ibatis 学习札记(一) 批量处理 存储过程
ibatis 学习笔记(一) 批量处理 存储过程
- /*
- *在项目中,遇到这样的一个问题,当某一模块需要插入,更新一批大的数据量时,
- *此处大的含义是:更新到的数据记录比较多
- *用ibatis实现一条一条的插入,更新,如此循环下去。速度很慢
- *分析:
- * 这些操作有个共同点:
- * PreparedStatement对象和已映射的语句完全一致(简单点说:就是操作不断重复)
- * 由于事物是交给spring管理了,所以每做一次操作都会起一个事物,久而久之导致
- * 性能问题。
- *
- * batch批处理就适合那些查询,插入,更新,删除等大量重复的操作
- *
- * 存储过程也比较适合这样的场合,但要求很多
- * 批处理 是把 所有sql语句 放入一块内存中,然后一次性全部写到服务器,这个节省了客* 服端到服务器的访问时间
- */
- -- Create table
- create or replace table DEMO
- (
- UUID NUMBER,
- UUSER VARCHAR2(50),
- UPASSWORD VARCHAR2(50)
- )
- --Insert a million records with the DEMO procedure
- create or replace procedure demo_p(total in integer) AS
- uuid number :=1;
- uuser varchar2(50) := 'user';
- upassword varchar2(50) :='password';
- begin
- loop
- insert into demo(uuid,uuser,upassword) values(uuid,uuser||uuid,upassword||uuid);
- uuid := uuid + 1;
- exit when uuid >= total;
- end loop;
- end;
- ---Clear table then call procedure to insert a million records
- truncate table demo;
- call demo_p(1000);
- select * from demo;
- --Java实现
- --1--ibatis普通实现插入一百条条数据--
- --2--ibatis批量插入一百万条数据--
- --3--ibatis调用存储过程插入一百万条数据--
/* *在项目中,遇到这样的一个问题,当某一模块需要插入,更新一批大的数据量时, *此处大的含义是:更新到的数据记录比较多 *用ibatis实现一条一条的插入,更新,如此循环下去。速度很慢 *分析: * 这些操作有个共同点: * PreparedStatement对象和已映射的语句完全一致(简单点说:就是操作不断重复) * 由于事物是交给spring管理了,所以每做一次操作都会起一个事物,久而久之导致 * 性能问题。 * * batch批处理就适合那些查询,插入,更新,删除等大量重复的操作 * * 存储过程也比较适合这样的场合,但要求很多 * 批处理 是把 所有sql语句 放入一块内存中,然后一次性全部写到服务器,这个节省了客* 服端到服务器的访问时间 */ -- Create table create or replace table DEMO ( UUID NUMBER, UUSER VARCHAR2(50), UPASSWORD VARCHAR2(50) ) --Insert a million records with the DEMO procedure create or replace procedure demo_p(total in integer) AS uuid number :=1; uuser varchar2(50) := 'user'; upassword varchar2(50) :='password'; begin loop insert into demo(uuid,uuser,upassword) values(uuid,uuser||uuid,upassword||uuid); uuid := uuid + 1; exit when uuid >= total; end loop; end; ---Clear table then call procedure to insert a million records truncate table demo; call demo_p(1000); select * from demo; --Java实现 --1--ibatis普通实现插入一百条条数据-- --2--ibatis批量插入一百万条数据-- --3--ibatis调用存储过程插入一百万条数据--
1--构建环境 添加 classes12.jar ibatis-2.3.4.726.jar
2--写好ibatis基本配置文件,公共资源文件
SqlMapConfig.properties
- # DB Config
- driver=oracle.jdbc.driver.OracleDriver
- url=jdbc:oracle:thin:@localhost:1521:orcl
- username=scott
- password=tiger
# DB Config driver=oracle.jdbc.driver.OracleDriver url=jdbc:oracle:thin:@localhost:1521:orcl username=scott password=tiger
SqlMapConfig.xml
- <?xml version="1.0" encoding="UTF-8"?>
- <!DOCTYPE sqlMapConfig
- PUBLIC "-//iBATIS.com//DTD SQL Map Config 2.0//EN"
- "http://www.ibatis.com/dtd/sql-map-config-2.dtd">
- <!-- Always ensure to use the correct XML header as above! -->
- <sqlMapConfig>
- <properties resource = "com/oyp/sqlmap/SqlMapConfig.properties" />
- <settings cacheModelsEnabled="true" enhancementEnabled="true"
- lazyLoadingEnabled="true" maxRequests="32" maxSessions="10"
- maxTransactions="5" useStatementNamespaces="false" />
- <transactionManager type = "JDBC">
- <dataSource type = "SIMPLE">
- <property name="JDBC.Driver" value="${driver}" />
- <property name="JDBC.ConnectionURL" value="${url}" />
- <property name="JDBC.Username" value="${username}" />
- <property name="JDBC.Password" value="${password}" />
- </dataSource>
- </transactionManager>
- <sqlMap resource = "com/oyp/sqlmap/User.xml"/>
- </sqlMapConfig>
<?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE sqlMapConfig PUBLIC "-//iBATIS.com//DTD SQL Map Config 2.0//EN" "http://www.ibatis.com/dtd/sql-map-config-2.dtd"> <!-- Always ensure to use the correct XML header as above! --> <sqlMapConfig> <properties resource = "com/oyp/sqlmap/SqlMapConfig.properties" /> <settings cacheModelsEnabled="true" enhancementEnabled="true" lazyLoadingEnabled="true" maxRequests="32" maxSessions="10" maxTransactions="5" useStatementNamespaces="false" /> <transactionManager type = "JDBC"> <dataSource type = "SIMPLE"> <property name="JDBC.Driver" value="${driver}" /> <property name="JDBC.ConnectionURL" value="${url}" /> <property name="JDBC.Username" value="${username}" /> <property name="JDBC.Password" value="${password}" /> </dataSource> </transactionManager> <sqlMap resource = "com/oyp/sqlmap/User.xml"/> </sqlMapConfig>
3--dto层,或者说是model层
User.java
- package com.oyp.model;
- import java.io.Serializable;
- /**
- * @author oyp 2009-12-14
- */
- public class User implements Serializable {
- private static final long serialVersionUID = 2804032598967813289L;
- private int id;
- private String name;
- private String password;
- public String getPassword() {
- return password;
- }
- public void setPassword(String password) {
- this.password = password;
- }
- public int getId() {
- return id;
- }
- public void setId(int id) {
- this.id = id;
- }
- public String getName() {
- return name;
- }
- public void setName(String name) {
- this.name = name;
- }
- }
package com.oyp.model; import java.io.Serializable; /** * @author oyp 2009-12-14 */ public class User implements Serializable { private static final long serialVersionUID = 2804032598967813289L; private int id; private String name; private String password; public String getPassword() { return password; } public void setPassword(String password) { this.password = password; } public int getId() { return id; } public void setId(int id) { this.id = id; } public String getName() { return name; } public void setName(String name) { this.name = name; } }
4--sqlmap映射文件
- <?xml version="1.0" encoding="UTF-8"?>
- <!DOCTYPE sqlMap
- PUBLIC "-//iBATIS.com//DTD SQL Map 2.0//EN"
- "http://www.ibatis.com/dtd/sql-map-2.dtd">
- <sqlMap namespace = "user" >
- <typeAlias alias = "user" type = "com.oyp.model.User"/>
- <insert id = "insert_user" parameterClass = "user" >
- INSERT INTO DEMO (UUID, UUSER, UPASSWORD) VALUES ( #id#,#name#, #password# )
- </insert>
- <update id = "clear_user" >
- truncate table demo
- </update>
- <parameterMap id="oypmap" class="java.util.Map">
- <parameter property="total" javaType="int" jdbcType="INTEGER" mode="IN" />
- </parameterMap>
- <procedure id="procedureoyp" parameterMap="oypmap" >
- { call demo_p(?) }
- </procedure>
- </sqlMap>
<?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE sqlMap PUBLIC "-//iBATIS.com//DTD SQL Map 2.0//EN" "http://www.ibatis.com/dtd/sql-map-2.dtd"> <sqlMap namespace = "user" > <typeAlias alias = "user" type = "com.oyp.model.User"/> <insert id = "insert_user" parameterClass = "user" > INSERT INTO DEMO (UUID, UUSER, UPASSWORD) VALUES ( #id#,#name#, #password# ) </insert> <update id = "clear_user" > truncate table demo </update> <parameterMap id="oypmap" class="java.util.Map"> <parameter property="total" javaType="int" jdbcType="INTEGER" mode="IN" /> </parameterMap> <procedure id="procedureoyp" parameterMap="oypmap" > { call demo_p(?) } </procedure> </sqlMap>
5--DAO层
- package com.oyp.dao;
- import java.sql.SQLException;
- import com.ibatis.sqlmap.client.SqlMapClient;
- import com.oyp.model.User;
- public class UserDAO {
- public static SqlMapClient sqlMap = AppSqlConfig.getSqlMap();
- public static void insertUser(User user) throws SQLException {
- sqlMap.insert("insert_user",user);
- }
- public static void clearTable() {
- try {
- sqlMap.update("clear_user");
- }catch (SQLException e) {
- e.printStackTrace();
- }
- }
- }
package com.oyp.dao; import java.sql.SQLException; import com.ibatis.sqlmap.client.SqlMapClient; import com.oyp.model.User; public class UserDAO { public static SqlMapClient sqlMap = AppSqlConfig.getSqlMap(); public static void insertUser(User user) throws SQLException { sqlMap.insert("insert_user",user); } public static void clearTable() { try { sqlMap.update("clear_user"); }catch (SQLException e) { e.printStackTrace(); } } }
5--获取封装数据库信息的Ibatis对象
- package com.oyp.dao;
- import java.io.IOException;
- import java.io.Reader;
- import com.ibatis.common.resources.Resources;
- import com.ibatis.sqlmap.client.SqlMapClient;
- import com.ibatis.sqlmap.client.SqlMapClientBuilder;
- public class AppSqlConfig {
- private static final SqlMapClient sqlMap;
- static {
- try {
- Reader reader = Resources.getResourceAsReader("com/oyp/sqlmap/SqlMapConfig.xml");
- sqlMap = SqlMapClientBuilder.buildSqlMapClient(reader);
- reader.close();
- } catch (IOException e) {
- // Fail fast.
- throw new RuntimeException("Something bad happened while building the SqlMapClient instance." + e, e);
- }
- }
- public static SqlMapClient getSqlMap() {
- return sqlMap;
- }
- }
package com.oyp.dao; import java.io.IOException; import java.io.Reader; import com.ibatis.common.resources.Resources; import com.ibatis.sqlmap.client.SqlMapClient; import com.ibatis.sqlmap.client.SqlMapClientBuilder; public class AppSqlConfig { private static final SqlMapClient sqlMap; static { try { Reader reader = Resources.getResourceAsReader("com/oyp/sqlmap/SqlMapConfig.xml"); sqlMap = SqlMapClientBuilder.buildSqlMapClient(reader); reader.close(); } catch (IOException e) { // Fail fast. throw new RuntimeException("Something bad happened while building the SqlMapClient instance." + e, e); } } public static SqlMapClient getSqlMap() { return sqlMap; } }
大公告成,等着测试下
休息................
开始测试
- /**
- * 描述:一般处理
- * @author oyp 2009-12-15
- */
- public class Main {
- public static int number =Util.number;
- public static void main (String[] args) throws SQLException {
- //清空表
- UserDAO.clearTable();
- //一般处理
- List<User> list = new ArrayList<User>();
- for (int i = 0 ; i < number; i++) {
- User tempuser = new User();
- tempuser.setId(i);
- tempuser.setName("user"+i);
- tempuser.setPassword("password"+i);
- list.add(tempuser);
- }
- //开始
- UserDAO.sqlMap.startTransaction();
- long begin = System.currentTimeMillis();
- for (int i = 0 ; i < number ; i++) {
- try {
- UserDAO.insertUser(list.get(i));
- } catch (SQLException e) {
- e.printStackTrace();
- }
- }
- UserDAO.sqlMap.commitTransaction();
- UserDAO.sqlMap.endTransaction();
- System.out.println(System.currentTimeMillis()-begin);
- }
- }
- /**
- * 描述:batch处理
- * @author oyp 2009-12-15
- */
- public class MainBatch {
- public static int number =Util.number;
- public static void main (String[] args) throws SQLException {
- //清空表
- UserDAO.clearTable();
- //批量插入的对象
- List<User> list = new ArrayList<User>();
- for (int i = 0 ; i < number; i++) {
- User tempuser = new User();
- tempuser.setId(i);
- tempuser.setName("user"+i);
- tempuser.setPassword("password"+i);
- list.add(tempuser);
- }
- //批量处理开始
- long begin = System.currentTimeMillis();
- UserDAO.sqlMap.startTransaction();
- for (int i = 0 ; i < number ; i ++) {
- if (i % 10000 == 0) {
- UserDAO.sqlMap.startBatch();
- }
- UserDAO.insertUser(list.get(i));
- if ((i+1) % 10000 ==0) {
- UserDAO.sqlMap.executeBatch();
- }
- }
- UserDAO.sqlMap.executeBatch();
- UserDAO.sqlMap.commitTransaction();
- UserDAO.sqlMap.endTransaction();
- System.out.println(System.currentTimeMillis()-begin);
- }
- }
- /*
- *描述:调用存储过程
- *@author oyp 2009-12-15
- */
- public class MainProcedure {
- public static int number =Util.number;
- public static void main (String[] args) throws SQLException {
- //清空表
- UserDAO.clearTable();
- HashMap map = new HashMap();
- map.put("total", number);
- //调用存储过程
- long begin = System.currentTimeMillis();
- UserDAO.sqlMap.startTransaction();
- UserDAO.sqlMap.insert("procedureoyp",map);
- UserDAO.sqlMap.commitTransaction();
- UserDAO.sqlMap.endTransaction();
- System.out.println(System.currentTimeMillis()-begin);
- }
- }
/** * 描述:一般处理 * @author oyp 2009-12-15 */ public class Main { public static int number =Util.number; public static void main (String[] args) throws SQLException { //清空表 UserDAO.clearTable(); //一般处理 List<User> list = new ArrayList<User>(); for (int i = 0 ; i < number; i++) { User tempuser = new User(); tempuser.setId(i); tempuser.setName("user"+i); tempuser.setPassword("password"+i); list.add(tempuser); } //开始 UserDAO.sqlMap.startTransaction(); long begin = System.currentTimeMillis(); for (int i = 0 ; i < number ; i++) { try { UserDAO.insertUser(list.get(i)); } catch (SQLException e) { e.printStackTrace(); } } UserDAO.sqlMap.commitTransaction(); UserDAO.sqlMap.endTransaction(); System.out.println(System.currentTimeMillis()-begin); } } /** * 描述:batch处理 * @author oyp 2009-12-15 */ public class MainBatch { public static int number =Util.number; public static void main (String[] args) throws SQLException { //清空表 UserDAO.clearTable(); //批量插入的对象 List<User> list = new ArrayList<User>(); for (int i = 0 ; i < number; i++) { User tempuser = new User(); tempuser.setId(i); tempuser.setName("user"+i); tempuser.setPassword("password"+i); list.add(tempuser); } //批量处理开始 long begin = System.currentTimeMillis(); UserDAO.sqlMap.startTransaction(); for (int i = 0 ; i < number ; i ++) { if (i % 10000 == 0) { UserDAO.sqlMap.startBatch(); } UserDAO.insertUser(list.get(i)); if ((i+1) % 10000 ==0) { UserDAO.sqlMap.executeBatch(); } } UserDAO.sqlMap.executeBatch(); UserDAO.sqlMap.commitTransaction(); UserDAO.sqlMap.endTransaction(); System.out.println(System.currentTimeMillis()-begin); } } /* *描述:调用存储过程 *@author oyp 2009-12-15 */ public class MainProcedure { public static int number =Util.number; public static void main (String[] args) throws SQLException { //清空表 UserDAO.clearTable(); HashMap map = new HashMap(); map.put("total", number); //调用存储过程 long begin = System.currentTimeMillis(); UserDAO.sqlMap.startTransaction(); UserDAO.sqlMap.insert("procedureoyp",map); UserDAO.sqlMap.commitTransaction(); UserDAO.sqlMap.endTransaction(); System.out.println(System.currentTimeMillis()-begin); } }
- 1-- Util.number = 1000 ;
- 普通处理:593ms
- 批量处理:94ms
- 存储过程处理:218ms
- 2--Util.number = 10000;
- 普通处理:2734ms
- 批量处理:328ms
- 存储过程处理:1172ms
- 3--Util.number = 100000;
- 普通处理: 32641 ms 休息....
- 批量处理: 1937ms 休息....
- 存储过程处理:8453 ms
- 4--Util.number = 300000;
- 批量处理: 3937 ms 休息....
- 5--Util.number = 1000000;
- 批量处理: 电脑被我折腾着不行了
- Exception in thread "main" java.lang.OutOfMemoryError: Java heap space
- at java.util.Arrays.copyOf(Arrays.java:2760)
- at java.util.Arrays.copyOf(Arrays.java:2734)
- at java.util.ArrayList.ensureCapacity(ArrayList.java:167)
- at java.util.ArrayList.add(ArrayList.java:351)
- at MainBatch.main(MainBatch.java:24)
- (注:因为要创建插入数据库的对象所以内存耗尽, :twisted: 公司配的电脑太差!)
- 存储过程: 119906 ms
1-- Util.number = 1000 ; 普通处理:593ms 批量处理:94ms 存储过程处理:218ms 2--Util.number = 10000; 普通处理:2734ms 批量处理:328ms 存储过程处理:1172ms 3--Util.number = 100000; 普通处理: 32641 ms 休息.... 批量处理: 1937ms 休息.... 存储过程处理:8453 ms 4--Util.number = 300000; 批量处理: 3937 ms 休息.... 5--Util.number = 1000000; 批量处理: 电脑被我折腾着不行了 Exception in thread "main" java.lang.OutOfMemoryError: Java heap space at java.util.Arrays.copyOf(Arrays.java:2760) at java.util.Arrays.copyOf(Arrays.java:2734) at java.util.ArrayList.ensureCapacity(ArrayList.java:167) at java.util.ArrayList.add(ArrayList.java:351) at MainBatch.main(MainBatch.java:24) (注:因为要创建插入数据库的对象所以内存耗尽, :twisted: 公司配的电脑太差!) 存储过程: 119906 ms
这些纯属菜鸟级的试验,真正的项目当中要考虑到各方面的原因,要比这复杂多了,所以哪里需要改善,或者有什么好的建议,尽管砸吧!~~(事务,数据库)
ps: 这种情况,存储过程的效率怎么比不上批处理 ??