MariaDB ColumnStore专为大数据扩大而设计,可解决PB级数据,线性可伸缩性和杰出的性能,并能对剖析查问进行实时响应。 它利用列式存储,压缩,即时投影以及程度和垂直分区的I / O劣势在剖析大型数据集时提供了杰出的性能。(这是官网的介绍,https://mariadb.com/kb/en/mariadb-columnstore/)
自己自研发了一个mysql -> mariadb columnStore同步工具,同时反对全量同步和增量同步模式,github地址:https://github.com/yutianyong125/mcs_etl
接下来演示一下同步过程
下载该我的项目
git clone https://github.com/yutianyong125/mcs_etl.gitcd mcs_etl
启动mysql,不便起见,这里应用docker,仅测试,不思考数据挂载问题,这里我把secure-file-priv配置的目录挂载进去,是为了导入数据的时候用到,另须要指定应用自定义的mysql配置文件
vim /tmp/conf.d/my.cnf# 保留为以下配置[mysqld]log_bin = mysql_bin # 开启binlog日志并指定binlog日志命名前缀binlog_format=ROW # 指定binlog格局server_id = 1 # 指定master server_idsecure_file_priv=/tmp/mysql-files # SELECT INTO OUTFILE 语句须要开启这个配置
mkdir /tmp/mysql-files # 先创立好寄存导出数据的文件夹docker run --rm -d --name mysql -v /tmp/conf.d:/etc/mysql/conf.d -v /tmp/mysql-files:/tmp/mysql-files -e MYSQL_ROOT_PASSWORD=123456 -p 3306:3306 mysql:5.7 --character-set-server=utf8mb4 --collation-server=utf8mb4_unicode_ci --secure-file-priv=/tmp/mysql-files
应用存储过程增加测试数据
-- 创立test库create database test;use test;-- 创立user表CREATE TABLE user( id INT NOT NULL AUTO_INCREMENT, uname VARCHAR(20) NOT NULL, sex VARCHAR(5) NOT NULL, score INT NOT NULL, copy_id INT NOT NULL, PRIMARY KEY (`id`)) ENGINE=INNODB CHARSET=utf8;-- 存储过程插入10万条数据DROP PROCEDURE IF EXISTS add_user; DELIMITER // create PROCEDURE add_user(in num INT) BEGIN DECLARE rowid INT DEFAULT 0; DECLARE firstname CHAR(1); DECLARE name1 CHAR(1); DECLARE name2 CHAR(1); DECLARE sex CHAR(1); DECLARE score CHAR(2); DECLARE uname CHAR(3); WHILE rowid < num DO SET firstname = SUBSTRING('赵钱孙李周吴郑王林杨柳刘孙陈江阮侯邹高彭徐',FLOOR(1+21*RAND()),1); SET name1 = SUBSTRING('一二三四五六七八九十甲乙丙丁静景京晶名明铭敏闵民军君俊骏天田甜兲恬益依成城诚立莉力黎励',ROUND(1+43*RAND()),1); SET name2 = SUBSTRING('一二三四五六七八九十甲乙丙丁静景京晶名明铭敏闵民军君俊骏天田甜兲恬益依成城诚立莉力黎励',ROUND(1+43*RAND()),1); SET sex=FLOOR(0 + (RAND() * 2)); SET score= FLOOR(40 + (RAND() *60)); SET rowid = rowid + 1; SET uname = CONCAT(firstname,name1,name2); insert INTO user (uname,sex,score,copy_id) VALUES (uname,sex,score,rowid); END WHILE; END //DELIMITER ;call add_user(100000);-- 创立test1库create database test1;use test1;-- 创立表t1CREATE TABLE `t` ( `id` int(11) NOT NULL, `a` int(11) DEFAULT NULL, `b` int(11) DEFAULT NULL, PRIMARY KEY (`id`), KEY `a` (`a`), KEY `b` (`b`)) ENGINE=InnoDB DEFAULT CHARSET=utf8;-- 存储过程插入数据delimiter //create procedure idata()begin declare i int; set i=1; while(i<=100000)do insert into t values(i, i, i); set i=i+1; end while;end //delimiter ;call idata();
启动mariadb columnStore
docker run --rm -d --name mcs -eMARIADB_ROOT_PASSWORD=123456 -p 3307:3306 mariadb/columnstore:1.2.3
批改我的项目配置文件, conf/etl.toml
# 增量ETL配置段[IncrementEtl] StartFile = "" # 开始同步的binlog文件 StartPosition = 0 # 开始同步的binlog地位 ServerId = 100 # 同步slave的serverId,只有不与master serverId雷同即可# 全量ETL配置段[FullEtl] # mysql数据导出寄存文件夹 OutFileDir = "/tmp/mysql-files/"# 全量ETL规定,Schema: 数据库, Tables: table数组# eg: 导出整个库的表 tables=["*"],导出特定的表 tables=["test1", "test2"][[Rule]] Schema = "test" Tables = ["user"][[Rule]] Schema = "test1" Tables = ["*"]# mysql 数据库配置[Source] Host = "127.0.0.1" Port = 3306 User = "root" Pwd = "123456"# mariadb columnStore 数据库配置[Target] Host = "127.0.0.1" Port = 3307 User = "root" Pwd = "123456"
执行二进制文件,指定全量同步模式
./mcs_etl -model full
胜利输入如下,因为是多协程异步执行工作的,所以总耗时可能与etl时长最大的表相差无几
同步`test1`.`t` 耗时 2.025725559s同步`test`.`user` 耗时 4.358782152sfullEtl 耗时 4.373473788s
增量形式进行同步步骤如下:
mysql运行 show master status 查看以后binlog日志文件和Position,批改 conf/etl.toml 配置文件中的IncrementEtl配置段
# 增量ETL配置段[IncrementEtl] StartFile = "mysql_bin.000004" # 开始同步的binlog文件 StartPosition = 154 # 开始同步的binlog地位 ServerId = 100 # 同步slave的serverId,只有不与master serverId雷同即可
执行二进制文件,指定增量同步模式,此时会进入循环监听期待生产状态
./mcs_etl -model increment
接下来在mysql做一些增删改操作
update `test`.`user` set sex = 0 where id = 1;insert into `test1`.`t` values (100001, 100001, 100001);delete from `test1`.`t` where id = 100001;
控制台输入日志如下
binlog复原的语句:update `test`.`user` set `id` = '1',`uname` = '邹二君',`sex` = '0',`score` = '59',`copy_id` = '1' where `id` = '1' and `uname` = '邹二君' and `sex` = '1' and `score` = '59' and `copy_id` = '1'==>兼容解决转换后的语句:update `test`.`user` set `id` = '1',`uname` = '邹二君',`sex` = '0',`score` = '59',`copy_id` = '1' where `id` = '1' and `uname` = '邹二君' and `sex` = '1' and `score` = '59' and `copy_id` = '1'执行后果:执行胜利binlog复原的语句:insert into `test1`.`t` (`id`,`a`,`b`) values ('100001','100001','100001')==>兼容解决转换后的语句:insert into `test1`.`t` (`id`,`a`,`b`) values ('100001','100001','100001')执行后果:执行胜利binlog复原的语句:delete from `test1`.`t` where `id` = '100001' and `a` = '100001' and `b` = '100001'==>兼容解决转换后的语句:delete from `test1`.`t` where `id` = '100001' and `a` = '100001' and `b` = '100001'执行后果:执行胜利