史上最輕鬆入門之Spring Batch - 輕量級批處理框架實踐
從 MariaDB 一張表內讀 10 萬條記錄,經處理後寫到 MongoDB 。
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> <!-- 日誌 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 程式碼簡化 --> <dependency> <groupId>org.projectlombok</groupId> <artifactId>lombok</artifactId> <version>1.16.14</version> </dependency>
2、建立一張表,並生成 10 萬條資料
DROP TABLE people IF EXISTS;
CREATE TABLE people (
id BIGINT IDENTITY NOT NULL PRIMARY KEY,
first_name VARCHAR(20),
last_name VARCHAR(20)
);
3、建立 Person 類
@Data
public class Person {
private Long id;
private String lastName;
private String firstName;
}
4、建立一箇中間處理器 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、建立 PersonMapper
,使用者資料庫對映
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、建立任務完成的監聽 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 分鐘左右,測試機 Mac
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