| | |
| | | package com.iailab.module.model.mdk.sample; |
| | | |
| | | import com.iailab.module.data.api.plan.PlanItemApi; |
| | | import com.iailab.module.data.api.plan.dto.ApiPlanItemDTO; |
| | | import com.iailab.module.data.api.point.DataPointApi; |
| | | import com.iailab.module.data.api.point.dto.ApiPointDTO; |
| | | import com.iailab.module.data.api.point.dto.ApiPointValueDTO; |
| | | import com.iailab.module.data.api.point.dto.ApiPointValueQueryDTO; |
| | | import com.iailab.module.data.common.ApiDataQueryDTO; |
| | | import com.iailab.module.data.common.ApiDataValueDTO; |
| | | import com.iailab.module.model.mcs.pre.entity.MmItemOutputEntity; |
| | | import com.iailab.module.model.mcs.pre.service.MmItemOutputService; |
| | | import com.iailab.module.model.mcs.pre.service.MmItemResultService; |
| | |
| | | import com.iailab.module.model.mdk.sample.dto.SampleData; |
| | | import com.iailab.module.model.mdk.sample.dto.SampleInfo; |
| | | import com.iailab.module.model.mdk.vo.DataValueVO; |
| | | import lombok.extern.slf4j.Slf4j; |
| | | import org.slf4j.Logger; |
| | | import org.slf4j.LoggerFactory; |
| | | import org.springframework.beans.factory.annotation.Autowired; |
| | | import org.springframework.stereotype.Component; |
| | | import org.springframework.util.CollectionUtils; |
| | | |
| | | import java.math.BigDecimal; |
| | | import java.util.*; |
| | | import java.util.stream.Collectors; |
| | | |
| | | /** |
| | | * 预测样本数据构造 |
| | | */ |
| | | @Slf4j |
| | | @Component |
| | | public class PredictSampleDataConstructor extends SampleDataConstructor { |
| | | |
| | |
| | | |
| | | @Autowired |
| | | private DataPointApi dataPointApi; |
| | | |
| | | @Autowired |
| | | private PlanItemApi planItemApi; |
| | | |
| | | @Autowired |
| | | private MmItemResultService mmItemResultService; |
| | |
| | | * @return |
| | | */ |
| | | @Override |
| | | public List<SampleData> prepareSampleData(SampleInfo sampleInfo) { |
| | | public List<SampleData> prepareSampleData(SampleInfo sampleInfo) throws Exception { |
| | | List<SampleData> sampleDataList = new ArrayList<>(); |
| | | Map<String, ApiPointDTO> pointMap = sampleInfo.getPointMap(); |
| | | Map<String, ApiPlanItemDTO> planMap = sampleInfo.getPlanMap(); |
| | | //对每个爪分别进行计算 |
| | | for (ColumnItemPort entry : sampleInfo.getColumnInfo()) { |
| | | //先依据爪内数据项的modelParamOrder进行排序——重写comparator匿名函数 |
| | |
| | | //对每一项依次进行数据查询,然后将查询出的值赋给matrix对应的位置 |
| | | for (int i = 0; i < entry.getColumnItemList().size(); i++) { |
| | | try { |
| | | List<DataValueVO> dataEntityList = getData(entry.getColumnItemList().get(i)); |
| | | List<DataValueVO> dataEntityList = getData(entry.getColumnItemList().get(i),pointMap,planMap); |
| | | //补全数据 |
| | | ColumnItem columnItem = entry.getColumnItemList().get(i); |
| | | dataEntityList = super.completionData(matrix.length, dataEntityList, columnItem.startTime, columnItem.endTime, |
| | | columnItem.paramId, columnItem.getParamType()); |
| | | columnItem.paramId, columnItem.getParamType(),pointMap,planMap); |
| | | |
| | | /** 如果数据取不满,把缺失的数据点放在后面 */ |
| | | if (dataEntityList != null && dataEntityList.size() != 0) { |
| | |
| | | } |
| | | } catch (Exception e) { |
| | | e.printStackTrace(); |
| | | throw e; |
| | | } |
| | | } |
| | | SampleData sampleData = new SampleData(); |
| | |
| | | * getData |
| | | * |
| | | * @param columnItem |
| | | * @param pointMap |
| | | * @param planMap |
| | | * @return |
| | | * @throws Exception |
| | | */ |
| | | private List<DataValueVO> getData(ColumnItem columnItem) throws Exception { |
| | | private List<DataValueVO> getData(ColumnItem columnItem, Map<String, ApiPointDTO> pointMap, Map<String, ApiPlanItemDTO> planMap) throws Exception { |
| | | List<DataValueVO> dataList = new ArrayList<>(); |
| | | String paramType = columnItem.getParamType(); |
| | | switch (ModelParamType.getEumByCode(paramType)) { |
| | | case DATAPOINT: |
| | | ApiPointDTO point = dataPointApi.getInfoById(columnItem.getParamId()); |
| | | ApiPointValueQueryDTO queryDto = new ApiPointValueQueryDTO(); |
| | | queryDto.setPointNo(point.getPointNo()); |
| | | queryDto.setPointNo(pointMap.get(columnItem.getParamId()).getPointNo()); |
| | | queryDto.setStart(columnItem.getStartTime()); |
| | | queryDto.setEnd(columnItem.getEndTime()); |
| | | List<ApiPointValueDTO> pointValueList = dataPointApi.queryPointHistoryValue(queryDto); |
| | | if (CollectionUtils.isEmpty(pointValueList)) { |
| | | break; |
| | | } |
| | | dataList = pointValueList.stream().map(t -> { |
| | | DataValueVO vo = new DataValueVO(); |
| | | vo.setDataTime(t.getT()); |
| | |
| | | case NORMALITEM: |
| | | case MERGEITEM: |
| | | MmItemOutputEntity outPut = mmItemOutputService.getOutPutById(columnItem.getParamId()); |
| | | dataList = mmItemResultService.getPredictValue(outPut.getId(), |
| | | columnItem.getStartTime(), columnItem.getEndTime()); |
| | | if (dataList == null) { |
| | | throw new Exception("没有预测值"); |
| | | List<DataValueVO> predictValue = mmItemResultService.getPredictValue(outPut.getId(), columnItem.getStartTime(), columnItem.getEndTime()); |
| | | if (CollectionUtils.isEmpty(predictValue)) { |
| | | break; |
| | | } |
| | | dataList = predictValue; |
| | | break; |
| | | case PLAN: |
| | | ApiDataQueryDTO queryPlanItemDto = new ApiDataQueryDTO(); |
| | | queryPlanItemDto.setItemNo(planMap.get(columnItem.getParamId()).getItemNo()); |
| | | queryPlanItemDto.setStart(columnItem.getStartTime()); |
| | | queryPlanItemDto.setEnd(columnItem.getEndTime()); |
| | | List<ApiDataValueDTO> planValueList = planItemApi.queryPlanItemHistoryValue(queryPlanItemDto); |
| | | if (CollectionUtils.isEmpty(planValueList)) { |
| | | break; |
| | | } |
| | | dataList = planValueList.stream().map(t -> { |
| | | DataValueVO vo = new DataValueVO(); |
| | | vo.setDataTime(t.getDataTime()); |
| | | vo.setDataValue(t.getDataValue()); |
| | | return vo; |
| | | }).collect(Collectors.toList()); |
| | | default: |
| | | break; |
| | | } |
| | | log.info("数据获取,columnItem:" + columnItem + ",dataList" + dataList); |
| | | return dataList; |
| | | } |
| | | } |