lizijie
2019-07-10 e97c393e23f4c015a44b5fef5fd26ae288bc6c0f
src/main/java/com/moral/service/impl/HistoryMinutelyServiceImpl.java
@@ -1,29 +1,32 @@
package com.moral.service.impl;
import static org.apache.commons.lang3.time.DateUtils.addDays;
import static org.apache.commons.lang3.time.DateUtils.truncate;
import static com.moral.common.bean.Constants.NULL_VALUE;
import static org.springframework.util.ObjectUtils.isEmpty;
import java.math.BigDecimal;
import java.math.RoundingMode;
import java.text.ParseException;
import java.time.LocalDate;
import java.time.temporal.TemporalAdjusters;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Calendar;
import java.util.Collections;
import java.util.Comparator;
import java.util.Date;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.LinkedHashMap;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Set;
import java.util.TreeSet;
import java.util.concurrent.Callable;
import java.util.concurrent.CompletionService;
import java.util.concurrent.ExecutorCompletionService;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.stream.Collectors;
import javax.annotation.Resource;
@@ -31,16 +34,26 @@
import org.springframework.stereotype.Service;
import org.springframework.util.ObjectUtils;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.TypeReference;
import com.moral.common.util.CalculateUtils;
import com.moral.common.util.ParameterUtils;
import com.moral.common.util.ReportTimeFormat;
import com.moral.common.util.ResourceUtil;
import com.moral.common.util.ValidateUtil;
import com.moral.entity.Device;
import com.moral.mapper.HistoryMinutelyMapper;
import com.moral.entity.Sensor;
import com.moral.entity.charts.DataCondition;
import com.moral.entity.charts.LineChartCriteria;
import com.moral.entity.charts.TimePeriod;
import com.moral.mapper.AlarmDailyMapper;
import com.moral.mapper.AlarmMapper;
import com.moral.mapper.DeviceMapper;
import com.moral.mapper.HistoryMinutelyMapper;
import com.moral.mapper.SensorMapper;
import com.moral.service.HistoryMinutelyService;
@Service
@SuppressWarnings({ "unchecked", "unused", "rawtypes" })
public class HistoryMinutelyServiceImpl implements HistoryMinutelyService {
   @Resource
@@ -52,17 +65,20 @@
   @Resource
   private SensorMapper sensorMapper;
   private Set<String> sensorKeys = new HashSet<String>();
   @Resource
   private AlarmDailyMapper alarmDailyMapper;
   @Override
   public Map<String, Object> getDayAQIByDevice(Map<String, Object> parameters) {
      ValidateUtil.notNull(parameters.get("mac"), "param.is.null");
      Date date = new Date();
      //ValidateUtil.notNull(parameters.get("mac"), "param.is.null");
      LocalDate localDate = LocalDate.now();
      // 昨日00:00:00
      parameters.put("start", truncate(addDays(date, -1), Calendar.DATE));
      parameters.put("start", localDate.minusDays(1));
      // 今日00:00:00
      parameters.put("end", truncate(date, Calendar.DATE));
      Map<String, Double> average = historyMinutelyMapper.getDayAQIByDevice(parameters);
      parameters.put("end", localDate);
      parameters.put("sensorKeys", Arrays.asList("e1", "e2", "e10", "e11", "e15", "e16"));
      Map<String, Double> average = historyMinutelyMapper.getSersionAvgByDevice(parameters);
      return getAQIByDataMap(average);
   }
@@ -118,246 +134,366 @@
      return resultMap;
   }
   public Map<String, List<Object>> getMonitorPointOrDeviceAvgData4Compare(Map<String, Object> parameters) throws Exception {
      Map<String, List<Object>> resultMap = new HashMap<String, List<Object>>();
      if (ObjectUtils.isEmpty(parameters)) {
         resultMap.put("c", null);
         return resultMap;
   @Override
   public Map<String, List> getCompareReport(Map<String, Object> parameters) throws Exception {
      Map<String, List> resultMap = new HashMap<String, List>();
      List<Map<String, Object>> list = JSON.parseObject((String)parameters.remove("items"), new TypeReference<List<Map<String, Object>>>() {});
      String type = (String) parameters.get("type");
      // parameters.putAll(getElementByType(type));
      ParameterUtils.getElementByType(parameters);
      Integer timeLength = Integer.valueOf(parameters.remove("timeLength").toString());
      if ("month".equals(type)) {
         for (Map<String, Object> map : list) {
            String[] formatTime = map.get("formatTime").toString().split("-");
            LocalDate localDate = LocalDate.of(Integer.valueOf(formatTime[0]), Integer.valueOf(formatTime[1]), 1);
            int lengthOfMonth = localDate.lengthOfMonth();
            if (lengthOfMonth > timeLength) {
               timeLength = lengthOfMonth;
            }
         }
      }
      List<Map<String, Object>> resultList = getMonitorPointOrDeviceAvgData(parameters);
      
      List<Object> timeList = new ArrayList<Object>();
      List<Object> dataList = new ArrayList<Object>();
      String sensorKey = (String) parameters.get("sensorKey");
      for (Map<String, Object> map : resultList) {
         String time = map.get("time").toString();
         time =time.substring(time.length() - 2);
         timeList.add(time);
         dataList.add(map.get(sensorKey));
      for (int i = 0; i < timeLength; i++) {
         timeList.add(String.format("%02d", "day".equals(type) || "hour".equals(type) ? i : i + 1));
      }
      String part = (String) parameters.get("part");
      resultMap.put("time" + part, timeList);
      resultMap.put("data" + part, dataList);
      return resultMap;
   }
   @Override
   public Map<String, List<Object>> getCompareReport(Map<String, Object> parameters) throws Exception {
      Map<String, List<Object>> resultMap = new HashMap<String, List<Object>>();
      Map<String, Object> parametersA = new HashMap<String, Object>();
      Map<String, Object> parametersB = new HashMap<String, Object>();
      if (parameters.containsKey("time") && parameters.containsKey("monitorPoint")) {
         parametersA.put("part", "A");
         parametersA.putAll(parameters);
         parametersA.remove("timeb");
      }
      if (parameters.containsKey("timeb") && parameters.containsKey("monitorPointb")) {
         parametersB.putAll(parameters);
         parametersB.put("part", "B");
         parametersB.put("time", parametersB.get("timeb"));
         parametersB.put("monitorPoint", parametersB.get("monitorPointb"));
         if (parameters.containsKey("macb")) {
            parametersB.put("mac", parametersB.get("macb"));
         }
         parametersB.remove("timeb");
      }
      List<Map<String, Object>> list = new ArrayList<Map<String,Object>>();
      list.add(parametersA);
      list.add(parametersB);
      parameters.put("timeList", timeList);
      ExecutorService threadPool = Executors.newCachedThreadPool();
      CompletionService<Map<String, List<Object>>> cs = new ExecutorCompletionService<Map<String, List<Object>>>(threadPool);
      for (Map<String, Object> map : list) {
         cs.submit(new Callable<Map<String, List<Object>>>() {
      CompletionService<Map<String, Object>> cs = new ExecutorCompletionService<Map<String, Object>>(threadPool);
      for (int i = 0; i < list.size(); i++) {
         Map<String, Object> map = list.get(i);
         map.put("part", i);
         if (ObjectUtils.isEmpty(map.get("mac"))) {
            map.remove("mac");
         }
         map.put("time", map.remove("formatTime"));
         map.putAll(parameters);
         cs.submit(new Callable<Map<String, Object>>() {
            @Override
            public Map<String, List<Object>> call() throws Exception {
            public Map<String, Object> call() throws Exception {
               return getMonitorPointOrDeviceAvgData4Compare(map);
            }
         });
      }
      List<Object> dataList = new ArrayList<Object>();
      for (Map<String, Object> map : list) {
         resultMap.putAll(cs.take().get());
         dataList.add(cs.take().get());
      }
      if (resultMap.containsKey("timeA") && resultMap.containsKey("timeB")) {
         List<Object> timeA = resultMap.get("timeA");
         List<Object> timeB = resultMap.get("timeB");
         List<Object> time = new ArrayList<Object>(timeA);
         List<Object> time1 = new ArrayList<Object>(timeB);
         List<Object> dataA = resultMap.get("dataA");
         List<Object> dataB = resultMap.get("dataB");
         List<Object> resultA = new ArrayList<Object>();
         List<Object> resultB = new ArrayList<Object>();
         time1.removeAll(time);
         time.addAll(time1);
         time.sort(new Comparator<Object>() {
            @Override
            public int compare(Object o1, Object o2) {
               return Integer.compare(Integer.valueOf(o1.toString()), Integer.valueOf(o2.toString()));
            }
         });
         for (int i = 0; i < time.size(); i++) {
            Object object = time.get(i);
            int indexA = timeA.indexOf(object);
            if (indexA > -1) {
               resultA.add(i, dataA.get(indexA));
            }else {
               resultA.add("-");
            }
            int indexB = timeB.indexOf(object);
            if (indexB > -1) {
               resultB.add(i, dataB.get(indexB));
            }else {
               resultB.add("-");
      Object[] datas = new Object[list.size()];
      Object[] deviceCounts = new Object[list.size()];
      Object[] alarmDatas = new Object[list.size()];
      Set<String> sensors = new TreeSet<String>(new Comparator<String>() {
         @Override
         public int compare(String o1, String o2) {
            return o1.split("-")[0].compareTo(o2.split("-")[0]);
            //return Integer.compare(Integer.valueOf(o1.split("-")[0].replace("e", "")), Integer.valueOf(o2.split("-")[0].replace("e", "")));
         }
      });
      Map<String, Double> sortMap = new HashMap<String, Double>();
      for (Object object : dataList) {
         Map<String, Object> map = (Map<String, Object>)object;
         for (String key : map.keySet()) {
            int index = Integer.valueOf(key.substring(key.length() - 1));
            String actual = key.substring(0, key.length() - 1);
            Object obj = map.get(key);
            switch (actual) {
            case "data":
               datas[index] = obj;
               break;
            case "deviceCount":
               deviceCounts[index] = obj;
               break;
            case "alarmData":
               alarmDatas[index] = obj;
               if (!ObjectUtils.isEmpty(obj)) {
                  Map<String, BigDecimal> mapData = (Map<String, BigDecimal>) obj;
                  BigDecimal sum = mapData.remove("sum");
                  for (Entry<String, BigDecimal> entry : mapData.entrySet()) {
                     if (!"name".equals(entry.getKey())) {
                        sortMap.put(entry.getKey() + "-" + index, new BigDecimal(100).multiply(entry.getValue())
                              .divide(sum, 2, BigDecimal.ROUND_HALF_UP).doubleValue());
                     }
                  }
               }
               break;
            case "sensors":
               sensors.addAll((List<String>) obj);
               break;
            }
         }
         resultMap.put("dataA", resultA);
         resultMap.put("dataB", resultB);
         resultMap.put("time", time);
      } else if (resultMap.containsKey("timeA")) {
         resultMap.put("time", resultMap.get("timeA"));
      } else {
         resultMap.put("time", resultMap.get("timeB"));
      }
      List<Map.Entry<String, Double>> sortList = new ArrayList<Map.Entry<String,Double>>(sortMap.entrySet());
      Collections.sort(sortList,new Comparator<Map.Entry<String,Double>>(){
         @Override
         public int compare(Entry<String, Double> o1, Entry<String, Double> o2) {
            if (o2.getValue().compareTo(o1.getValue()) == 0) {
               String[] key1 = o1.getKey().split("-");
               String[] key2 = o2.getKey().split("-");
//               String sensor1  = key1[0].replace("e", "");
//               String sensor2  = key2[0].replace("e", "");
//               if (Integer.valueOf(sensor1).compareTo(Integer.valueOf(sensor2)) == 0) {
//                  return Integer.compare(Integer.valueOf(key1[1]), Integer.valueOf(key2[1]));
//               }
//               return Integer.valueOf(sensor1).compareTo(Integer.valueOf(sensor2));
               if (key1[0].compareTo(key2[0]) == 0) {
                  return Integer.compare(Integer.valueOf(key1[1]), Integer.valueOf(key2[1]));
               } else {
                  return key1[0].compareTo(key2[0]);
               }
            } else {
               return o2.getValue().compareTo(o1.getValue());
            }
         }
      });
      resultMap.put("times", timeList);
      resultMap.put("datas", Arrays.asList(datas));
      resultMap.put("deviceCounts", Arrays.asList(deviceCounts));
      resultMap.put("alarmDatas", Arrays.asList(alarmDatas));
      resultMap.put("sensors", new ArrayList<Object>(sensors));
      resultMap.put("sortList", sortList);
      return resultMap;
   }
   
   public Map<String, Object> getMonitorPointOrDeviceAvgData4Compare(Map<String, Object> parameters) throws Exception {
      Map<String, Object> resultMap = new HashMap<String, Object>();
      List<Map<String, Object>> resultList = getMonitorPointOrDeviceAvgData(parameters);
      List<Object> timeList = (List<Object>) parameters.get("timeList");
      List<String> sensors = (List<String>) parameters.get("sensors");
      String part = parameters.get("part").toString();
      Map<String, Double[]> doubleMap = new LinkedHashMap<String, Double[]>();
      for (Map<String, Object> map : resultList) {
         String time = map.get("time").toString();
         time = time.substring(time.length() - 2);
         int index = timeList.indexOf(time);
         for (String sensor : sensors) {
            String[] split = sensor.split("-");
            String sensorKey = split[0];
            if (map.containsKey(sensorKey)) {
               Double[] doubles;
               if (doubleMap.containsKey(sensor)) {
                  doubles = doubleMap.get(sensor);
               } else {
                  doubles = new Double[timeList.size()];
               }
               doubles[index] = (Double) map.get(sensorKey);
               doubleMap.put(sensor, doubles);
            }
         }
      }
      Object deviceCount;
      if (parameters.containsKey("deviceCount")) {
         deviceCount = parameters.remove("deviceCount");
      } else {
         deviceCount = deviceMapper.getDeviceCountByRegion(parameters);
      }
      resultMap.put("deviceCount" + part, deviceCount);
      resultMap.put("data" + part, doubleMap);
      resultMap.put("sensors" + part, sensors);
      Object type = parameters.get("type");
      if ("year".equals(type) || "month".equals(type)) {
         parameters.put("sensorKeys", Arrays.asList("e1", "e2", "e10", "e11", "e15", "e16"));
         List<Map<String, Object>> alarmData = alarmDailyMapper.getAlarmData(parameters);
         if (!ObjectUtils.isEmpty(alarmData)) {
            resultMap.put("alarmData" + part, alarmDailyMapper.getAlarmData(parameters).get(0));
         }
      }
      return resultMap;
   }
   @Override
   public List<Map<String, Object>> getMonitorPointOrDeviceAvgData(Map<String, Object> parameters) throws Exception {
      List<Map<String, Object>> resul ;
      convertQueryParam(parameters);
      if (!ObjectUtils.isEmpty(parameters.get("compensate"))) {
         parameters.put("timeUnits", "10min");
      }
      return historyMinutelyMapper.getMonitorPointOrDeviceAvgData(parameters);
   }
      String type = (String) parameters.get("type");
   @Override
   public void convertQueryParam(Map<String, Object> parameters) throws ParseException {
      if (!parameters.containsKey("field")) {
         // String type = (String) parameters.get("type");
         // parameters.putAll(getElementByType(type));
         ParameterUtils.getElementByType(parameters);
      }
      String time = (String) parameters.get("time");
      String format = (String) parameters.get("format");
      Integer field = Integer.valueOf(parameters.get("field").toString());
      Date start = DateUtils.parseDate(time, format), end = null ;
      if (parameters.containsKey("timeb")) {
         end = DateUtils.parseDate((String)parameters.get("timeb"), format);
      } else {
         switch (type) {
         case "year":
            end = DateUtils.addYears(start, 1);
            break;
         case "month":
            end = DateUtils.addMonths(start, 1);
            break;
         case "day":
            end = DateUtils.addDays(start, 1);
            break;
         case "hour":
            end = DateUtils.addHours(start, 1);
            break;
         }
         Calendar instance = Calendar.getInstance();
         instance.setTime(start);
         instance.add(field, 1);
         end = instance.getTime();
      }
      parameters.put("start", start);
      parameters.put("end", end);
      if (parameters.containsKey("sensorKey")) {
         String sensorKey = (String) parameters.get("sensorKey");
         String sensorKeyColumn = "AVG(json -> '$." + sensorKey + "[0]') " + sensorKey;
         parameters.put("sensorKeyColumn", sensorKeyColumn);
      }
      if (!parameters.containsKey("mac")) {
         resul = new ArrayList<Map<String,Object>>();
         Integer monitorPointId = Integer.valueOf((String) parameters.get("monitorPoint"));
         List<Map<String, Object>> deviceVersions = deviceMapper.getDeviceVersionIdByMonitorPoint(monitorPointId);
         ExecutorService threadPool = Executors.newCachedThreadPool();
         CompletionService<List<Map<String, Object>>> cs = new ExecutorCompletionService<List<Map<String, Object>>>(threadPool);
         List<Map<String, Object>> list = new ArrayList<Map<String,Object>>();
         for (Map<String, Object> map : deviceVersions) {
            cs.submit(new Callable<List<Map<String, Object>>>() {
               @Override
               public List<Map<String, Object>> call() throws Exception {
                  Map<String, Object> parameter = new HashMap<String, Object>(parameters);
                  Integer deviceVersionId = (Integer) map.get("deviceVersionId");
                  if (!parameter.containsKey("sensorKeyColumn")) {
                     List<Map<String, Object>> sensors = sensorMapper.getSensorsByDeviceVersionId(deviceVersionId);
                     String sensorKeyColumn = getSensorKeyColumnBySensors(sensors);
                     parameter.put("sensorKeyColumn", sensorKeyColumn);
                     parameters.put("sensors", sensorKeys);
                  }
                  List<String> macs = deviceMapper.getDeviceMacByMonitorPointAndDeviceVersion(monitorPointId, deviceVersionId);
                  if (ObjectUtils.isEmpty(macs) || macs.contains("null") ) {
                     return new ArrayList<Map<String,Object>>();
                  }else {
                     parameter.put("macs", macs);
                     return historyMinutelyMapper.getMonitorPointOrDeviceAvgData(parameter);
                  }
               }
            });
         }
         for (Map<String, Object> map : deviceVersions) {
            list.addAll(cs.take().get());
         }
         Map<String, Map<String, Number[]>> result = new LinkedHashMap<String, Map<String, Number[]>>();
         for (Map<String, Object> map : list) {
            time = (String) map.get("time");
            map.remove("time");
            Map<String, Number[]> times = new HashMap<String, Number[]>();
            if (result.containsKey(time)) {
               times = (Map<String, Number[]>) result.get(time);
            }
            for (Map.Entry<String,Object> entry  : map.entrySet()) {
               String sensorKey = entry.getKey();
               Number[] doubles = new Number[3];
               Double sum = (Double) entry.getValue();
               Integer count = 1;
               if (times.containsKey(sensorKey)) {
                  doubles = times.get(sensorKey);
                  sum = (Double) doubles[0] + sum;
                  count = (Integer) doubles[1] + 1;
               }
               doubles[0] = sum;
               doubles[1] = count;
               doubles[2] = new BigDecimal(sum / count).setScale(3, RoundingMode.HALF_UP).doubleValue();
               times.put(sensorKey, doubles);
      List<String> sensorKeys = new ArrayList<String>();
      List<String> sensors = new ArrayList<String>();
      if (parameters.containsKey("sensors")) {
         try {
            sensors = JSON.parseObject((String)parameters.get("sensors"), new TypeReference<List<String>>() {});
            for (String sensor : sensors) {
               sensorKeys.add(sensor.split("-")[0]);
            }
            result.put(time, times);
         } catch (Exception e) {
            sensorKeys = sensors = (List<String>)parameters.remove("sensors");
         }
         Iterator<Entry<String, Map<String, Number[]>>> iterator = result.entrySet().iterator();
         while(iterator.hasNext()){
            Entry<String, Map<String, Number[]>> entry = iterator.next();
            String resultTime = entry.getKey();
            Map<String, Number[]> value = entry.getValue();
            Map<String, Object> resultMap = new HashMap<String, Object>();
            resultMap.put("time", resultTime);
            for (String sensorKey : value.keySet()) {
               resultMap.put(sensorKey, value.get(sensorKey)[2]);
            }
            resul.add(resultMap);
         }
      } else {
         if (!parameters.containsKey("sensorKeyColumn")) {
            String mac = (String) parameters.get("mac");
            Device device = new Device();
            device.setMac(mac);
            device = deviceMapper.selectOne(device);
            List<Map<String, Object>> sensors = sensorMapper.getSensorsByDeviceVersionId(device.getDeviceVersionId());
            String sensorKeyColumn = getSensorKeyColumnBySensors(sensors);
            parameters.put("sensorKeyColumn", sensorKeyColumn);
            parameters.put("sensors", sensorKeys);
         List<Sensor> sensorList = sensorMapper.getSensorsByCriteria(parameters);
         for (Sensor sensor : sensorList) {
            sensorKeys.add(sensor.getSensorKey());
            String string = sensor.getSensorKey() + "-" + sensor.getName() + "-" + sensor.getUnit();
            if (parameters.containsKey("description")) {
               string += "-" + sensor.getDescription();
            }
            sensors.add(string);
         }
         resul = historyMinutelyMapper.getMonitorPointOrDeviceAvgData(parameters);
      }
      return resul;
      parameters.put("sensorKeys", sensorKeys);
      parameters.put("sensors", sensors);
   }
   private String getSensorKeyColumnBySensors(List<Map<String, Object>> sensors) {
      String sensorKeyColumn = "";
      for (int i = 0; i < sensors.size(); i++) {
         String sensorKey = (String) sensors.get(i).get("sensor_key");
         String name = (String) sensors.get(i).get("name");
         if (i == sensors.size() - 1) {
            sensorKeyColumn += "AVG(json -> '$." + sensorKey + "[0]') " + sensorKey;
         } else {
            sensorKeyColumn += "AVG(json -> '$." + sensorKey + "[0]') " + sensorKey + ",";
         }
         sensorKeys.add(sensorKey + "-" + name);
   @Override
   public Map<String, Object> getMonthAverageBySensor(Map<String, Object> parameters) {
      //ValidateUtil.notNull(parameters.get("mac"), "param.is.null");
      Object sensorKey = parameters.remove("macKey");
      ValidateUtil.notNull(sensorKey, "param.is.null");
      Map<String, Object> result = new HashMap<String, Object>();
      LocalDate end = LocalDate.now(),start;
      // 每月一日的数据取上月的数据
      if (1 == end.getDayOfMonth()) {
         // 上个月1日00:00:00
         start = end.plusDays(-1).with(TemporalAdjusters.firstDayOfMonth());
      } else {
         // 这个月1日00:00:00
         start = end.with(TemporalAdjusters.firstDayOfMonth());
      }
      return sensorKeyColumn;
      parameters.put("start", start);
      parameters.put("end", end);
      parameters.put("sensorKeys", Arrays.asList(sensorKey));
      Map<String, Double> average = historyMinutelyMapper.getSersionAvgByDevice(parameters);
      if (isEmpty(average)) {
         result.put("average", NULL_VALUE);
      } else {
         result.put("average", String.format("%.2f", average.get(sensorKey)));
      }
      return result;
   }
   /**
    * 根据线性表单的条件规则,获取多条线性表单数据
    * @param lineChartCriteria
    * @return
    */
   @Override
   public Map<String, List<List<Double>>> queryLineChartDateByCrieria(LineChartCriteria lineChartCriteria){
       Map<String,List<List<Double>>> listMap = new HashMap<>();
      List<String> sensorKeys = lineChartCriteria.getSensorKeys();
      List<DataCondition> dataConditionList = lineChartCriteria.getDataConditions();
      TimePeriod timePeriod = lineChartCriteria.getTimePeriod();
      sensorKeys.forEach(sensorKey -> {
         listMap.put(sensorKey,new ArrayList<List<Double>>(dataConditionList.size()));
      });
      dataConditionList.forEach(dataCondition -> {
         Map<String,List<Double>> dataMap =  queryOneLineChartDateByCrieria(sensorKeys,timePeriod,dataCondition);
         // 数据装载
         listMap.forEach( (sensorKey,list) -> {
            List<Double> rowData = dataMap.get(sensorKey);
            list.add(rowData);
         });
      });
      return  listMap;
   }
   /**
    * 根据线性表单的条件规则,获取一条线性表单数据,包含 所有检测项目
    * @param sensorKeys
    * @param timePeriod
    * @param dataCondition
    * @return
    */
   public Map<String,List<Double>> queryOneLineChartDateByCrieria(List<String> sensorKeys, TimePeriod timePeriod, DataCondition dataCondition){
      List<String> timeList = ReportTimeFormat.makeTimeList(timePeriod);
      List<Map<String,Object>> lineChartDatas = historyMinutelyMapper.selectLineChartDateByCrieria(sensorKeys,timePeriod,dataCondition);
      Map<String,List<Double>> lineChartDatasWithEmpty = new HashMap<>();
      // lineChartDatasWithEmpty 初始化
      sensorKeys.forEach(sensorKey -> {
         lineChartDatasWithEmpty.put(sensorKey,timeList.stream().map(time -> {
            Double data = null;
            return data;
         }).collect(Collectors.toList()));
      });
      // m 为查询data的index,此处要防止m越界
      int m = 0;
      int dataLength = lineChartDatas.size()-1;
      m = dataLength>-1?0:-1;
      if(m >-1){
         for(int n =0;n<timeList.size();n++){
             if(m>-1) {
                String time = timeList.get(n);
                Map<String,Object> rowData = lineChartDatas.get(m);
                String keyTime = rowData.get("format_time").toString();
                if(time.equals(keyTime)){
                   // list to map
                   int finalN = n;
                   sensorKeys.forEach(sensorKey -> {
                       Object value = rowData.get(sensorKey);
                      List<Double> lineChartDatasWithEmptyTemp = lineChartDatasWithEmpty.get(sensorKey);
                      if(finalN < lineChartDatasWithEmptyTemp.size()){
                         Double sensorValue = value!= null?new Double(value.toString()):null;
                         lineChartDatasWithEmptyTemp.set(finalN,sensorValue);
                      }
                   });
                   // 置为 -1,防止越界
                   m = m<dataLength ? m+1 : -1;
                }
             }
         }
      }
      return  lineChartDatasWithEmpty;
   }
   private Map<String, Object> getElementByType(Object type){
      Map<String, Object> resultMap = new HashMap<String, Object>();
      switch (type.toString()) {
      case "year":
         resultMap.put("format", "yyyy");
         resultMap.put("typeFormat", "%Y-%m");
         resultMap.put("timeLength", 12);
         resultMap.put("field", Calendar.YEAR);
         break;
      case "month":
         resultMap.put("format", "yyyy-MM");
         resultMap.put("typeFormat", "%Y-%m-%d");
         resultMap.put("timeLength", 28);
         resultMap.put("field", Calendar.MONTH);
         break;
      case "day":
         resultMap.put("format", "yyyy-MM-dd");
         resultMap.put("typeFormat", "%Y-%m-%d %H");
         resultMap.put("timeLength", 24);
         resultMap.put("field", Calendar.DATE);
         break;
      case "hour":
         resultMap.put("format", "yyyy-MM-dd HH");
         resultMap.put("typeFormat", "%Y-%m-%d %H:%i");
         resultMap.put("timeLength", 60);
         resultMap.put("field", Calendar.HOUR);
         break;
      }
      return resultMap;
   }
}