package com.iailab.module.model.api; import com.alibaba.fastjson.JSON; import com.iailab.framework.common.util.object.ConvertUtils; import com.iailab.module.model.api.mdk.MdkApi; import com.iailab.module.model.api.mdk.dto.*; import com.iailab.framework.common.pojo.CommonResult; import com.iailab.module.model.mcs.pre.entity.DmModuleEntity; import com.iailab.module.model.mcs.pre.service.DmModuleService; import com.iailab.module.model.mcs.pre.service.MmPredictItemService; import com.iailab.module.model.mdk.factory.ItemEntityFactory; import com.iailab.module.model.mdk.factory.PredictItemFactory; import com.iailab.module.model.mdk.predict.PredictItemHandler; import com.iailab.module.model.mdk.predict.PredictModuleHandler; import com.iailab.module.model.mdk.predict.PredictResultHandler; import com.iailab.module.model.mdk.schedule.ScheduleModelHandler; import com.iailab.module.model.mdk.vo.DataValueVO; import com.iailab.module.model.mdk.vo.ItemVO; import com.iailab.module.model.mdk.vo.PredictResultVO; import com.iailab.module.model.mdk.vo.ScheduleResultVO; import lombok.extern.slf4j.Slf4j; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.util.CollectionUtils; import org.springframework.validation.annotation.Validated; import org.springframework.web.bind.annotation.RestController; import java.util.ArrayList; import java.util.HashMap; import java.util.List; import java.util.Map; import java.util.stream.Collectors; import static com.iailab.framework.common.pojo.CommonResult.error; import static com.iailab.framework.common.pojo.CommonResult.success; /** * @author PanZhibao * @Description * @createTime 2024年08月26日 */ @Slf4j @RestController @Validated public class MdkApiImpl implements MdkApi { @Autowired private DmModuleService dmModuleService; @Autowired private MmPredictItemService mmPredictItemService; @Autowired private PredictModuleHandler predictModuleHandler; @Autowired private ItemEntityFactory itemEntityFactory; @Autowired private PredictItemFactory predictItemFactory; @Autowired private PredictResultHandler predictResultHandler; @Autowired private ScheduleModelHandler scheduleModelHandler; /** * 按模块预测 * * @param reqDTO * @return */ @Override public MdkPredictModuleRespDTO predictModule(MdkPredictReqDTO reqDTO) { MdkPredictModuleRespDTO resp = new MdkPredictModuleRespDTO(); Map predictItemRespMap = new HashMap<>(); try { if (reqDTO.getPredictTime() == null) { throw new Exception("PredictTime不能为空"); } if (reqDTO.getModuleType() == null) { throw new Exception("ModuleType不能为空"); } log.info("预测参数:" + JSON.toJSONString(reqDTO)); MdkPredictModuleRespDTO result = new MdkPredictModuleRespDTO(); result.setPredictTime(reqDTO.getPredictTime()); result.setModuleType(reqDTO.getModuleType()); List moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType()); log.info("预测计算开始: " + System.currentTimeMillis()); for (DmModuleEntity module : moduleList) { int intervalTime = 0; if (module.getPredicttime() != null) { intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60); } List predictItemList = mmPredictItemService.getByModuleId(module.getId()); Map predictResultMap = predictModuleHandler.predict(predictItemList, reqDTO.getPredictTime(), intervalTime); for (Map.Entry entry : predictResultMap.entrySet()) { List predictData = entry.getValue().getPredictList().stream().map(t-> { MdkPredictDataDTO dto1 = new MdkPredictDataDTO(); dto1.setDataTime(t.getDataTime()); dto1.setDataValue(t.getDataValue()); return dto1; }).collect(Collectors.toList()); MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO(); itemResp.setItemId(entry.getValue().getPredictId()); itemResp.setPredictData(predictData); predictItemRespMap.put(entry.getKey(), itemResp); } } log.info("预测计算结束: " + System.currentTimeMillis()); } catch (Exception ex) { ex.printStackTrace(); return resp; } resp.setPredictItemRespMap(predictItemRespMap); return resp; } /** * 单个预测 * * @param reqDTO * @return */ @Override public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) { MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO(); try { log.info("预测计算开始: " + System.currentTimeMillis()); List predictData = new ArrayList<>(); ItemVO predictItem = itemEntityFactory.getItemByItemNo(reqDTO.getItemNo()); PredictItemHandler predictItemHandler = (PredictItemHandler)predictItemFactory.create(predictItem.getId()); PredictResultVO predictResult = predictItemHandler.predict(reqDTO.getPredictTime(), predictItem); Map> resultMap = predictResultHandler.convertToPredictData(predictResult); if (!CollectionUtils.isEmpty(resultMap)) { for (Map.Entry> entry : resultMap.entrySet()) { predictData = ConvertUtils.sourceToTarget(entry.getValue(), MdkPredictDataDTO.class); } } resp.setPredictData(predictData); resp.setItemId(predictItem.getId()); resp.setPredictTime(reqDTO.getPredictTime()); log.info("预测计算结束: " + System.currentTimeMillis()); } catch (Exception ex) { log.info("预测计算异常: " + System.currentTimeMillis()); return resp; } return resp; } /** * 预测调整 * * @param reqDTO * @return */ @Override public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) { return true; } /** * 执行调度模型 * * @param reqDTO * @return */ @Override public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) { MdkScheduleRespDTO resp = new MdkScheduleRespDTO(); resp.setScheduleCode(reqDTO.getScheduleCode()); resp.setScheduleTime(reqDTO.getScheduleTime()); try { log.info("调度计算开始: " + System.currentTimeMillis()); ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getModelCode(), reqDTO.getScheduleTime()); resp.setResult(scheduleResult.getResult()); log.info("预测计算结束: " + System.currentTimeMillis()); } catch (Exception ex) { log.info("调度计算异常: " + System.currentTimeMillis()); ex.printStackTrace(); return resp; } return resp; } }