Spring Boot整合Spring Batch
引言
Spring Batch 是处理大量数据操作的一个框架,主要用来读取大量数据,然后进行一定的处理后输出指定的形式。比如我们可以将 csv 文件中的数据(数据量几百万甚至几千万都是没问题的)批处理插入保存到数据库中,就可以使用该框架,但是不管是数据资料还是网上资料,我看到很少有这样的详细讲解。所以本片博文的主要目的边讲解的同时边实战(其中的代码都是经过实践的)。同样地先从 Spring Boot 对 Batch 框架的支持说起,最后一步一步进行代码实践!
一、Spring Boot 对 Batch 框架的支持
1、Spring Batch 框架的组成部分
1)JobRepository:用来注册 Job 容器,设置数据库相关属性。
2)JobLauncher:用来启动 Job 的接口
3)Job:我们要实际执行的任务,包含一个或多个
4)Step:即步骤,包括:ItemReader->ItemProcessor->ItemWriter
5)ItemReader:用来读取数据,做实体类与数据字段之间的映射。比如读取 csv 文件中的人员数据,之后对应实体 person 的字段做 mapper
6)ItemProcessor:用来处理数据的接口,同时可以做数据校验(设置校验器,使用 JSR-303(hibernate-validator) 注解),比如将中文性别男 / 女,转为 M/F。同时校验年龄字段是否符合要求等
7)ItemWriter:用来输出数据的接口,设置数据库源。编写预处理 SQL 插入语句
以上七个组成部分,只需要在配置类中逐一注册即可,同时配置类需要开启 @EnableBatchProcessing 注解
@Configuration @EnableBatchProcessing // 开启批处理的支持 @Import(DruidDBConfig.class) // 注入 datasource public class CsvBatchConfig {}
2、批处理流程图
如下流程图即可以解释在配置类中为什么需要这么定义,具体请看实战部分的代码。
二、实战
1、添加依赖
1)spring batch 依赖
<!-- spring batch --> <dependency> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-batch</artifactId> </dependency>
2)校验器依赖
<!-- hibernate validator --> <dependency> <groupId>org.hibernate</groupId> <artifactId>hibernate-validator</artifactId> <version>6.0.7.Final</version> </dependency>
3)mysql+druid 依赖
<!-- mysql connector--> <dependency> <groupId>mysql</groupId> <artifactId>mysql-connector-java</artifactId> <version>5.1.35</version> </dependency> <!-- alibaba dataSource --> <dependency> <groupId>com.alibaba</groupId> <artifactId>druid</artifactId> <version>1.1.12</version> </dependency>
4)test 测试依赖
<dependency> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-test</artifactId> </dependency>
2、application.yml 配置
当 job 发布开始执行任务时,spring batch 会自动生成相关的 batch 开头的表。这些表一开始是不存在的!需要在 application 配置文件中做相关的设置。
# batch
batch:
job:
# 默认自动执行定义的 Job(true),改为 false,需要 jobLaucher.run 执行
enabled: false
# spring batch 在数据库里面创建默认的数据表,如果不是 always 则会提示相关表不存在
initialize-schema: always
# 设置 batch 表的前缀
# table-prefix: csv-batch
3、数据源配置
datasource: username: root password: 1234 url: jdbc:mysql://127.0.0.1:3306/db_base?useSSL=false&serverTimezone=UTC&characterEncoding=utf8 driver-class-name: com.mysql.jdbc.Driver
注册 DBConfig 配置类:之后通过 import 导入 batch 配置类中
/** * @author jian * @dete 2019/4/20 * @description 自定义 DataSource * */ @Configuration public class DruidDBConfig {</span><span style="color: rgba(0, 0, 255, 1)">private</span> Logger logger = LoggerFactory.getLogger(DruidDBConfig.<span style="color: rgba(0, 0, 255, 1)">class</span><span style="color: rgba(0, 0, 0, 1)">); @Value(</span>"${spring.datasource.url}"<span style="color: rgba(0, 0, 0, 1)">) </span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> String dbUrl; @Value(</span>"${spring.datasource.username}"<span style="color: rgba(0, 0, 0, 1)">) </span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> String username; @Value(</span>"${spring.datasource.password}"<span style="color: rgba(0, 0, 0, 1)">) </span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> String password; @Value(</span>"${spring.datasource.driver-class-name}"<span style="color: rgba(0, 0, 0, 1)">) </span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> String driverClassName;
/* @Value("${spring.datasource.initialSize}")
private int initialSize;@Value("${spring.datasource.minIdle}") private int minIdle; @Value("${spring.datasource.maxActive}") private int maxActive; @Value("${spring.datasource.maxWait}") private int maxWait; @Value("${spring.datasource.timeBetweenEvictionRunsMillis}") private int timeBetweenEvictionRunsMillis; @Value("${spring.datasource.minEvictableIdleTimeMillis}") private int minEvictableIdleTimeMillis; @Value("${spring.datasource.validationQuery}") private String validationQuery; @Value("${spring.datasource.testWhileIdle}") private boolean testWhileIdle; @Value("${spring.datasource.testOnBorrow}") private boolean testOnBorrow; @Value("${spring.datasource.testOnReturn}") private boolean testOnReturn; @Value("${spring.datasource.poolPreparedStatements}") private boolean poolPreparedStatements; @Value("${spring.datasource.maxPoolPreparedStatementPerConnectionSize}") private int maxPoolPreparedStatementPerConnectionSize; @Value("${spring.datasource.filters}") private String filters; @Value("{spring.datasource.connectionProperties}") private String connectionProperties;</span><span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean @Primary </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 被注入的优先级最高</span> <span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> DataSource dataSource() { DruidDataSource dataSource </span>= <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> DruidDataSource(); logger.info(</span>"-------->dataSource[url="+dbUrl+" ,username="+username+"]"<span style="color: rgba(0, 0, 0, 1)">); dataSource.setUrl(dbUrl); dataSource.setUsername(username); dataSource.setPassword(password); dataSource.setDriverClassName(driverClassName); </span><span style="color: rgba(0, 128, 0, 1)">/*</span><span style="color: rgba(0, 128, 0, 1)"> //configuration datasource.setInitialSize(initialSize); datasource.setMinIdle(minIdle); datasource.setMaxActive(maxActive); datasource.setMaxWait(maxWait); datasource.setTimeBetweenEvictionRunsMillis(timeBetweenEvictionRunsMillis); datasource.setMinEvictableIdleTimeMillis(minEvictableIdleTimeMillis); datasource.setValidationQuery(validationQuery); datasource.setTestWhileIdle(testWhileIdle); datasource.setTestOnBorrow(testOnBorrow); datasource.setTestOnReturn(testOnReturn); datasource.setPoolPreparedStatements(poolPreparedStatements); datasource.setMaxPoolPreparedStatementPerConnectionSize(maxPoolPreparedStatementPerConnectionSize); try { datasource.setFilters(filters); } catch (SQLException e) { logger.error("druid configuration initialization filter", e); } datasource.setConnectionProperties(connectionProperties);</span><span style="color: rgba(0, 128, 0, 1)">*/</span> <span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> dataSource; } @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> ServletRegistrationBean druidServletRegistrationBean() { ServletRegistrationBean servletRegistrationBean </span>= <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> ServletRegistrationBean(); servletRegistrationBean.setServlet(</span><span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> StatViewServlet()); servletRegistrationBean.addUrlMappings(</span>"/druid/*"<span style="color: rgba(0, 0, 0, 1)">); </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> servletRegistrationBean; } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * 注册DruidFilter拦截 * * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> FilterRegistrationBean duridFilterRegistrationBean() { FilterRegistrationBean filterRegistrationBean </span>= <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> FilterRegistrationBean(); filterRegistrationBean.setFilter(</span><span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> WebStatFilter()); Map</span><String, String> initParams = <span style="color: rgba(0, 0, 255, 1)">new</span> HashMap<String, String><span style="color: rgba(0, 0, 0, 1)">(); </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)">设置忽略请求</span> initParams.put("exclusions", "*.js,*.gif,*.jpg,*.bmp,*.png,*.css,*.ico,/druid/*"<span style="color: rgba(0, 0, 0, 1)">); filterRegistrationBean.setInitParameters(initParams); filterRegistrationBean.addUrlPatterns(</span>"/*"<span style="color: rgba(0, 0, 0, 1)">); </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> filterRegistrationBean; }
}
4、编写 batch 配置类
在配置类中,注册 Spring Batch 的各个组成部分即可,其中部分说明已在代码中注释.
/** * * @author jian * @date 2019/4/28 * @description spring batch cvs 文件批处理配置需要注入 Spring Batch 以下组成部分 * spring batch 组成: * 1)JobRepository 注册 job 的容器 * 2)JonLauncher 用来启动 job 的接口 * 3)Job 实际执行的任务,包含一个或多个 Step * 4)Step Step 步骤包括 ItemReader、ItemProcessor 和 ItemWrite * 5)ItemReader 读取数据的接口 * 6)ItemProcessor 处理数据的接口 * 7)ItemWrite 输出数据的接口 * * */ @Configuration @EnableBatchProcessing // 开启批处理的支持 @Import(DruidDBConfig.class) // 注入 datasource public class CsvBatchConfig { private Logger logger = LoggerFactory.getLogger(CsvBatchConfig.class);</span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * ItemReader定义:读取文件数据+entirty映射 * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span> ItemReader<Person><span style="color: rgba(0, 0, 0, 1)"> reader(){ </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 使用FlatFileItemReader去读cvs文件,一行即一条数据</span> FlatFileItemReader<Person> reader = <span style="color: rgba(0, 0, 255, 1)">new</span> FlatFileItemReader<><span style="color: rgba(0, 0, 0, 1)">(); </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 设置文件处在路径</span> reader.setResource(<span style="color: rgba(0, 0, 255, 1)">new</span> ClassPathResource("person.csv"<span style="color: rgba(0, 0, 0, 1)">)); </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> entity与csv数据做映射</span> reader.setLineMapper(<span style="color: rgba(0, 0, 255, 1)">new</span> DefaultLineMapper<Person><span style="color: rgba(0, 0, 0, 1)">() { { setLineTokenizer(</span><span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> DelimitedLineTokenizer() { { setNames(</span><span style="color: rgba(0, 0, 255, 1)">new</span> String[]{"id", "name", "age", "gender"<span style="color: rgba(0, 0, 0, 1)">}); } }); setFieldSetMapper(</span><span style="color: rgba(0, 0, 255, 1)">new</span> BeanWrapperFieldSetMapper<Person><span style="color: rgba(0, 0, 0, 1)">() { { setTargetType(Person.</span><span style="color: rgba(0, 0, 255, 1)">class</span><span style="color: rgba(0, 0, 0, 1)">); } }); } }); </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> reader; } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * 注册ItemProcessor: 处理数据+校验数据 * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span> ItemProcessor<Person, Person><span style="color: rgba(0, 0, 0, 1)"> processor(){ CvsItemProcessor cvsItemProcessor </span>= <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> CvsItemProcessor(); </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 设置校验器</span>
cvsItemProcessor.setValidator(csvBeanValidator());
return cvsItemProcessor;
}</span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * 注册校验器 * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> CsvBeanValidator csvBeanValidator(){ </span><span style="color: rgba(0, 0, 255, 1)">return</span> <span style="color: rgba(0, 0, 255, 1)">new</span> CsvBeanValidator<Person><span style="color: rgba(0, 0, 0, 1)">(); } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * ItemWriter定义:指定datasource,设置批量插入sql语句,写入数据库 * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> dataSource * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span> ItemWriter<Person><span style="color: rgba(0, 0, 0, 1)"> writer(DataSource dataSource){ </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 使用jdbcBcatchItemWrite写数据到数据库中</span> JdbcBatchItemWriter<Person> writer = <span style="color: rgba(0, 0, 255, 1)">new</span> JdbcBatchItemWriter<><span style="color: rgba(0, 0, 0, 1)">(); </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 设置有参数的sql语句</span> writer.setItemSqlParameterSourceProvider(<span style="color: rgba(0, 0, 255, 1)">new</span> BeanPropertyItemSqlParameterSourceProvider<Person><span style="color: rgba(0, 0, 0, 1)">()); String sql </span>= "insert into person values(:id,:name,:age,:gender)"<span style="color: rgba(0, 0, 0, 1)">; writer.setSql(sql); writer.setDataSource(dataSource); </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> writer; } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * JobRepository定义:设置数据库,注册Job容器 * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> dataSource * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> transactionManager * </span><span style="color: rgba(128, 128, 128, 1)">@return</span><span style="color: rgba(0, 128, 0, 1)"> * </span><span style="color: rgba(128, 128, 128, 1)">@throws</span><span style="color: rgba(0, 128, 0, 1)"> Exception </span><span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span> JobRepository cvsJobRepository(DataSource dataSource, PlatformTransactionManager transactionManager) <span style="color: rgba(0, 0, 255, 1)">throws</span><span style="color: rgba(0, 0, 0, 1)"> Exception{ JobRepositoryFactoryBean jobRepositoryFactoryBean </span>= <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> JobRepositoryFactoryBean(); jobRepositoryFactoryBean.setDatabaseType(</span>"mysql"<span style="color: rgba(0, 0, 0, 1)">); jobRepositoryFactoryBean.setTransactionManager(transactionManager); jobRepositoryFactoryBean.setDataSource(dataSource); </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> jobRepositoryFactoryBean.getObject(); } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * jobLauncher定义: * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> dataSource * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> transactionManager * </span><span style="color: rgba(128, 128, 128, 1)">@return</span><span style="color: rgba(0, 128, 0, 1)"> * </span><span style="color: rgba(128, 128, 128, 1)">@throws</span><span style="color: rgba(0, 128, 0, 1)"> Exception </span><span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span> SimpleJobLauncher csvJobLauncher(DataSource dataSource, PlatformTransactionManager transactionManager) <span style="color: rgba(0, 0, 255, 1)">throws</span><span style="color: rgba(0, 0, 0, 1)"> Exception{ SimpleJobLauncher jobLauncher </span>= <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> SimpleJobLauncher(); </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 设置jobRepository</span>
jobLauncher.setJobRepository(cvsJobRepository(dataSource, transactionManager));
return jobLauncher;
}</span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * 定义job * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> jobs * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> step * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> Job importJob(JobBuilderFactory jobs, Step step){ </span><span style="color: rgba(0, 0, 255, 1)">return</span> jobs.get("importCsvJob"<span style="color: rgba(0, 0, 0, 1)">) .incrementer(</span><span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> RunIdIncrementer()) .flow(step) .end() .listener(csvJobListener()) .build(); } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * 注册job监听器 * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> CsvJobListener csvJobListener(){ </span><span style="color: rgba(0, 0, 255, 1)">return</span> <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> CsvJobListener(); } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * step定义:步骤包括ItemReader->ItemProcessor->ItemWriter 即读取数据->处理校验数据->写入数据 * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> stepBuilderFactory * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> reader * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> writer * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> processor * </span><span style="color: rgba(128, 128, 128, 1)">@return</span> <span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Bean </span><span style="color: rgba(0, 0, 255, 1)">public</span> Step step(StepBuilderFactory stepBuilderFactory, ItemReader<Person><span style="color: rgba(0, 0, 0, 1)"> reader, ItemWriter</span><Person> writer, ItemProcessor<Person, Person><span style="color: rgba(0, 0, 0, 1)"> processor){ </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> stepBuilderFactory .get(</span>"step"<span style="color: rgba(0, 0, 0, 1)">) .</span><Person, Person>chunk(65000) <span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> Chunk的机制(即每次读取一条数据,再处理一条数据,累积到一定数量后再一次性交给writer进行写入操作)</span>
.reader(reader)
.processor(processor)
.writer(writer)
.build();}
}
5、定义处理器
只需要实现 ItemProcessor 接口,重写 process 方法,输入的参数是从 ItemReader 读取到的数据,返回的数据给 ItemWriter
/** * @author jian * @date 2019/4/28 * @description * CSV 文件数据处理及校验 * 只需要实现 ItemProcessor 接口,重写 process 方法,输入的参数是从 ItemReader 读取到的数据,返回的数据给 ItemWriter */ public class CvsItemProcessor extends ValidatingItemProcessor<Person> { private Logger logger = LoggerFactory.getLogger(CvsItemProcessor.class);@Override </span><span style="color: rgba(0, 0, 255, 1)">public</span> Person process(Person item) <span style="color: rgba(0, 0, 255, 1)">throws</span><span style="color: rgba(0, 0, 0, 1)"> ValidationException { </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 执行super.process()才能调用自定义的校验器</span> logger.info("processor start validating..."<span style="color: rgba(0, 0, 0, 1)">); </span><span style="color: rgba(0, 0, 255, 1)">super</span><span style="color: rgba(0, 0, 0, 1)">.process(item); </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 数据处理,比如将中文性别设置为M/F</span> <span style="color: rgba(0, 0, 255, 1)">if</span> ("男"<span style="color: rgba(0, 0, 0, 1)">.equals(item.getGender())) { item.setGender(</span>"M"<span style="color: rgba(0, 0, 0, 1)">); } </span><span style="color: rgba(0, 0, 255, 1)">else</span><span style="color: rgba(0, 0, 0, 1)"> { item.setGender(</span>"F"<span style="color: rgba(0, 0, 0, 1)">); } logger.info(</span>"processor end validating..."<span style="color: rgba(0, 0, 0, 1)">); </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> item; }
}
6、定义校验器
定义校验器:使用 JSR-303(hibernate-validator) 注解,来校验 ItemReader 读取到的数据是否满足要求。如不满足则不会进行接下来的批处理任务。
/** * * @author jian * @date 2019/4/28 * @param <T> * @description 定义校验器:使用 JSR-303(hibernate-validator) 注解,来校验 ItemReader 读取到的数据是否满足要求。 */public class CsvBeanValidator<T> implements Validator<T>, InitializingBean {
</span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> javax.validation.Validator validator; </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * 进行JSR-303的Validator的初始化 * </span><span style="color: rgba(128, 128, 128, 1)">@throws</span><span style="color: rgba(0, 128, 0, 1)"> Exception </span><span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Override </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span> afterPropertiesSet() <span style="color: rgba(0, 0, 255, 1)">throws</span><span style="color: rgba(0, 0, 0, 1)"> Exception { ValidatorFactory validatorFactory </span>=<span style="color: rgba(0, 0, 0, 1)"> Validation.buildDefaultValidatorFactory(); validator </span>=<span style="color: rgba(0, 0, 0, 1)"> validatorFactory.usingContext().getValidator(); } </span><span style="color: rgba(0, 128, 0, 1)">/**</span><span style="color: rgba(0, 128, 0, 1)"> * 使用validator方法检验数据 * </span><span style="color: rgba(128, 128, 128, 1)">@param</span><span style="color: rgba(0, 128, 0, 1)"> value * </span><span style="color: rgba(128, 128, 128, 1)">@throws</span><span style="color: rgba(0, 128, 0, 1)"> ValidationException </span><span style="color: rgba(0, 128, 0, 1)">*/</span><span style="color: rgba(0, 0, 0, 1)"> @Override </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span> validate(T value) <span style="color: rgba(0, 0, 255, 1)">throws</span><span style="color: rgba(0, 0, 0, 1)"> ValidationException { Set</span><ConstraintViolation<T>> constraintViolations =<span style="color: rgba(0, 0, 0, 1)"> validator.validate(value); </span><span style="color: rgba(0, 0, 255, 1)">if</span> (constraintViolations.size() > 0<span style="color: rgba(0, 0, 0, 1)">) { StringBuilder message </span>= <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> StringBuilder(); </span><span style="color: rgba(0, 0, 255, 1)">for</span> (ConstraintViolation<T><span style="color: rgba(0, 0, 0, 1)"> constraintViolation: constraintViolations) { message.append(constraintViolation.getMessage() </span>+ "\n"<span style="color: rgba(0, 0, 0, 1)">); } </span><span style="color: rgba(0, 0, 255, 1)">throw</span> <span style="color: rgba(0, 0, 255, 1)">new</span><span style="color: rgba(0, 0, 0, 1)"> ValidationException(message.toString()); } }
}
7、定义监听器:
监听 Job 执行情况,则定义一个类实现 JobExecutorListener,并定义 Job 的 Bean 上绑定该监听器
/** * @author jian * @date 2019/4/28 * @description * 监听 Job 执行情况,则定义一个类实现 JobExecutorListener,并定义 Job 的 Bean 上绑定该监听器 */ public class CsvJobListener implements JobExecutionListener {</span><span style="color: rgba(0, 0, 255, 1)">private</span> Logger logger = LoggerFactory.getLogger(CsvJobListener.<span style="color: rgba(0, 0, 255, 1)">class</span><span style="color: rgba(0, 0, 0, 1)">); </span><span style="color: rgba(0, 0, 255, 1)">private</span> <span style="color: rgba(0, 0, 255, 1)">long</span><span style="color: rgba(0, 0, 0, 1)"> startTime; </span><span style="color: rgba(0, 0, 255, 1)">private</span> <span style="color: rgba(0, 0, 255, 1)">long</span><span style="color: rgba(0, 0, 0, 1)"> endTime; @Override </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span><span style="color: rgba(0, 0, 0, 1)"> beforeJob(JobExecution jobExecution) { startTime </span>=<span style="color: rgba(0, 0, 0, 1)"> System.currentTimeMillis(); logger.info(</span>"job process start..."<span style="color: rgba(0, 0, 0, 1)">); } @Override </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span><span style="color: rgba(0, 0, 0, 1)"> afterJob(JobExecution jobExecution) { endTime </span>=<span style="color: rgba(0, 0, 0, 1)"> System.currentTimeMillis(); logger.info(</span>"job process end..."<span style="color: rgba(0, 0, 0, 1)">); logger.info(</span>"elapsed time: " + (endTime - startTime) + "ms"<span style="color: rgba(0, 0, 0, 1)">); }
}
三、测试
1、person.csv 文件
csv 文件时以逗号为分隔的数据表示字段,回车表示一行(条)数据记录
1,Zhangsan,21, 男 2,Lisi,22, 女 3,Wangwu,23, 男 4,Zhaoliu,24, 男 5,Zhouqi,25, 女
放在 resources 下,在 ItemReader 中读取的该路径即可
2、person 实体
person.csv 中的字段与之对应,并在该实体中可以添加校验注解,如 @Size 表示该字段的长度范围,如果超过规定。则会被校验检测到,批处理将不会进行!
public class Person implements Serializable { private final long serialVersionUID = 1L;</span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> String id; @Size(min </span>= 2, max = 8<span style="color: rgba(0, 0, 0, 1)">) </span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> String name; </span><span style="color: rgba(0, 0, 255, 1)">private</span> <span style="color: rgba(0, 0, 255, 1)">int</span><span style="color: rgba(0, 0, 0, 1)"> age; </span><span style="color: rgba(0, 0, 255, 1)">private</span><span style="color: rgba(0, 0, 0, 1)"> String gender; </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> String getId() { </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> id; } </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span><span style="color: rgba(0, 0, 0, 1)"> setId(String id) { </span><span style="color: rgba(0, 0, 255, 1)">this</span>.id =<span style="color: rgba(0, 0, 0, 1)"> id; } </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> String getName() { </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> name; } </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span><span style="color: rgba(0, 0, 0, 1)"> setName(String name) { </span><span style="color: rgba(0, 0, 255, 1)">this</span>.name =<span style="color: rgba(0, 0, 0, 1)"> name; } </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">int</span><span style="color: rgba(0, 0, 0, 1)"> getAge() { </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> age; } </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span> setAge(<span style="color: rgba(0, 0, 255, 1)">int</span><span style="color: rgba(0, 0, 0, 1)"> age) { </span><span style="color: rgba(0, 0, 255, 1)">this</span>.age =<span style="color: rgba(0, 0, 0, 1)"> age; } </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> String getGender() { </span><span style="color: rgba(0, 0, 255, 1)">return</span><span style="color: rgba(0, 0, 0, 1)"> gender; } </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span><span style="color: rgba(0, 0, 0, 1)"> setGender(String gender) { </span><span style="color: rgba(0, 0, 255, 1)">this</span>.gender =<span style="color: rgba(0, 0, 0, 1)"> gender; } @Override </span><span style="color: rgba(0, 0, 255, 1)">public</span><span style="color: rgba(0, 0, 0, 1)"> String toString() { </span><span style="color: rgba(0, 0, 255, 1)">return</span> "Person{" + "id='" + id + '\'' + ", name='" + name + '\'' + ", age=" + age + ", gender='" + gender + '\'' + '}'<span style="color: rgba(0, 0, 0, 1)">; }
}
3、数据表
CREATE TABLE `person` ( `id` int(11) NOT NULL, `name` varchar(10) DEFAULT NULL, `age` int(11) DEFAULT NULL, `gender` varchar(2) NOT NULL, PRIMARY KEY (`id`) ) ENGINE=InnoDB DEFAULT CHARSET=latin1
一开始表是没有数据的
4、测试类
需要注入发布器,与 job 任务。同时可以使用后置参数灵活处理,最后调用 JobLauncher.run 方法执行批处理任务
@RunWith(SpringRunner.class) @SpringBootTest public class BatchTest {@Autowired SimpleJobLauncher jobLauncher; @Autowired Job importJob; @Test </span><span style="color: rgba(0, 0, 255, 1)">public</span> <span style="color: rgba(0, 0, 255, 1)">void</span> test() <span style="color: rgba(0, 0, 255, 1)">throws</span><span style="color: rgba(0, 0, 0, 1)"> Exception{ </span><span style="color: rgba(0, 128, 0, 1)">//</span><span style="color: rgba(0, 128, 0, 1)"> 后置参数:使用JobParameters中绑定参数</span> JobParameters jobParameters = <span style="color: rgba(0, 0, 255, 1)">new</span> JobParametersBuilder().addLong("time"<span style="color: rgba(0, 0, 0, 1)">, System.currentTimeMillis()) .toJobParameters(); jobLauncher.run(importJob, jobParameters); }
}
5、测试结果
....
2019-05-09 15:23:39.576 INFO 18296 --- [main] com.lijian.test.BatchTest : Started BatchTest in 6.214 seconds (JVM running for 7.185) 2019-05-09 15:23:39.939 INFO 18296 --- [main] o.s.b.c.l.support.SimpleJobLauncher : Job: [FlowJob: [name=importCsvJob]] launched with the following parameters: [{time=1557386619763}] 2019-05-09 15:23:39.982 INFO 18296 --- [main] com.lijian.config.batch.CsvJobListener : job process start... 2019-05-09 15:23:40.048 INFO 18296 --- [main] o.s.batch.core.job.SimpleStepHandler : Executing step: [step] 2019-05-09 15:23:40.214 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor start validating... 2019-05-09 15:23:40.282 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor end validating... 2019-05-09 15:23:40.283 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor start validating... 2019-05-09 15:23:40.283 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor end validating... 2019-05-09 15:23:40.283 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor start validating... 2019-05-09 15:23:40.283 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor end validating... 2019-05-09 15:23:40.283 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor start validating... 2019-05-09 15:23:40.283 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor end validating... 2019-05-09 15:23:40.283 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor start validating... 2019-05-09 15:23:40.284 INFO 18296 --- [main] c.lijian.config.batch.CvsItemProcessor : processor end validating... 2019-05-09 15:23:40.525 INFO 18296 --- [main] com.lijian.config.batch.CsvJobListener : job process end... 2019-05-09 15:23:40.526 INFO 18296 --- [main] com.lijian.config.batch.CsvJobListener : elapsed time: 543ms 2019-05-09 15:23:40.548 INFO 18296 --- [main] o.s.b.c.l.support.SimpleJobLauncher : Job: [FlowJob: [name=importCsvJob]] completed with the following parameters: [{time=1557386619763}] and the following status: [COMPLETED] 2019-05-09 15:23:40.564 INFO 18296 --- [Thread-5] com.alibaba.druid.pool.DruidDataSource : {dataSource-1} closed
查看表中数据: select * from person;
若继续插入数据,并且测试校验器是否生效,则将 person.csv 更改为如下内容:
6,springbatch,24, 男
7,springboot,23, 女
由于实体类中 JSR 校验注解对 name 长度范围进行了检验,即添加了 @Size(min=2, max=8) 的注解。故会报错显示校验不通过,批处理将不会进行。
... Started BatchTest in 5.494 seconds (JVM running for 6.41) 2019-05-09 15:30:02.147 INFO 20368 --- [main] o.s.b.c.l.support.SimpleJobLauncher : Job: [FlowJob: [name=importCsvJob]] launched with the following parameters: [{time=1557387001499}] 2019-05-09 15:30:02.247 INFO 20368 --- [main] com.lijian.config.batch.CsvJobListener : job process start... 2019-05-09 15:30:02.503 INFO 20368 --- [main] o.s.batch.core.job.SimpleStepHandler : Executing step: [step] 2019-05-09 15:30:02.683 INFO 20368 --- [main] c.lijian.config.batch.CvsItemProcessor : processor start validating... 2019-05-09 15:30:02.761 ERROR 20368 --- [main] o.s.batch.core.step.AbstractStep : Encountered an error executing step step in job importCsvJoborg.springframework.batch.item.validator.ValidationException: size must be between 2 and 8
...