【发布时间】:2019-08-14 12:06:45
【问题描述】:
我有几百万条记录,我将它从一个 Oracle 数据库迁移到另一个。我们遇到了性能问题,在与同事讨论后,我决定多线程处理数据。
我们有以下工件:
- Spring Boot 2.1.6.RELEASE
- HikariCP 3.2.0
- 休眠 5.3.10.Final
- JDK 11.0.2
- OJDBC8 12.2.0.1
我有注解 @Service 的 Service 类,并且类里面是方法
@Async("threadPoolTaskExecutor")
@Transactional(propagation = Propagation.REQUIRES_NEW)
public void processMigration(int from, int to) {
int progressInterval = to - from;
ProgressBar progressBar = new ProgressBar("Progress " + Thread.currentThread().getName(), progressInterval, ProgressBarStyle.UNICODE_BLOCK);
try (Stream<SomeEntity> entityStream = someEntityRepository.streamAllInInterval(from, to)) {
progressBar.start();
entityStream.forEach(entity -> progressBar.step());
progressBar.stop();
} catch (Exception e) {
progressBar.stop();
throw e;
}
}
在 foreach 内部会有一些处理数据的逻辑,并且这个服务被注入到另一个名为 Migrator 的类中(包含注入的 ThreadPoolTaskExecutor),方法如下:
public void migrate() {
crimeService.processMigration(0, 500000);
crimeService.processMigration(500000, 1000000);
}
还有我的 SpringBootApplication 类(主要配置):
@SpringBootApplication
@EnableAsync
@EnableTransactionManagement
public class MigrationApplication {
public static void main(String[] args) {
SpringApplication.run(MigrationApplication.class, args);
}
@Bean("threadPoolTaskExecutor")
public TaskExecutor taskExecutor() {
ThreadPoolTaskExecutor executor = new ThreadPoolTaskExecutor();
executor.setCorePoolSize(10);
executor.setMaxPoolSize(25);
executor.setQueueCapacity(30);
executor.afterPropertiesSet();
return executor;
}
}
application.yaml 看起来像这样:
spring:
jpa:
properties:
hibernate:
jdbc:
batch_size: 100
fetch_size: 400
dialect: org.hibernate.dialect.Oracle12cDialect
order_inserts: true
order_updates: true
datasource:
url: jdbc:oracle:thin::1521:something
username: username
password: password
hikari:
maximum-pool-size: 10
leak-detection-threshold: 30000
driver-class-name: oracle.jdbc.OracleDriver
我认为当我运行上述代码时,Hikari 将创建 2 个连接,因为我调用了两次使用 @Transactional 注释的方法 processMigration()。我在日志中看到它只在开始时创建,但是当其中一个线程等待另一个线程时,只有一个连接处于活动状态。我的电脑有 4 个内核,所以我希望硬件问题不存在。我明白为什么只有一个活动连接,因为只有一个线程在运行,但为什么第二个线程等待我无法弄清楚。请提供帮助,如果有人有比我选择的更好的数据迁移方法,我会采纳您的建议。
更新
我发现 JpaTransactionManager 为两个线程创建事务,但一个事务在开始时立即提交。当第二个线程完成任务时,它还没有完成前一个任务。
2019-08-15 15:02:39.707 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Creating new transaction with name [org.springframework.data.jpa.repository.support.SimpleJpaRepository.count]: PROPAGATION_REQUIRED,ISOLATION_DEFAULT,readOnly
2019-08-15 15:02:39.707 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Opened new EntityManager [SessionImpl(1773290233<open>)] for JPA transaction
2019-08-15 15:02:39.717 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Exposing JPA transaction as JDBC [org.springframework.orm.jpa.vendor.HibernateJpaDialect$HibernateConnectionHandle@698ef9d1]
2019-08-15 15:02:40.156 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Initiating transaction commit
2019-08-15 15:02:40.157 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Committing JPA transaction on EntityManager [SessionImpl(1773290233<open>)]
2019-08-15 15:02:40.163 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Closing JPA EntityManager [SessionImpl(1773290233<open>)] after transaction
Migrating 1799449 CRIMES
2019-08-15 15:02:40.186 DEBUG 3939 --- [lTaskExecutor-2] o.s.orm.jpa.JpaTransactionManager : Creating new transaction with name [com.aliter.mvsmigration.dvs.service.CrimeServiceImpl.processMigration]: PROPAGATION_REQUIRES_NEW,ISOLATION_DEFAULT
2019-08-15 15:02:40.186 DEBUG 3939 --- [lTaskExecutor-1] o.s.orm.jpa.JpaTransactionManager : Creating new transaction with name [com.aliter.mvsmigration.dvs.service.CrimeServiceImpl.processMigration]: PROPAGATION_REQUIRES_NEW,ISOLATION_DEFAULT
TASK duration: 830ms
2019-08-15 15:02:40.187 DEBUG 3939 --- [lTaskExecutor-2] o.s.orm.jpa.JpaTransactionManager : Opened new EntityManager [SessionImpl(346995150<open>)] for JPA transaction
2019-08-15 15:02:40.187 DEBUG 3939 --- [lTaskExecutor-1] o.s.orm.jpa.JpaTransactionManager : Opened new EntityManager [SessionImpl(1848267920<open>)] for JPA transaction
2019-08-15 15:02:40.187 DEBUG 3939 --- [lTaskExecutor-2] o.s.orm.jpa.JpaTransactionManager : Exposing JPA transaction as JDBC [org.springframework.orm.jpa.vendor.HibernateJpaDialect$HibernateConnectionHandle@1a69552b]
2019-08-15 15:02:40.188 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Creating new transaction with name [org.springframework.data.jpa.repository.support.SimpleJpaRepository.save]: PROPAGATION_REQUIRED,ISOLATION_DEFAULT
2019-08-15 15:02:40.189 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Opened new EntityManager [SessionImpl(282270616<open>)] for JPA transaction
2019-08-15 15:02:40.191 DEBUG 3939 --- [lTaskExecutor-1] o.s.orm.jpa.JpaTransactionManager : Exposing JPA transaction as JDBC [org.springframework.orm.jpa.vendor.HibernateJpaDialect$HibernateConnectionHandle@22c0dffa]
2019-08-15 15:02:40.192 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Exposing JPA transaction as JDBC [org.springframework.orm.jpa.vendor.HibernateJpaDialect$HibernateConnectionHandle@817e0aa]
2019-08-15 15:02:40.212 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Initiating transaction commit
2019-08-15 15:02:40.214 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Committing JPA transaction on EntityManager [SessionImpl(282270616<open>)]
2019-08-15 15:02:40.229 DEBUG 3939 --- [ main] o.s.orm.jpa.JpaTransactionManager : Closing JPA EntityManager [SessionImpl(282270616<open>)] after transaction
PROGRAM duration: 1507ms
mvs-migration-shell:>2019-08-15 15:02:40.389 WARN 3939 --- [lTaskExecutor-2] org.jline : Unable to create a system terminal, creating a dumb terminal (enable debug logging for more information)
2019-08-15 15:02:40.389 WARN 3939 --- [lTaskExecutor-1] org.jline : Unable to create a system terminal, creating a dumb terminal (enable debug logging for more information)
Progress MVSThreadPoolTaskExecutor-2 0% │ │ 0/1000 (0:00:00 / ?)
2019-08-15 15:02:41.820 DEBUG 3939 --- [lTaskExecutor-2] o.s.orm.jpa.JpaTransactionManager : Initiating transaction commit
2019-08-15 15:02:41.821 DEBUG 3939 --- [lTaskExecutor-2] o.s.orm.jpa.JpaTransactionManager : Committing JPA transaction on EntityManager [SessionImpl(346995150<open>)]
2019-08-15 15:02:41.825 DEBUG 3939 --- [lTaskExecutor-2] o.s.orm.jpa.JpaTransactionManager : Closing JPA EntityManager [SessionImpl(346995150<open>)] after transaction
Progress MVSThreadPoolTaskExecutor-1 100% │██████████│ 1000/1000 (0:00:08 / 0:
2019-08-15 15:02:49.084 DEBUG 3939 --- [lTaskExecutor-1] o.s.orm.jpa.JpaTransactionManager : Initiating transaction commit
2019-08-15 15:02:49.085 DEBUG 3939 --- [lTaskExecutor-1] o.s.orm.jpa.JpaTransactionManager : Committing JPA transaction on EntityManager [SessionImpl(1848267920<open>)]
2019-08-15 15:02:49.585 DEBUG 3939 --- [lTaskExecutor-1] o.s.orm.jpa.JpaTransactionManager : Closing JPA EntityManager [SessionImpl(1848267920<open>)] after transaction
2019-08-15 15:03:02.981 DEBUG 3939 --- [l-1 housekeeper] com.zaxxer.hikari.pool.HikariPool : HikariPool-1 - Pool stats (total=10, active=0, idle=10, waiting=0)
2019-08-15 15:03:32.984 DEBUG 3939 --- [l-1 housekeeper] com.zaxxer.hikari.pool.HikariPool : HikariPool-1 - Pool stats (total=10, active=0, idle=10, waiting=0)
2019-08-15 15:04:02.989 DEBUG 3939 --- [l-1 housekeeper] com.zaxxer.hikari.pool.HikariPool : HikariPool-1 - Pool stats (total=10, active=0, idle=10, waiting=0)
2019-08-15 15:04:32.995 DEBUG 3939 --- [l-1 housekeeper] com.zaxxer.hikari.pool.HikariPool : HikariPool-1 - Pool stats (total=10, active=0, idle=10, waiting=0)
【问题讨论】:
-
我不明白你为什么要创建一个 Runnable。直接调用方法就行了
-
我会说你说的可能是对Spring并行处理概念的误解,请查看link
-
不,我认为误解是在你这边:baeldung.com/spring-async
-
我看了你的链接,你是对的,创建 Runnable 并将其再次放入任务执行器是没有用的,它是通过注释来确保的。不幸的是,问题仍然存在,一个线程等待另一个线程完成任务。 :(但谢谢你
-
什么是 MvsMigrationApplication?为什么不启动 MigrationApplication?
标签: java multithreading oracle spring-boot