Spring batch学习 (1)

时间:2021-05-09 08:15:04

Spring Batch 批处理框架 埃森哲和Spring Source研发

主要解决批处理数据的问题,包含并行处理,事务处理机制等。具有健壮性 可扩展,和自带的监控功能,并且支持断点和重发。让程序员更加注重于业务实现。

Spring Batch 结构如下

Spring batch学习 (1)

JobRepository :作业仓库 负责job。step执行过程的状态保存

JobLauncher  :  作业调度器 提供执行job入口

Job : 作业 由一个或者多个step组成 封装多个批处理操作,每个step可以有自己的上下文存放变量和自己的生命周期。

Step: 作业步 job的一个环节,有多个或者一个step组成job

Tasklet: Step中的具体执行逻辑的动作 可循环执行,支持异步和同步 适用于不同场景

Chunk :给定的item集合 可以定义对chunk的读操作,处理操作,写操作,提交间隔等 这是SpringBatch 一个特性

Item:一条数据记录

ItemReader: 从数据源(文件系统 队列 文件等)读取item

ItemProcessor:在Item写入前 进行一些处理 比如数据清洗,数据转换,数据校验,数据过滤等。

ItemWrieter :将item批量输出到数据源(文件系统,队列,数据库等)

看下batch的基本配置元素 分为两种 一种为在内存中。

<?xml version="1.0" encoding="UTF-8"?>
<beans xmlns="http://www.springframework.org/schema/beans"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xmlns:p="http://www.springframework.org/schema/p"
xmlns:tx="http://www.springframework.org/schema/tx"
xmlns:aop="http://www.springframework.org/schema/aop"
xmlns:context="http://www.springframework.org/schema/context"
xsi:schemaLocation="http://www.springframework.org/schema/beans
default-autowire="byName">
<!--job工厂 不是定时-->
<bean id="jobRepository"
class="org.springframework.batch.core.repository.support.MapJobRepositoryFactoryBean">
</bean>
  <!--job加载器-->
<bean id="jobLauncher" class="org.springframework.batch.core.launch.support.SimpleJobLauncher"> <property name="jobRepository" ref="jobRepository"/> </bean>
<!--事务管理器-->
<bean id="transactionManager" class="org.springframework.batch.support.transaction.ResourcelessTransactionManager"/> </beans>

第二种为放在数据库中 需要在数据库中建表 脚本在spring-batch-core的core包里面。mysql版本如下 下一篇文章解释表的作用

-- Autogenerated: do not edit this file

CREATE TABLE BATCH_JOB_INSTANCE  (
JOB_INSTANCE_ID BIGINT NOT NULL PRIMARY KEY ,
VERSION BIGINT ,
JOB_NAME VARCHAR() NOT NULL,
JOB_KEY VARCHAR() NOT NULL,
constraint JOB_INST_UN unique (JOB_NAME, JOB_KEY)
) ENGINE=InnoDB; CREATE TABLE BATCH_JOB_EXECUTION (
JOB_EXECUTION_ID BIGINT NOT NULL PRIMARY KEY ,
VERSION BIGINT ,
JOB_INSTANCE_ID BIGINT NOT NULL,
CREATE_TIME DATETIME NOT NULL,
START_TIME DATETIME DEFAULT NULL ,
END_TIME DATETIME DEFAULT NULL ,
STATUS VARCHAR() ,
EXIT_CODE VARCHAR() ,
EXIT_MESSAGE VARCHAR() ,
LAST_UPDATED DATETIME,
constraint JOB_INST_EXEC_FK foreign key (JOB_INSTANCE_ID)
references BATCH_JOB_INSTANCE(JOB_INSTANCE_ID)
) ENGINE=InnoDB; CREATE TABLE BATCH_JOB_EXECUTION_PARAMS (
JOB_EXECUTION_ID BIGINT NOT NULL ,
TYPE_CD VARCHAR() NOT NULL ,
KEY_NAME VARCHAR() NOT NULL ,
STRING_VAL VARCHAR() ,
DATE_VAL DATETIME DEFAULT NULL ,
LONG_VAL BIGINT ,
DOUBLE_VAL DOUBLE PRECISION ,
IDENTIFYING CHAR() NOT NULL ,
constraint JOB_EXEC_PARAMS_FK foreign key (JOB_EXECUTION_ID)
references BATCH_JOB_EXECUTION(JOB_EXECUTION_ID)
) ENGINE=InnoDB; CREATE TABLE BATCH_STEP_EXECUTION (
STEP_EXECUTION_ID BIGINT NOT NULL PRIMARY KEY ,
VERSION BIGINT NOT NULL,
STEP_NAME VARCHAR() NOT NULL,
JOB_EXECUTION_ID BIGINT NOT NULL,
START_TIME DATETIME NOT NULL ,
END_TIME DATETIME DEFAULT NULL ,
STATUS VARCHAR() ,
COMMIT_COUNT BIGINT ,
READ_COUNT BIGINT ,
FILTER_COUNT BIGINT ,
WRITE_COUNT BIGINT ,
READ_SKIP_COUNT BIGINT ,
WRITE_SKIP_COUNT BIGINT ,
PROCESS_SKIP_COUNT BIGINT ,
ROLLBACK_COUNT BIGINT ,
EXIT_CODE VARCHAR() ,
EXIT_MESSAGE VARCHAR() ,
LAST_UPDATED DATETIME,
constraint JOB_EXEC_STEP_FK foreign key (JOB_EXECUTION_ID)
references BATCH_JOB_EXECUTION(JOB_EXECUTION_ID)
) ENGINE=InnoDB; CREATE TABLE BATCH_STEP_EXECUTION_CONTEXT (
STEP_EXECUTION_ID BIGINT NOT NULL PRIMARY KEY,
SHORT_CONTEXT VARCHAR() NOT NULL,
SERIALIZED_CONTEXT TEXT ,
constraint STEP_EXEC_CTX_FK foreign key (STEP_EXECUTION_ID)
references BATCH_STEP_EXECUTION(STEP_EXECUTION_ID)
) ENGINE=InnoDB; CREATE TABLE BATCH_JOB_EXECUTION_CONTEXT (
JOB_EXECUTION_ID BIGINT NOT NULL PRIMARY KEY,
SHORT_CONTEXT VARCHAR() NOT NULL,
SERIALIZED_CONTEXT TEXT ,
constraint JOB_EXEC_CTX_FK foreign key (JOB_EXECUTION_ID)
references BATCH_JOB_EXECUTION(JOB_EXECUTION_ID)
) ENGINE=InnoDB; CREATE TABLE BATCH_STEP_EXECUTION_SEQ (ID BIGINT NOT NULL) ENGINE=MYISAM;
INSERT INTO BATCH_STEP_EXECUTION_SEQ values();
CREATE TABLE BATCH_JOB_EXECUTION_SEQ (ID BIGINT NOT NULL) ENGINE=MYISAM;
INSERT INTO BATCH_JOB_EXECUTION_SEQ values();
CREATE TABLE BATCH_JOB_SEQ (ID BIGINT NOT NULL) ENGINE=MYISAM;
INSERT INTO BATCH_JOB_SEQ values();
<?xml version="1.0" encoding="UTF-8"?>
<bean:beans xmlns="http://www.springframework.org/schema/batch" //这里batch的xsd
xmlns:bean="http://www.springframework.org/schema/beans"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xmlns:p="http://www.springframework.org/schema/p"
xmlns:tx="http://www.springframework.org/schema/tx"
xmlns:aop="http://www.springframework.org/schema/aop"
xmlns:context="http://www.springframework.org/schema/context"
xsi:schemaLocation="http://www.springframework.org/schema/beans
http://www.springframework.org/schema/beans/spring-beans-3.0.xsd
http://www.springframework.org/schema/tx
http://www.springframework.org/schema/tx/spring-tx-3.0.xsd
http://www.springframework.org/schema/aop
http://www.springframework.org/schema/aop/spring-aop-3.0.xsd
http://www.springframework.org/schema/context
http://www.springframework.org/schema/context/spring-context-2.5.xsd
http://www.springframework.org/schema/batch
http://www.springframework.org/schema/batch/spring-batch-2.2.xsd"> <!-- 作业仓库 -->
<job-repository id="jobRepository" data-source="dataSource"
transaction-manager="transactionManager" isolation-level-for-create="SERIALIZABLE"
table-prefix="BATCH_" max-varchar-length=""
/> <!-- 作业调度器 -->
<bean:bean id="jobLauncher"
class="org.springframework.batch.core.launch.support.SimpleJobLauncher">
<bean:property name="jobRepository" ref="jobRepository"/>
</bean:bean> <!-- 事务管理器 -->
<bean:bean id="transactionManager" class="org.springframework.jdbc.datasource.DataSourceTransactionManager">
<bean:property name="dataSource" ref="dataSource" />
</bean:bean> <!-- 数据源 可以引入properties 做成可配-->
<bean:bean id="dataSource" class="org.springframework.jdbc.datasource.DriverManagerDataSource">
<bean:property name="driverClassName">
<bean:value>com.mysql.jdbc.Driver</bean:value>
</bean:property>
<bean:property name="url">
<bean:value>jdbc:mysql://127.0.0.1:3306/batch</bean:value>
</bean:property>
<bean:property name="username" value="root"></bean:property>
<bean:property name="password" value="root"></bean:property>
</bean:bean>
</bean:beans>

这里拿spring batch一书上面例子说明应用场景:

Spring batch学习 (1)

如图 这种情况  下面简单的实现:

1.定义信用卡实体

/**
*
*/
package com.juxtapose.example.ch02; /**
* 信用卡对账单模型.<br>
* @author bruce.liu(mailto:jxta.liu@gmail.com)
* 2013-1-6下午09:56:02
*/
public class CreditBill {
private String accountID = ""; /** 银行卡账户ID */
private String name = ""; /** 持卡人姓名 */
private double amount = ; /** 消费金额 */
private String date; /** 消费日期 ,格式YYYY-MM-DD HH:MM:SS*/
private String address; /** 消费场所 **/ public String getAccountID() {
return accountID;
}
public void setAccountID(String accountID) {
this.accountID = accountID;
}
public String getName() {
return name;
}
public void setName(String name) {
this.name = name;
}
public double getAmount() {
return amount;
}
public void setAmount(double amount) {
this.amount = amount;
}
public String getDate() {
return date;
}
public void setDate(String date) {
this.date = date;
}
public String getAddress() {
return address;
}
public void setAddress(String address) {
this.address = address;
} /**
*
*/
public String toString(){
StringBuffer sb = new StringBuffer();
sb.append("accountID=" + getAccountID() + ";name=" + getName() + ";amount="
+ getAmount() + ";date=" + getDate() + ";address=" + getAddress());
return sb.toString();
}
}

2. 定义processor 这里只是打印  

import org.springframework.batch.item.ItemProcessor;

public class CreditBillProcessor implements
ItemProcessor<CreditBill, CreditBill> { public CreditBill process(CreditBill bill) throws Exception {
System.out.println(bill.toString());
return bill;
}
}

第三 :

<?xml version="1.0" encoding="UTF-8"?>
<bean:beans xmlns="http://www.springframework.org/schema/batch"
xmlns:bean="http://www.springframework.org/schema/beans"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xmlns:p="http://www.springframework.org/schema/p"
xmlns:tx="http://www.springframework.org/schema/tx"
xmlns:aop="http://www.springframework.org/schema/aop"
xmlns:context="http://www.springframework.org/schema/context"
xsi:schemaLocation="http://www.springframework.org/schema/beans
http://www.springframework.org/schema/beans/spring-beans-3.0.xsd
http://www.springframework.org/schema/tx
http://www.springframework.org/schema/tx/spring-tx-3.0.xsd
http://www.springframework.org/schema/aop
http://www.springframework.org/schema/aop/spring-aop-3.0.xsd
http://www.springframework.org/schema/context
http://www.springframework.org/schema/context/spring-context-2.5.xsd
http://www.springframework.org/schema/batch
http://www.springframework.org/schema/batch/spring-batch-2.2.xsd">
<bean:import resource="classpath:ch02/job-context.xml"/>
<job id="billJob">
<step id="billStep">
<tasklet transaction-manager="transactionManager">
<chunk reader="csvItemReader" writer="csvItemWriter"
processor="creditBillProcessor" commit-interval=""> //每两行插入一次
</chunk>
</tasklet>
</step>
</job> <job id="testJob">
<step id="testStep">
<tasklet transaction-manager="transactionManager">
<chunk reader="csvItemReader" writer="csvItemWriter"
processor="creditBillProcessor" commit-interval="">
</chunk>
</tasklet>
</step>
</job>
<!-- 读取信用卡账单文件,CSV格式 -->
<bean:bean id="csvItemReader"
class="org.springframework.batch.item.file.FlatFileItemReader"
scope="step">
<bean:property name="resource"
value="classpath:ch02/data/credit-card-bill-201303.csv"/> //读取的文件名称
<bean:property name="lineMapper">
<bean:bean
class="org.springframework.batch.item.file.mapping.DefaultLineMapper">
<bean:property name="lineTokenizer" ref="lineTokenizer"/>
<bean:property name="fieldSetMapper">//映射列
<bean:bean class="org.springframework.batch.item.file.mapping.BeanWrapperFieldSetMapper">
<bean:property name="prototypeBeanName" value="creditBill">
</bean:property>
</bean:bean>
</bean:property>
</bean:bean>
</bean:property>
</bean:bean>
<!-- lineTokenizer -->
<bean:bean id="lineTokenizer"
class="org.springframework.batch.item.file.transform.DelimitedLineTokenizer">
<bean:property name="delimiter" value=","/> //分隔符
<bean:property name="names">
<bean:list> //列名
<bean:value>accountID</bean:value>
<bean:value>name</bean:value>
<bean:value>amount</bean:value>
<bean:value>date</bean:value>
<bean:value>address</bean:value>
</bean:list>
</bean:property>
</bean:bean> <!-- 写信用卡账单文件,CSV格式 -->
<bean:bean id="csvItemWriter"
class="org.springframework.batch.item.file.FlatFileItemWriter"
scope="step">
<bean:property name="resource" value="file:target/ch02/outputFile.csv"/>
<bean:property name="lineAggregator">
<bean:bean
class="org.springframework.batch.item.file.transform.DelimitedLineAggregator">
<bean:property name="delimiter" value=","></bean:property>
<bean:property name="fieldExtractor">
<bean:bean
class="org.springframework.batch.item.file.transform.BeanWrapperFieldExtractor">
<bean:property name="names"
value="accountID,name,amount,date,address">
</bean:property>
</bean:bean>
</bean:property>
</bean:bean>
</bean:property>
</bean:bean> <bean:bean id="creditBill" scope="prototype"
class="com.juxtapose.example.ch02.CreditBill">
</bean:bean>
<bean:bean id="creditBillProcessor" scope="step"
class="com.juxtapose.example.ch02.CreditBillProcessor">
</bean:bean>
</bean:beans>

4.测试

/**
*
*/
package test.com.juxtapose.example.ch02; import java.util.LinkedHashMap;
import java.util.Map; import org.springframework.batch.core.Job;
import org.springframework.batch.core.JobExecution;
import org.springframework.batch.core.JobParameter;
import org.springframework.batch.core.JobParameters;
import org.springframework.batch.core.launch.JobLauncher;
import org.springframework.context.ApplicationContext;
import org.springframework.context.support.ClassPathXmlApplicationContext; /**
*
* @author bruce.liu(mailto:jxta.liu@gmail.com)
* 2013-2-28下午08:34:48
*/
public class JobLaunch { /**
* @param args
*/
public static void main(String[] args) {
ApplicationContext context = new ClassPathXmlApplicationContext(
"ch02/job/job.xml");
JobLauncher launcher = (JobLauncher) context.getBean("jobLauncher");
Job job = (Job) context.getBean("billJob");
try {
//这里只是测试参数
Map<String,JobParameter> map = new LinkedHashMap<String,JobParameter>();
JobParameter jb = new JobParameter("aa",true);
map.put("aa", jb);
JobParameters jbs = new JobParameters(map);
JobExecution result = launcher.run(job, jbs);
System.out.println(result.toString());
} catch (Exception e) {
e.printStackTrace();
}
}
}

  Spring batch学习 (1)

结果如上。  大功告成。

下篇将表结构和各个组件的实现和扩展。

20170818 5.00