如何快速插入10万条数据?

1、目的及解决思路

目的:在Mysql中,插入10w条测试数据

解决思路:利用Mybatis-plus的手动批量插入+多线程来插入数据

2、具体实现

  • 线程池的创建

    /**
     * @author: tianjx
     * @date: 2021/12/12 17:19
     * @description: 线程池工具类
     */
    public class ThreadPoolUtil {
        /**
         * 核心线程数量:8
         * 最大线程数:16(CPU密集型,一般是电脑核数 * 2)
         * 多余的空闲线程存活时间:30
         * 存活时间单位:秒
         * 阻塞队列:LinkedBlockingDeque
         * 拒绝策略:CallerRunsPolicy
         *
         */
        public static final ThreadPoolExecutor THREAD_POOL = new ThreadPoolExecutor(8,16,
                30, TimeUnit.SECONDS, new LinkedBlockingDeque<>(), new ThreadPoolExecutor.CallerRunsPolicy());
    }
    
  • 批量插入语句(Dao层,重点:批量插入语句

    /**
     * @author: tianjx
     * @date: 2021/12/12 17:00
     * @description: 批量插入Dao
     */
    @Repository
    public interface TmpDataOperationDao{
    
        /**
         * 插入需求部门数据
         * @return
         */
        @Insert("")
        Boolean insRecorderOrgName(@Param("recorders") List<HashMap<String,String>> recorders);
    }
    
  • service层(普通调用)

    /**
     * @author: tianjx
     * @date: 2021/12/12 17:00
     * @description: 服务层
     */
    public interface TmpDataOperationService{
        /**
         * 插入需求部门数据
         * @return
         */
        Boolean insRecorderOrgName();
    }
    
    /**
     * @author: tianjx
     * @date: 2021/12/12 17:05
     * @description: 服务实现层
     */
    @Slf4j
    @Service
    public class TmpDataOperationServiceImpl implements TmpDataOperationService {
    
        @Autowired
        TmpDataOperationDao tmpDataOperationDao;
    
        /**
         * 插入需求部门数据,中标公司数据
         *
         * @return
         */
        @Override
        public Boolean insRecorderOrgName() {
            try {
                List<HashMap<String,String>> lRecorderOrgNameList = new ArrayList<>();
                for (int j = 0; j < 5000; j++) {
                    HashMap<String,String> lRecorderOrgName = new HashMap<>();
                    lRecorderOrgName.put("recorderOrgName","test");
                    lRecorderOrgName.put("projectId","1");
                    lRecorderOrgNameList.add(lRecorderOrgName);
                }
                tmpDataOperationDao.insRecorderOrgName(lRecorderOrgNameList);
            }catch (Exception e){
                e.printStackTrace();
            }
            return true;
        }
    }
    
  • controller层(重点:线程池

    /**
     * @author: tianjx
     * @date: 2021/12/12 17:14
     * @description:
     */
    @RestController
    @CrossOrigin
    @Slf4j
    @RequestMapping("/tmpData")
    public class TmpDataOperationController {
    
        @Autowired
        private TmpDataOperationService tmpDataOperationService;
    
    
        @GetMapping("/insRecorderOrgName")
        @ResponseBody
        public Response getTmpJsonData() throws InterruptedException {
            long startTimeMillis = System.currentTimeMillis();
            int num = 20;
            CountDownLatch countDownLatch = new CountDownLatch(num);
            for (int i = 0; i < num; i++) {
                ThreadPoolUtil.THREAD_POOL.execute(
                        () -> {
                            tmpDataOperationService.insRecorderOrgName();
                            countDownLatch.countDown();// 线程计数器,递减
                        }
                );
            }
    
            countDownLatch.await();// 等带其他线程结束,在执行主线程
            long endTimeMillis = System.currentTimeMillis();
            System.out.println("线程" + Thread.currentThread().getId() + "执行结束,用时:" + (endTimeMillis - startTimeMillis) + "ms");
    
            return new Response<>().success();
        }
    }
    

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