package com.iailab.module.model.mdk.sample; import com.iailab.module.data.api.point.DataPointApi; import com.iailab.module.data.api.point.dto.ApiPointDTO; import com.iailab.module.model.mcs.pre.entity.MmModelParamEntity; import com.iailab.module.model.mcs.pre.service.MmModelParamService; import com.iailab.module.model.mcs.pre.service.MmPredictItemService; import com.iailab.module.model.mcs.pre.service.MmPredictModelService; import com.iailab.module.model.mdk.common.enums.ModelParamType; import com.iailab.module.model.mdk.sample.dto.ColumnItem; import com.iailab.module.model.mdk.sample.dto.ColumnItemPort; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.stereotype.Component; import org.springframework.util.CollectionUtils; import java.util.ArrayList; import java.util.Date; import java.util.List; import java.util.Map; import java.util.function.Function; import java.util.stream.Collectors; /** * @author PanZhibao * @Description * @createTime 2024年09月03日 */ @Component public class PredictSampleInfoConstructor extends SampleInfoConstructor { @Autowired private MmPredictModelService mmPredictModelService; @Autowired private MmModelParamService mmModelParamService; @Autowired private MmPredictItemService mmPredictItemService; @Autowired private DataPointApi dataPointApi; /** * 返回样本矩阵的列数 * * @param modelId * @return */ @Override protected Integer getSampleColumn(String modelId) { return mmPredictModelService.getSampleLength(modelId).intValue(); } /** * 样本的列信息 * * @param modelId * @param predictTime * @return */ @Override protected List getColumnInfo(String modelId, Date predictTime) { List resultList = new ArrayList<>(); List columnItemList = new ArrayList<>(); ColumnItem columnInfo = new ColumnItem(); ColumnItemPort curPort = new ColumnItemPort(); //当前端口 List modelInputParamEntityList = mmModelParamService.getByModelidFromCache(modelId); if (CollectionUtils.isEmpty(modelInputParamEntityList)) { return null; } //设置当前端口号,初始值为最小端口(查询结果按端口号从小到达排列) int curPortOrder = modelInputParamEntityList.get(0).getModelparamportorder(); //设置当前查询数据长度,初始值为最小端口数据长度 int curDataLength = modelInputParamEntityList.get(0).getDatalength(); // 统一获取测点的信息 List pointIds = modelInputParamEntityList.stream().filter(e -> ModelParamType.getEumByCode(e.getModelparamtype()).equals(ModelParamType.DATAPOINT)).map(MmModelParamEntity::getModelparamid).collect(Collectors.toList()); List points = dataPointApi.getInfoByIds(pointIds); Map pointMap = points.stream().collect(Collectors.toMap(ApiPointDTO::getId, Function.identity())); for (MmModelParamEntity entry : modelInputParamEntityList) { columnInfo.setParamType(entry.getModelparamtype()); columnInfo.setParamId(entry.getModelparamid()); columnInfo.setDataLength(entry.getDatalength()); columnInfo.setModelParamOrder(entry.getModelparamorder()); columnInfo.setModelParamPortOrder(entry.getModelparamportorder()); columnInfo.setStartTime(getStartTime(columnInfo, predictTime,pointMap)); columnInfo.setEndTime(getEndTime(columnInfo, predictTime,pointMap)); columnInfo.setGranularity(super.getGranularity(columnInfo)); //对每一个爪进行数据项归并 if (curPortOrder != entry.getModelparamportorder()){ //当数据项端口号不为当前端口号时,封装上一个端口类,操作下一个端口类 curPort.setColumnItemList(columnItemList); curPort.setDataLength(curDataLength); curPort.setPortOrder(curPortOrder); resultList.add(curPort); curPort = new ColumnItemPort(); //对象重新初始化,防止引用拷贝导致数据覆盖 //封装上一个端口类后更新当前的各个参数 columnItemList = new ArrayList<>(); curDataLength = entry.getDatalength(); curPortOrder = entry.getModelparamportorder(); } columnItemList.add(columnInfo); columnInfo = new ColumnItem(); //对象重新初始化,防止引用拷贝导致数据覆盖 } //当迭代到最后一个项的时候,封装最后一个端口的信息 curPort.setColumnItemList(columnItemList); curPort.setDataLength(curDataLength); curPort.setPortOrder(curPortOrder); resultList.add(curPort); return resultList; } /** * 样本的采样周期 * * @param modelId * @return */ @Override protected Integer getSampleCycle(String modelId) { return mmPredictItemService.getItemByIdFromCache(mmPredictModelService.getInfoFromCatch(modelId).getItemid()).getGranularity(); } }