INSERT INTO `game`(`name`) VALUES ('嗜血印');
INSERT INTO `game`(`name`) VALUES ('刀剑神域：夺命凶弹');
INSERT INTO `game`(`name`) VALUES ('孤岛惊魂2');
INSERT INTO `game`(`name`) VALUES ('黑手党3');
INSERT INTO `game`(`name`) VALUES ('地铁：2033 重制版/Metro 2033 Redux');
INSERT INTO `game`(`name`) VALUES ('英雄无敌4');
INSERT INTO `game`(`name`) VALUES ('真三国无双5');
INSERT INTO `game`(`name`) VALUES ('乐高漫威超级英雄2');
INSERT INTO `game`(`name`) VALUES ('海岛大亨1-6');
INSERT INTO `game`(`name`) VALUES ('刺客信条1');
INSERT INTO `game`(`name`) VALUES ('鬼泣4');
INSERT INTO `game`(`name`) VALUES ('餐桌物语');
INSERT INTO `game`(`name`) VALUES ('自由人：游击战争');
INSERT INTO `game`(`name`) VALUES ('生化危机7 黄金版');
INSERT INTO `game`(`name`) VALUES ('巫师2：国王刺客增强版/巫师2刺客之王加强版');
INSERT INTO `game`(`name`) VALUES ('星际争霸2 自由之翼+虫群之心+虚空之遗+遭遇战破');
INSERT INTO `game`(`name`) VALUES ('言灵：藤泽七大秘密 英文版');
INSERT INTO `game`(`name`) VALUES ('小镇惊魂2');
INSERT INTO `game`(`name`) VALUES ('再见狂野之心');
INSERT INTO `game`(`name`) VALUES ('英雄连1');
INSERT INTO `game`(`name`) VALUES ('狙击手：幽灵战士1');
INSERT INTO `game`(`name`) VALUES ('刺客信条起源');
INSERT INTO `game`(`name`) VALUES ('饥荒');
INSERT INTO `game`(`name`) VALUES ('收获日2');
INSERT INTO `game`(`name`) VALUES ('文明6-3系列');
INSERT INTO `game`(`name`) VALUES ('真三国无双3-8');
INSERT INTO `game`(`name`) VALUES ('生化危机3');
INSERT INTO `game`(`name`) VALUES ('太空乱游');
INSERT INTO `game`(`name`) VALUES ('盟军敢死队2：高清重置版');
INSERT INTO `game`(`name`) VALUES ('行尸走肉：米琼恩');
INSERT INTO `game`(`name`) VALUES ('南瓜杰克');
INSERT INTO `game`(`name`) VALUES ('轩辕剑3外传：天之痕');
INSERT INTO `game`(`name`) VALUES ('战锤：混沌祸根');
INSERT INTO `game`(`name`) VALUES ('黑暗之魂3');
INSERT INTO `game`(`name`) VALUES ('刀剑神域：彼岸游境/Sword Art Online Alicization Lycoris');
INSERT INTO `game`(`name`) VALUES ('神奇蜘蛛侠2/超凡蜘蛛侠2+1+蜘蛛侠破碎维度');
INSERT INTO `game`(`name`) VALUES ('作业疯了');
INSERT INTO `game`(`name`) VALUES ('感染');
INSERT INTO `game`(`name`) VALUES ('德军总部3：新血脉');
INSERT INTO `game`(`name`) VALUES ('层层恐惧');
INSERT INTO `game`(`name`) VALUES ('螃蟹大战/单机.同屏多人.网络联机');
INSERT INTO `game`(`name`) VALUES ('魔界战记4+5');
INSERT INTO `game`(`name`) VALUES ('SD高达G世纪：火线纵横');
INSERT INTO `game`(`name`) VALUES ('进击的巨人2：最终之战');
INSERT INTO `game`(`name`) VALUES ('英雄不再：特拉维斯的反击');
INSERT INTO `game`(`name`) VALUES ('自动化帝国');
INSERT INTO `game`(`name`) VALUES ('帝国时代2');
INSERT INTO `game`(`name`) VALUES ('地球帝国3');
INSERT INTO `game`(`name`) VALUES ('古墓丽影9');
INSERT INTO `game`(`name`) VALUES ('巫师3：狂猎');
INSERT INTO `game`(`name`) VALUES ('仁王2');
INSERT INTO `game`(`name`) VALUES ('先祖：人类奥德赛');
INSERT INTO `game`(`name`) VALUES ('孤山速降/自行车速降');
INSERT INTO `game`(`name`) VALUES ('超级玛丽');
INSERT INTO `game`(`name`) VALUES ('开普勒斯');
INSERT INTO `game`(`name`) VALUES ('真人快打11');
INSERT INTO `game`(`name`) VALUES ('废土3');
INSERT INTO `game`(`name`) VALUES ('英雄传说：闪之轨迹3');
INSERT INTO `game`(`name`) VALUES ('杀手1-6   包含2黄金版');
INSERT INTO `game`(`name`) VALUES ('使命召唤14');
INSERT INTO `game`(`name`) VALUES ('魔铁危机/钢铁危机');
INSERT INTO `game`(`name`) VALUES ('莱莎的炼金工房：常暗的女王与秘密的隐居处');
INSERT INTO `game`(`name`) VALUES ('猎天使魔女2');
 
-- 开启自动提交
SET autocommit = 1;
 
insert into插入数据