Spring Batch 读 10 万条记录,写到 MongoDB

时间:2023-03-09 07:10:32
Spring Batch 读 10 万条记录,写到 MongoDB

实践内容

从 MariaDB 一张表内读 10 万条记录,经处理后写到 MongoDB 。

具体实现

1、新建 Spring Boot 应用,依赖如下:

        <!-- Web 应用 -->
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-web</artifactId>
<exclusions>
<exclusion>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-logging</artifactId>
</exclusion>
<exclusion>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-tomcat</artifactId>
</exclusion>
</exclusions>
</dependency> <!-- Web 容器 undertow -->
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-undertow</artifactId>
</dependency> <!-- 日志 Log4j2 -->
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-log4j2</artifactId>
</dependency> <!-- MongoDB -->
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-data-mongodb</artifactId>
</dependency> <!-- Brantch -->
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-batch</artifactId>
</dependency> <!-- Mariadb 驱动 -->
<dependency>
<groupId>org.mariadb.jdbc</groupId>
<artifactId>mariadb-java-client</artifactId>
<version>2.0.2</version>
</dependency> <!-- Lombok 代码简化 -->
<dependency>
<groupId>org.projectlombok</groupId>
<artifactId>lombok</artifactId>
<version>1.16.14</version>
</dependency>

2、创建一张表,并生成 10 万条数据

DROP TABLE people IF EXISTS;

CREATE TABLE people  (
id BIGINT IDENTITY NOT NULL PRIMARY KEY,
first_name VARCHAR(20),
last_name VARCHAR(20)
);

3、创建 Person 类

@Data
public class Person {
private Long id;
private String lastName;
private String firstName;
}

4、创建一个中间处理器 PersonItemProcessor

import org.springframework.batch.item.ItemProcessor;

@Log4j2
public class PersonItemProcessor implements ItemProcessor<Person, Person> { @Override
public Person process(final Person person) throws Exception {
final String firstName = person.getFirstName().toUpperCase();
final String lastName = person.getLastName().toUpperCase(); final Person transformedPerson = new Person(firstName, lastName); log.info("Converting (" + person + ") into (" + transformedPerson + ")"); return transformedPerson;
} }

5、创建 PersonMapper,用户数据库映射

public class PersonMapper implements RowMapper {

    private static final String ID_COLUMN = "id";
private static final String NICKNAME_COLUMN = "first_name";
private static final String EMAIL_COLUMN = "last_name"; @Override
public Object mapRow(ResultSet resultSet, int i) throws SQLException {
Person user = new Person();
person.setId(resultSet.getLong(ID_COLUMN));
person.setNickname(resultSet.getString(NICKNAME_COLUMN));
person.setEmail(resultSet.getString(EMAIL_COLUMN));
return person;
}
}

6、创建任务完成的监听 JobCompletionNotificationListener

@Log4j2
@Component
public class JobCompletionNotificationListener extends JobExecutionListenerSupport { @Override
public void afterJob(JobExecution jobExecution) {
if(jobExecution.getStatus() == BatchStatus.COMPLETED) {
log.info("!!! JOB FINISHED! Time to verify the results");
}
}
}

7、构建批处理任务 BatchConfiguration

@Configuration
@EnableBatchProcessing
public class BatchConfiguration { @Autowired
public JobBuilderFactory jobBuilderFactory; @Autowired
public StepBuilderFactory stepBuilderFactory; @Autowired
public DataSource dataSource; @Autowired
public MongoTemplate mongoTemplate; @Bean
public JdbcCursorItemReader<Person> reader(){
JdbcCursorItemReader<Person> itemReader = new JdbcCursorItemReader<Person>();
itemReader.setDataSource(dataSource);
itemReader.setSql("select id, nickname, email from people");
itemReader.setRowMapper(new PersonMapper());
return itemReader;
} @Bean
public PersonItemProcessor processor() {
return new PersonItemProcessor();
} @Bean
MongoItemWriter<Person> writer(){
MongoItemWriter<Person> itemWriter = new MongoItemWriter<Person>();
itemWriter.setTemplate(mongoTemplate);
itemWriter.setCollection("branch");
return itemWriter;
} @Bean
public Step step() {
return stepBuilderFactory.get("step")
.<Person, Person> chunk(10)
.reader(reader())
.processor(processor())
.writer(writer())
.build();
} @Bean
public Job importUserJob(JobCompletionNotificationListener listener) {
return jobBuilderFactory.get("importUserJob")
.incrementer(new RunIdIncrementer())
.listener(listener)
.flow(step())
.end()
.build();
} }

任务处理结果

0出错,耗时 2 分钟左右,测试机 Mac