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Java多线程处理大数据量

Java多线程处理大数据量

作者: pengyuyancode | 来源:发表于2018-08-16 16:43 被阅读0次

    这里使用CountDownLatch 来使主线程等待线程池中的线程执行完毕。

    /**
     * 操作日志线程类
     * @author liguobao
     *
     */
    @Service("operationHistoryData")
    public class OperationHistoryData {
        
        private static final Logger log = LoggerFactory.getLogger(OperationHistoryService.class);
        
        private CountDownLatch threadsSignal;
        //每个线程处理的数据量
        private static final int count=1000;
        @Autowired
        OperationHistoryMapper operationHistoryMapper;
        
        //定义线程池数量为8,每个线程处理1000条数据
        private static ExecutorService execPool = Executors.newFixedThreadPool(8); 
        
        /**
         * 多线程批量执行插入,百万数据需要大约不到20秒   64位4核处理
         * @param request
         * @return
         */
        public String batchAddData(OperationHistortRequest request) {
            //存放每个线程的执行数据
            //List<OperationHistoryModel> newlist = null;
            OperationHistortResponse response=new OperationHistortResponse();
            //需要插入数据库的数据
            List<OperationHistoryModel> limodel=request.getOperationHistoryLi();
            try {
                
                if(limodel.size()<=count) {
                    threadsSignal=new CountDownLatch(1);
                    execPool.submit(new InsertDate(limodel));
                }else {
                    List<List<OperationHistoryModel>> li=createList(limodel, count);
                    threadsSignal=new CountDownLatch(li.size());
                    for(List<OperationHistoryModel> liop:li) {
                        execPool.submit(new InsertDate(liop));
                    }
                }
                threadsSignal.await();
                response.setCode(0);
                response.setMsg("success");
            } catch (Exception e) {
                // TODO: handle exception
                e.printStackTrace();
                response.setCode(0);
                response.setMsg(e.getMessage());
                log.error(e.toString() + " 错误所在行数:" + e.getStackTrace()[0].getLineNumber());
            }
            
            return JSON.toJSONString(response, SerializerFeature.WriteMapNullValue);
        }
        
        /**
         * 数据拆分
         * @param targe
         * @param size
         * @return
         */
        public static List<List<OperationHistoryModel>>  createList(List<OperationHistoryModel> targe,int size) {  
            List<List<OperationHistoryModel>> listArr = new ArrayList<List<OperationHistoryModel>>();  
            //获取被拆分的数组个数  
            int arrSize = targe.size()%size==0?targe.size()/size:targe.size()/size+1;  
            for(int i=0;i<arrSize;i++) {  
                List<OperationHistoryModel>  sub = new ArrayList<OperationHistoryModel>();  
                //把指定索引数据放入到list中  
                for(int j=i*size;j<=size*(i+1)-1;j++) {  
                    if(j<=targe.size()-1) {  
                        sub.add(targe.get(j));  
                    }  
                }  
                listArr.add(sub);  
            }  
            return listArr;  
         }  
        
        
        /**
         * 内部类,开启线程批量保存数据
         * @author liguobao
         *
         */
        class  InsertDate  extends Thread{
            
            List<OperationHistoryEntity> lientity=new ArrayList<OperationHistoryEntity>();
            
            public  InsertDate(List<OperationHistoryModel> limodel){
                limodel.forEach((model)->{
                    OperationHistoryEntity oper=model.getOperationHistoryEntity(model);
                    lientity.add(oper);
                });
            }
            
            public void run() {
                operationHistoryMapper.addOperationHistory(lientity);
                threadsSignal.countDown();
            }
        }   
    }
    

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