MongoDB批量更新和批量插入的方式

发布时间 2024-01-04 11:50:09作者: spiderMan1-1

在调试代码中发现向MongoDB插入或者更新文档记录时若是多条的话都是采用for循环操作的,这样的处理方式会造成数据操作耗时,不符合批量处理的原则;整理了一下有关MongoDB的批量更新和批量插入的操作流程

@Autowired
private MongoTemplate mongoTemplate;
(1)批量插入示例如下:
List<Object> insertDataList;
BulkOperations operations = mongoTemplate.bulkOps(BulkOperations.BulkMode.UNORDERED, collectionName);
operations.insert(insertDataList);
BulkWriteResult result = operations.execute();
(2)批量修改示例如下:
List<Object> updateDataList;
BulkOperations operations = mongoTemplate.bulkOps(BulkOperations.BulkMode.UNORDERED, collectionName);
updateDateList.forEach(date -> {
   Query queryUpdate = new Query();
   queryUpdate.addCriteria(where("_id").is(value));
   Update update = new Update();
   update.set(field1, value1).set(field2, value2);
   operations.updateOne(queryUpdate, update);
});
BulkWriteResult result = operations.execute();

(3)利用BulkOperations的upsert方法可以同时支持插入和更新操作,示例如下:
List<T> dataList = new ArrayList<>();
List<Pair<Query, Update>> updateList = new ArrayList<>(dataList.size());
BulkOperations operations = mongoTemplate.bulkOps(BulkOperations.BulkMode.UNORDERED, collectionName);
dataList.forEach(data -> {
 Query query = new Query(new 
 Criteria(field1).is(value1)).addCriteria(new Criteria(field2).is(value2));
 Update update = new Update();
 for (int index = 0; index < dataList.size(); index++) {
    String key = data.getKey();
    String value = data.getValue();
   update.set(key, value);
 }
 Pair<Query, Update> updatePair = Pair.of(query, update);
 updateList.add(updatePair);
});
operations.upsert(updateList);
BulkWriteResult result = operations.execute();

备注:BulkOperations.BulkMode.UNORDERED 和 BulkOperations.BulkMode.ORDERED的区别:
UNORDERED是平行处理,即使某条记录出错了,其余的也会继续处理;

ORDERED是队列排序处理,只要中途有个失败了,那么后续的操作流程就会终止了。
enum BulkMode {

   /** Perform bulk operations in sequence. The first error will cancel processing. */
   ORDERED,

   /** Perform bulk operations in parallel. Processing will continue on errors. */
   UNORDERED
};

举例:

@Autowired
    private MongoTemplate mongoTemplate;
    @PostMapping("testMongo")
    public String testMongo(){

        long start=System.currentTimeMillis();

        DateTimeFormatter df = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");

        //3.LocalDate发动,将字符串转换成  df格式的LocalDateTime对象,的功能
        LocalDateTime startTime = LocalDateTime.parse("2020-01-01 00:00:01",df);

        int oneNum=5000;
        List<TestSearchAlarmInfo> insertDataList=new ArrayList(oneNum);
        int totalnum=1200*10000;//1000万
        for(int i=0;i<totalnum;i++){
            TestSearchAlarmInfo info=new TestSearchAlarmInfo();
            info.setMsgId(UUID.randomUUID().toString().replace("-",""));
            if (i%2 == 0){
                info.setAlgorithmCode("ZGTT-1000001");
                info.setDeviceCode("10011001");
                info.setDeviceName("zgtt设备");
                info.setChannelCode("900001");
                info.setChannelName("zgtt通道");
            }else {
                info.setAlgorithmCode("XWKJ-1000001");
                info.setDeviceCode("20011001");
                info.setDeviceName("xwkj设备");
                info.setChannelCode("900002");
                info.setChannelName("xwkj通道");
            }
            info.setTaskId(UUID.randomUUID().toString().replace("-",""));
            info.setAlarmType(1000001);
            String format = startTime.plusSeconds(i*10).format(df);
            info.setAlarmTime(format);
            info.setAlarmBody("烟火可见光");
            info.setPan(1f);
            info.setTilt(1f);
            info.setZoom(1f);
            info.setCreateTime(format);
            info.setAlarmCode("yanhuo");
            info.setAlarmArea("[{'area'}]");
            info.setAlarmVideoUrl("videourl");
            info.setAlarmPictureUrl("picurl");
            info.setMsgType(0);
            info.setImportanceLevel(1);
            info.setNoticeResource(1);
            Map<String, Object> map = new HashMap<>();
            map.put("extra",i);
            info.setExtraInfo(map);

            insertDataList.add(info);
            if(insertDataList.size()>=oneNum){
                BulkOperations operations = mongoTemplate.bulkOps(BulkOperations.BulkMode.UNORDERED,TestSearchAlarmInfo.class);
                operations.insert(insertDataList);
                operations.execute();
                insertDataList=new ArrayList(oneNum);
            }

        }
        if(!insertDataList.isEmpty()){
            BulkOperations operations = mongoTemplate.bulkOps(BulkOperations.BulkMode.UNORDERED,TestSearchAlarmInfo.class);
            operations.insert(insertDataList);
            operations.execute();
        }
        System.out.println("1000万用户用时:"+(System.currentTimeMillis()-start)+"毫秒");
        return "结束";
    }