史上最輕松入門之Spring Batch - 輕量級批處理框架實踐


從 MariaDB 一張表內讀 10 萬條記錄,經處理后寫到 MongoDB 。

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Batch 任務模型

具體實現

1、新建 Spring Boot 應用,依賴如下:

 <!-- Web 應用 -->
        <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 驅動 -->
        <dependency>
            <groupId>org.mariadb.jdbc</groupId>
            <artifactId>mariadb-java-client</artifactId>
            <version>2.0.2</version>
        </dependency>

        <!-- Lombok 代碼簡化 -->
        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
            <version>1.16.14</version>
        </dependency>

2、創建一張表,並生成 10 萬條數據

DROP TABLE people IF EXISTS;

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

3、創建 Person 類

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

4、創建一個中間處理器 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、創建 PersonMapper,用戶數據庫映射

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、創建任務完成的監聽 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、構建批處理任務 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();
    }

}

任務處理結果

0出錯,耗時 2 分鍾左右,測試機 Mac

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原文鏈接: https://mp.weixin.qq.com/s?__biz=MzU0MDEwMjgwNA==&mid=2247486167&idx=1&sn=5983bd5437d14fffe48d42134da46c69&chksm=fb3f132ccc489a3aa813fb07ee64206bf3a51f57aef9b58ab7a8ab18c3d608619ed807a5828e&token=280305379&lang=zh_CN#rd

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