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