package com.moral.api.service.impl; import com.alibaba.fastjson.JSONObject; import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper; import com.moral.api.entity.HistoryDaily; import com.moral.api.entity.HistoryWeekly; import com.moral.api.entity.Sensor; import com.moral.api.mapper.HistoryWeeklyMapper; import com.moral.api.service.HistoryDailyService; import com.moral.api.service.HistoryWeeklyService; import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl; import com.moral.api.service.SensorService; import com.moral.constant.Constants; import com.moral.util.AmendUtils; import com.moral.util.DateUtils; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.stereotype.Service; import org.springframework.util.ObjectUtils; import java.util.ArrayList; import java.util.Date; import java.util.HashMap; import java.util.List; import java.util.Map; import java.util.OptionalDouble; import java.util.stream.Collectors; import java.util.stream.DoubleStream; /** *

* 周数据 服务实现类 *

* * @author moral * @since 2021-06-30 */ @Service public class HistoryWeeklyServiceImpl extends ServiceImpl implements HistoryWeeklyService { @Autowired private HistoryWeeklyMapper historyWeeklyMapper; @Autowired private SensorService sensorService; @Autowired private HistoryDailyService historyDailyService; @Override public void insertHistoryWeekly() { Date now = new Date(); //开始时间,上周一 Date start = DateUtils.geLastWeekMonday(); //因子 QueryWrapper sensorQueryWrapper = new QueryWrapper<>(); sensorQueryWrapper.select("code").eq("is_delete", Constants.NOT_DELETE); List sensorCodes = sensorService.listObjs(sensorQueryWrapper); //获取所有设备日数据 QueryWrapper historyDailyQueryWrapper = new QueryWrapper<>(); historyDailyQueryWrapper.ge("time", DateUtils.dateToDateString(start)).lt("time", DateUtils.dateToDateString(now)); List> weeklyData = historyDailyService.listMaps(historyDailyQueryWrapper); //按mac分组 Map>> data = weeklyData.parallelStream().collect(Collectors.groupingBy(o -> (String) o.get("mac"))); //存入数据库的结果集 List> insertData = new ArrayList<>(); data.forEach((key, value) -> { Map dataMap = new HashMap<>(); Map jsonMap = new HashMap<>(); dataMap.put("mac", key); dataMap.put("time", start); //风向均值计算并修约 Object windDirAvg = AmendUtils.getWindDirAvg(value); if (windDirAvg != null) { jsonMap.put(Constants.SENSOR_CODE_WIND_DIR, windDirAvg); } //CO 95百分位计算并修约 Object coAvg = AmendUtils.getCOAvgOfWeek(value); if (coAvg != null) { jsonMap.put(Constants.SENSOR_CODE_CO, coAvg); } //CO 90百分位计算并修约 Object o3Avg = AmendUtils.getO3AvgOfWeek(value); if (o3Avg != null) { jsonMap.put(Constants.SENSOR_CODE_O3, o3Avg); } sensorCodes.forEach(sensorCode -> { OptionalDouble optionalDouble = value.parallelStream() .flatMapToDouble(v -> { Map dataValue = JSONObject.parseObject((String) v.get("value"), Map.class); Object sensorValue = dataValue.get(sensorCode.toString()); if (ObjectUtils.isEmpty(sensorValue)) { return null; } //风向另外计算 if (Constants.SENSOR_CODE_WIND_DIR.equals(sensorCode)) { return null; } //CO另外计算 if (Constants.SENSOR_CODE_CO.equals(sensorCode)) { return null; } //O3另外计算 if (Constants.SENSOR_CODE_O3.equals(sensorCode)) { return null; } return DoubleStream.of(Double.parseDouble(sensorValue.toString())); }).average(); if (optionalDouble.isPresent()) { //银行家算法修约 double sciCal = AmendUtils.sciCal(optionalDouble.getAsDouble(), 4); jsonMap.put(sensorCode.toString(), sciCal); } }); dataMap.put("value", JSONObject.toJSONString(jsonMap)); insertData.add(dataMap); }); //存入数据库 historyWeeklyMapper.insertHistoryWeekly(insertData); } public static void main(String[] args) { List data = new ArrayList<>(); data.add(7d); data.add(15d); data.add(36d); data.add(39d); data.add(40d); data.add(41d); data.add(20d); data.add(18d); System.out.println(data); System.out.println(AmendUtils.percentile(data, 95)); } }