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package com.iailab.module.model.mdk.sample; |
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import com.iailab.module.data.api.plan.PlanItemApi; |
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import com.iailab.module.data.api.plan.dto.ApiPlanItemDTO; |
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import com.iailab.module.data.api.point.DataPointApi; |
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import com.iailab.module.data.api.point.dto.ApiPointDTO; |
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import com.iailab.module.data.enums.DataPointFreqEnum; |
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import com.iailab.module.data.enums.TimeGranularitySecEnum; |
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import com.iailab.module.model.mdk.common.enums.ModelParamType; |
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import com.iailab.module.model.mdk.sample.dto.SampleData; |
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import com.iailab.module.model.mdk.sample.dto.SampleInfo; |
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import com.iailab.module.model.mdk.vo.DataValueVO; |
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import org.slf4j.Logger; |
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import org.slf4j.LoggerFactory; |
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import org.springframework.beans.factory.annotation.Autowired; |
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import org.springframework.util.CollectionUtils; |
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import java.util.*; |
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abstract class SampleDataConstructor { |
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private Logger logger = LoggerFactory.getLogger(getClass()); |
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@Autowired |
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private DataPointApi dataPointApi; |
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@Autowired |
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private PlanItemApi planItemApi; |
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/** |
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* prepareSampleData |
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* |
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* @param sampleInfo |
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* @return |
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*/ |
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public abstract List<SampleData> prepareSampleData(SampleInfo sampleInfo) throws Exception; |
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/** |
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* 补全数据 |
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* @param length |
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* @param dataEntityList |
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* @param startTime |
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* @param endTime |
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* @param planMap |
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* @return |
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*/ |
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public List<DataValueVO> completionData(int length, List<DataValueVO> dataEntityList, Date startTime, Date endTime, |
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String paramId, String paramType, Map<String, ApiPointDTO> pointMap, Map<String, ApiPlanItemDTO> planMap) { |
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if (CollectionUtils.isEmpty(dataEntityList) || length == dataEntityList.size()) { |
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return dataEntityList; |
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} else if (length < dataEntityList.size()) { |
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return dataEntityList.subList(dataEntityList.size() - length, dataEntityList.size()); |
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} |
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List<DataValueVO> completionDataEntityList = new ArrayList<>(); |
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long oneMin = 0L; |
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long start = startTime.getTime(); |
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long end = endTime.getTime(); |
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long mins = 0L; |
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switch (ModelParamType.getEumByCode(paramType)) { |
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case NORMALITEM: |
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case MERGEITEM: |
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// 预测值 |
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Calendar calendar = Calendar.getInstance(); |
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calendar.setTime(startTime); |
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calendar.set(Calendar.HOUR_OF_DAY, 0); |
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calendar.set(Calendar.MINUTE, 0); |
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calendar.set(Calendar.SECOND, 0); |
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calendar.add(Calendar.DAY_OF_YEAR, 1); |
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startTime = calendar.getTime(); |
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start = startTime.getTime(); |
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calendar.setTime(endTime); |
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calendar.set(Calendar.HOUR_OF_DAY, 0); |
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calendar.set(Calendar.MINUTE, 0); |
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calendar.set(Calendar.SECOND, 0); |
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endTime = calendar.getTime(); |
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end = endTime.getTime(); |
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oneMin = 60 * 1000L; |
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mins = ((end - start) / oneMin); |
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break; |
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case DATAPOINT: |
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// 测点值 |
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ApiPointDTO dataPoint = pointMap.get(paramId); |
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oneMin = 1000L * DataPointFreqEnum.getEumByCode(dataPoint.getMinfreqid()).getValue(); |
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// 设置时间偏移量 |
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start = start - (start % oneMin) + oneMin; |
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end = end - (end % oneMin) + oneMin; |
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mins = ((end - start) / oneMin); |
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break; |
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case IND: |
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// 指标数据 |
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oneMin = 24 * 60 * 60 * 1000; |
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Calendar calendar2 = Calendar.getInstance(); |
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calendar2.setTime(startTime); |
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calendar2.set(Calendar.HOUR_OF_DAY, 0); |
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calendar2.set(Calendar.MINUTE, 0); |
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calendar2.set(Calendar.SECOND, 0); |
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start = calendar2.getTime().getTime(); |
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calendar2.setTime(endTime); |
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calendar2.set(Calendar.HOUR_OF_DAY, 0); |
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calendar2.set(Calendar.MINUTE, 0); |
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calendar2.set(Calendar.SECOND, 0); |
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end = calendar2.getTime().getTime(); |
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mins = ((end - start) / oneMin); |
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break; |
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case PLAN: |
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// 计划数据 |
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ApiPlanItemDTO planItem = planMap.get(paramId); |
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oneMin = 1000L * TimeGranularitySecEnum.getEumByCode(planItem.getTimeGranularity()).getValue(); |
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// 设置时间偏移量 |
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start = start - (start % oneMin) + oneMin; |
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end = end - (end % oneMin) + oneMin; |
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mins = ((end - start) / oneMin); |
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break; |
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default: |
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break; |
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} |
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Map<Long, Double> sourceDataMap = new HashMap<>(dataEntityList.size()); |
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for (DataValueVO dataEntity : dataEntityList) { |
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sourceDataMap.put(dataEntity.getDataTime().getTime(), dataEntity.getDataValue()); |
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} |
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//找出缺少项 |
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Map<Long, Double> dataMap = new LinkedHashMap<>(); |
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for (int i = 0; i < mins; i++) { |
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Long key = start + oneMin * i; |
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Double value = sourceDataMap.get(key); |
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dataMap.put(key, value); |
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} |
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//补充缺少项 |
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int k = 0; |
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Map.Entry<Long, Double> lastItem = null; |
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for (Map.Entry<Long, Double> item : dataMap.entrySet()) { |
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if (k == 0 && item.getValue() == null) { |
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item.setValue(getFirstValue(dataMap)); |
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} else if (item.getValue() == null) { |
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item.setValue(lastItem.getValue()); |
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} |
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k++; |
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lastItem = item; |
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DataValueVO dataEntity = new DataValueVO(); |
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dataEntity.setDataTime(new Date(item.getKey())); |
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dataEntity.setDataValue(item.getValue()); |
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completionDataEntityList.add(dataEntity); |
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} |
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return completionDataEntityList; |
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} |
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/** |
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* getFirstValue |
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* |
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* @param dataMap |
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* @return |
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*/ |
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private Double getFirstValue(Map<Long, Double> dataMap) { |
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for (Map.Entry<Long, Double> item : dataMap.entrySet()) { |
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if (item.getValue() != null) { |
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return item.getValue(); |
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} |
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} |
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return null; |
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} |
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} |