MyBatis(十):Mybatis 几种批量操作的对比
本章主要讲解几种批量处理的用法及对别,批量处理一般用法包含以下几种:
1)普通foreach处理(没循环一次执行一次与mysql服务器交互操作),实际上也是采用的ExecutorType.SIMPLE;
2)使用ExecutorType.BATCH批量处理方法;
3)拼接SQL,一次批量提交给Mysql多个插入语句到mysql服务器端,执行批量操作。
下边针对这几种方案分别进行示例展示用法,以及优缺点对比。
新建maven项目具体工作参考:《MyBatis(九):Mybatis Java API批量操作(增、删、改、查)》
在spring-config.xml中添加sqlSessionTemplate bean:
<bean id="sqlSessionTemplate" class="org.mybatis.spring.SqlSessionTemplate">
<constructor-arg index="0" ref="sqlSessionFactory" />
<!--<constructor-arg index="1" value="BATCH" />-->
</bean>
新建测试类:com.dx.test.TestBatchInsert.java
import java.util.ArrayList;
import java.util.Date;
import java.util.List;
import java.util.Random; import org.apache.ibatis.session.ExecutorType;
import org.apache.ibatis.session.SqlSession;
import org.junit.Test;
import org.junit.runner.RunWith;
import org.mybatis.spring.SqlSessionTemplate;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.test.context.ContextConfiguration;
import org.springframework.test.context.junit4.SpringJUnit4ClassRunner; import com.dx.test.mapper.ArticleCategoryMapper;
import com.dx.test.model.ArticleCategory;
import com.dx.test.model.enums.DataStatus; @RunWith(SpringJUnit4ClassRunner.class)
@ContextConfiguration({ "classpath:spring-config.xml" })
public class TestBatchInsert {
@Autowired
private SqlSessionTemplate sqlSessionTemplate; // 引入注入的sqlSessionTemplate bean实例
@Autowired
private ArticleCategoryMapper articleCategoryMapper; // 参考上篇文章该类的定义。 }
mybatis 批量处理测试:
方案1)采用mybatis foreach循环插入方案:
@Test
public void testWithSimple() {
long start = System.currentTimeMillis();
SqlSession sqlSession = sqlSessionTemplate.getSqlSessionFactory().openSession(ExecutorType.SIMPLE, false);
ArticleCategoryMapper articleCategoryMapper=sqlSession.getMapper(ArticleCategoryMapper.class); List<ArticleCategory> list = new ArrayList<>();
for (int i = 0; i < 10000; i++) {
ArticleCategory articleCategory = new ArticleCategory();
articleCategory.setTitle("title_" + new Random().nextInt(1000) + "_" + new Random().nextInt(1000));
articleCategory.setDescription("category description");
articleCategory.setImgSrc("http://www.test.com/img/category/img-" + new Random().nextInt(1000) + ".gif");
articleCategory.setState(DataStatus.Living);
articleCategory.setCreateTime(new Date());
articleCategory.setCreateUser("create user");
articleCategory.setCreateUserId("user-" + new Random().nextInt(1000)); articleCategoryMapper.insert(articleCategory);
}
sqlSession.commit();
sqlSession.clearCache();
sqlSession.close(); long stop = System.currentTimeMillis();
System.out.println("testWithExecutorType.SIMPLE:" + (stop - start) + "ms");
}
执行该测试方法:
==> Preparing: INSERT INTO article_category (title, img_src, description, state, create_user, create_user_id, create_time, update_user, update_user_id, update_time, version) VALUES (?, ?, ?, ?, ?, ?, now(), ?, ?, now(), 0)
==> Parameters: title_159_754(String), http://www.test.com/img/category/img-606.gif(String), category description(String), 0(Integer), create user(String), user-740(String), null, null
<== Updates: 1
。。。
==> Preparing: INSERT INTO article_category (title, img_src, description, state, create_user, create_user_id, create_time, update_user, update_user_id, update_time, version) VALUES (?, ?, ?, ?, ?, ?, now(), ?, ?, now(), 0)
==> Parameters: title_416_561(String), http://www.test.com/img/category/img-72.gif(String), category description(String), 0(Integer), create user(String), user-98(String), null, null
<== Updates: 1
==> Preparing: INSERT INTO article_category (title, img_src, description, state, create_user, create_user_id, create_time, update_user, update_user_id, update_time, version) VALUES (?, ?, ?, ?, ?, ?, now(), ?, ?, now(), 0)
==> Parameters: title_967_656(String), http://www.test.com/img/category/img-897.gif(String), category description(String), 0(Integer), create user(String), user-620(String), null, null
<== Updates: 1
==> Preparing: INSERT INTO article_category (title, img_src, description, state, create_user, create_user_id, create_time, update_user, update_user_id, update_time, version) VALUES (?, ?, ?, ?, ?, ?, now(), ?, ?, now(), 0)
==> Parameters: title_399_676(String), http://www.test.com/img/category/img-819.gif(String), category description(String), 0(Integer), create user(String), user-889(String), null, null
<== Updates: 1
testWithExecutorType.SIMPLE::8163ms
测试结果发现耗时为:8163ms,而且从打印日志,可以看出该类执行是一条一条的插入的,而且每次插入前都要Preparing插入sql,这个是比较耗时的。
方案2)采用mybatis batch方案(使用ExecutorType.BATCH):
@Test
public void testWithBatch() {
long start = System.currentTimeMillis();
SqlSession sqlSession = sqlSessionTemplate.getSqlSessionFactory().openSession(ExecutorType.BATCH, false);
ArticleCategoryMapper articleCategoryMapper=sqlSession.getMapper(ArticleCategoryMapper.class);
List<ArticleCategory> list = new ArrayList<>();
for (int i = 0; i < 10000; i++) {
ArticleCategory articleCategory = new ArticleCategory();
articleCategory.setTitle("title_" + new Random().nextInt(1000) + "_" + new Random().nextInt(1000));
articleCategory.setDescription("category description");
articleCategory.setImgSrc("http://www.test.com/img/category/img-" + new Random().nextInt(1000) + ".gif");
articleCategory.setState(DataStatus.Living);
articleCategory.setCreateTime(new Date());
articleCategory.setCreateUser("create user");
articleCategory.setCreateUserId("user-" + new Random().nextInt(1000)); articleCategoryMapper.insert(articleCategory);
}
sqlSession.commit();
sqlSession.clearCache();
sqlSession.close(); long stop = System.currentTimeMillis();
System.out.println("testWithExecutorType.BATCH:" + (stop - start) + "ms");
}
执行该测试方法:
==> Preparing: INSERT INTO article_category (title, img_src, description, state, create_user, create_user_id, create_time, update_user, update_user_id, update_time, version) VALUES (?, ?, ?, ?, ?, ?, now(), ?, ?, now(), 0)
==> Parameters: title_345_236(String), http://www.test.com/img/category/img-688.gif(String), category description(String), 0(Integer), create user(String), user-337(String), null, null
。。。
==> Parameters: title_534_211(String), http://www.test.com/img/category/img-572.gif(String), category description(String), 0(Integer), create user(String), user-139(String), null, null
==> Parameters: title_292_271(String), http://www.test.com/img/category/img-8.gif(String), category description(String), 0(Integer), create user(String), user-547(String), null, null
testWithExecutorType.BATCH:5283ms
测试结果发现耗时为:5283ms,而且从打印日志可以看出该方案只一致性一次预编译,之后插入都不需要再次预编译。
方案3)采用拼接SQL方案:
用法1:
@Test
public void testWithBatchScript() {
long start = System.currentTimeMillis(); List<ArticleCategory> list = new ArrayList<>();
for (int i = 0; i < 10000; i++) {
ArticleCategory articleCategory = new ArticleCategory();
articleCategory.setTitle("title_" + new Random().nextInt(1000) + "_" + new Random().nextInt(1000));
articleCategory.setDescription("category description");
articleCategory.setImgSrc("http://www.test.com/img/category/img-" + new Random().nextInt(1000) + ".gif");
articleCategory.setState(DataStatus.Living);
articleCategory.setCreateTime(new Date());
articleCategory.setCreateUser("create user");
articleCategory.setCreateUserId("user-" + new Random().nextInt(1000)); list.add(articleCategory);
}
articleCategoryMapper.batchInsertsWithScript(list); long stop = System.currentTimeMillis();
System.out.println("testWithBatchScript:" + (stop - start) + "ms");
}
该方法执行日志:
JDBC Connection [com.alibaba.druid.proxy.jdbc.ConnectionProxyImpl@1b84f475] will not be managed by Spring
==> Preparing: INSERT INTO `article_category` (`title`,`img_src`,`description`,`state`,`create_time`,`create_user`,`create_user_id`,`update_time`,`update_user`,`update_user_id`,`version`)
VALUES (?,?,?,?,now(),?,?,now(),?,?,0) ,
。。。
(?,?,?,?,now(),?,?,now(),?,?,0) ,
(?,?,?,?,now(),?,?,now(),?,?,0)
ON DUPLICATE KEY UPDATE `update_time` = now()
==> Parameters:
title_375_245(String), http://www.test.com/img/category/img-247.gif(String), category description(String), 0(Integer), create user(String), user-930(String), null, null,
。。。
title_275_39(String), http://www.test.com/img/category/img-875.gif(String), category description(String), 0(Integer), create user(String), user-323(String), null, null,
title_743_735(String), http://www.test.com/img/category/img-220.gif(String), category description(String), 0(Integer), create user(String), user-917(String), null, null
<== Updates: 10000
Closing non transactional SqlSession [org.apache.ibatis.session.defaults.DefaultSqlSession@65b104b9]
testWithBatchScript:3312ms
测试2:
@Test
public void testWithBatchSQL() {
long start = System.currentTimeMillis(); List<ArticleCategory> list = new ArrayList<>();
for (int i = 0; i < 10000; i++) {
ArticleCategory articleCategory = new ArticleCategory();
articleCategory.setTitle("title_" + new Random().nextInt(1000) + "_" + new Random().nextInt(1000));
articleCategory.setDescription("category description");
articleCategory.setImgSrc("http://www.test.com/img/category/img-" + new Random().nextInt(1000) + ".gif");
articleCategory.setState(DataStatus.Living);
articleCategory.setCreateTime(new Date());
articleCategory.setCreateUser("create user");
articleCategory.setCreateUserId("user-" + new Random().nextInt(1000)); list.add(articleCategory);
}
articleCategoryMapper.batchInserts(list);
long stop = System.currentTimeMillis();
System.out.println("testWithBatchSQL:" + (stop - start) + "ms");
}
执行该方法打印日志:
Creating a new SqlSession
SqlSession [org.apache.ibatis.session.defaults.DefaultSqlSession@65b104b9] was not registered for synchronization because synchronization is not active
JDBC Connection [com.alibaba.druid.proxy.jdbc.ConnectionProxyImpl@31ff43be] will not be managed by Spring
==> Preparing: INSERT INTO `article_category`(`title`,`img_src`,`description`,`state`,`create_time`,`create_user`,`create_user_id`,`update_time`,`update_user`,`update_user_id`,`version`)
VALUES(?,?,?,?,now(),?,?,now(),?,?,0),
。。。
(?,?,?,?,now(),?,?,now(),?,?,0),
(?,?,?,?,now(),?,?,now(),?,?,0)
ON DUPLICATE KEY UPDATE `update_time` = now();
==> Parameters: title_131_603(String), http://www.test.com/img/category/img-831.gif(String), category description(String), 0(Integer), create user(String), user-35(String), null, null,
。。。
title_317_725(String), http://www.test.com/img/category/img-208.gif(String), category description(String), 0(Integer), create user(String), user-968(String), null, null,
title_403_241(String), http://www.test.com/img/category/img-870.gif(String), category description(String), 0(Integer), create user(String), user-483(String), null, null
<== Updates: 10000
Closing non transactional SqlSession [org.apache.ibatis.session.defaults.DefaultSqlSession@65b104b9]
testWithBatchSQL:2978ms
上边这两种方法实际上原理相同:拼接SQL,一次提交一批SQL方案。
拼接SQL一次提交方案缺点:当拼接sql超出’max_allowed_packet‘设置大小时,会抛出异常:
com.mysql.jdbc.PacketTooBigException: Packet for query is too large (8346602 > 4194304(4M)). You can change this value on the server by setting the max_allowed_packet’ variable.
备注:
SqlServer 对语句的条数和参数的数量都有限制,分别是 1000 和 2100。
Mysql 对语句的长度有限制,默认是 4M。
Mybatis 对动态语句没有数量上的限制。
解决错误方案:
我安装的mysql版本是:8.0.17 MySQL Community Server - GPL
dx:~ $ mysql -uroot -p123456 -h127.0.0.1
mysql: [Warning] Using a password on the command line interface can be insecure.
Welcome to the MySQL monitor. Commands end with ; or \g.
Your MySQL connection id is 356
Server version: 8.0.17 MySQL Community Server - GPL Copyright (c) 2000, 2019, Oracle and/or its affiliates. All rights reserved. Oracle is a registered trademark of Oracle Corporation and/or its
affiliates. Other names may be trademarks of their respective
owners. Type 'help;' or '\h' for help. Type '\c' to clear the current input statement.
该版本的mysql允许的发送给服务器的最大数据包大小情况如下:
ysql> show variables like '%packet%';
+---------------------------+------------+
| Variable_name | Value |
+---------------------------+------------+
| max_allowed_packet | 67108864 |
| mysqlx_max_allowed_packet | 67108864 |
| slave_max_allowed_packet | 1073741824 |
+---------------------------+------------+
3 rows in set (0.00 sec)
ax_allowed_packet 设置以字节发送给服务器的最大数据包大小. (默认: 64MB),
数据库变更需要:大的插入和更新可能会被max_allowed_packet参数限制,导致失败。
此时,解决方案:
1)在mysql中执行:set global max_allowed_paclet = 128*1024*1024;
2)修改mysql服务器的配置(my.ini 或者 my.cnf 文件)参数: max_allowed_packet = 128M 来解决,
3)需要重启mysql服务器(缺陷)。
备注:
上边‘mysqlx_max_allowed_packet’参数时mysqlx插件的配置参数,起作用针对mysqlx起作用,作用于 max_allowed_packet 相同。
mysql> show plugins;
+---------------------------------+----------+--------------------+---------+---------+
| Name | Status | Type | Library | License |
+---------------------------------+----------+--------------------+---------+---------+
| binlog | ACTIVE | STORAGE ENGINE | NULL | GPL |
| mysql_native_password | ACTIVE | AUTHENTICATION | NULL | GPL |
| sha256_password | ACTIVE | AUTHENTICATION | NULL | GPL |
| caching_sha2_password | ACTIVE | AUTHENTICATION | NULL | GPL |
| sha2_cache_cleaner | ACTIVE | AUDIT | NULL | GPL |
| CSV | ACTIVE | STORAGE ENGINE | NULL | GPL |
| MEMORY | ACTIVE | STORAGE ENGINE | NULL | GPL |
| InnoDB | ACTIVE | STORAGE ENGINE | NULL | GPL |
...
| mysqlx | ACTIVE | DAEMON | NULL | GPL |
| mysqlx_cache_cleaner | ACTIVE | AUDIT | NULL | GPL |
+---------------------------------+----------+--------------------+---------+---------+
44 rows in set (0.01 sec)
性能总结:
+----------------------------------------------+------------+
| 采用方案 | 耗时 |
+----------------------------------------------+------------+
| 普通处理方法(ExecutorType.SIMPLE)逐条插入处理 | 8s |
| 使用ExecutorType.BATCH | 5s |
| 使用拼接SQL,一致性提交一批SQL | 3s |
+-----------------------------------------------+------------+
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