| | |
| | | package com.iailab.module.model.mdk.predict; |
| | | |
| | | import com.iailab.module.model.mcs.pre.entity.MmItemOutputEntity; |
| | | import com.iailab.module.model.mcs.pre.enums.ItemRunStatusEnum; |
| | | import com.iailab.module.model.mcs.pre.enums.ItemStatus; |
| | | import com.iailab.module.model.mcs.pre.service.MmItemStatusService; |
| | | import com.iailab.module.model.mdk.factory.PredictItemFactory; |
| | | import com.iailab.module.model.mdk.vo.ItemVO; |
| | | import com.iailab.module.model.mdk.vo.PredictResultVO; |
| | | import lombok.extern.slf4j.Slf4j; |
| | | import org.springframework.beans.factory.annotation.Autowired; |
| | | import org.springframework.stereotype.Component; |
| | | import org.springframework.util.CollectionUtils; |
| | | |
| | | import java.text.MessageFormat; |
| | | import java.time.Duration; |
| | |
| | | @Autowired |
| | | private PredictResultHandler predictResultHandler; |
| | | |
| | | @Autowired |
| | | private MmItemStatusService mmItemStatusService; |
| | | |
| | | public Map<String, PredictResultVO> predict(List<ItemVO> predictItemList, Date predictTime, int intervalTime) { |
| | | Map<String, PredictResultVO> result = new HashMap<>(); |
| | | |
| | | PredictResultVO predictResult = new PredictResultVO(); |
| | | /** |
| | | * 预测处理 |
| | | * |
| | | * @param predictItemList |
| | | * @param predictTime |
| | | * @param intervalTime |
| | | * @return |
| | | */ |
| | | public void predict(List<ItemVO> predictItemList, Date predictTime, int intervalTime,Map<String, PredictResultVO> predictResultMap) { |
| | | PredictResultVO predictResult; |
| | | Map<String, double[]> predictValueMap = null; |
| | | if (!CollectionUtils.isEmpty(predictResultMap)) { |
| | | // 将predictResultMap处理成Map<outPutId, double[]> |
| | | predictValueMap = new HashMap<>(); |
| | | for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) { |
| | | for (Map.Entry<MmItemOutputEntity, double[]> mmItemOutputEntityEntry : entry.getValue().getPredictMatrixs().entrySet()) { |
| | | predictValueMap.put(mmItemOutputEntityEntry.getKey().getId(),mmItemOutputEntityEntry.getValue()); |
| | | } |
| | | } |
| | | } |
| | | for (ItemVO predictItem : predictItemList) { |
| | | if (!predictItem.getStatus().equals(ItemStatus.STATUS1.getCode())) { |
| | | continue; |
| | | } |
| | | Long totalDur = 0L; |
| | | try { |
| | | PredictItemHandler predictItemHandler = (PredictItemHandler)predictItemFactory.create(predictItem.getId()); |
| | | Instant start = Instant.now(); |
| | | mmItemStatusService.recordStatus(predictItem.getId(), ItemRunStatusEnum.PROCESSING, totalDur, predictTime); |
| | | PredictItemHandler predictItemHandler = predictItemFactory.create(predictItem.getId()); |
| | | long start = System.currentTimeMillis(); |
| | | try { |
| | | predictResult = predictItemHandler.predict(predictTime, predictItem); |
| | | // 预测项开始预测 |
| | | predictResult = predictItemHandler.predict(predictTime, predictItem, predictValueMap); |
| | | } catch (Exception e) { |
| | | e.printStackTrace(); |
| | | log.error(String.valueOf(e)); |
| | | // e.printStackTrace(); |
| | | // log.error(String.valueOf(e)); |
| | | mmItemStatusService.recordStatus(predictItem.getId(), ItemRunStatusEnum.FAIL, totalDur, predictTime); |
| | | continue; |
| | | } |
| | | Instant end = Instant.now(); |
| | | Long drtPre = Duration.between(start, end).getSeconds(); |
| | | log.info(MessageFormat.format("预测项:{0},预测时间:{1}秒", predictItem.getItemName(), drtPre)); |
| | | long end = System.currentTimeMillis(); |
| | | Long drtPre = end - start; |
| | | log.info(MessageFormat.format("预测项:{0},预测时间:{1}ms", predictItem.getItemName(), drtPre)); |
| | | totalDur = totalDur + drtPre; |
| | | |
| | | predictResult.setGranularity(predictItem.getGranularity()); |
| | | predictResult.setT(intervalTime); |
| | | predictResult.setSaveIndex(predictItem.getSaveIndex()); |
| | | predictResult.setLt(1); |
| | | predictResultHandler.savePredictResult(predictResult); |
| | | Instant endSave = Instant.now(); |
| | | Long drtSave = Duration.between(end, endSave).getSeconds(); |
| | | log.info(MessageFormat.format("预测项:{0},保存时间:{1}秒", predictItem.getItemName(), |
| | | drtSave)); |
| | | |
| | | result.put(predictItem.getItemNo(), predictResult); |
| | | // 保存预测结果 |
| | | predictResultHandler.savePredictResult(predictResult); |
| | | long endSave = System.currentTimeMillis(); |
| | | Long drtSave = endSave - end; |
| | | log.info(MessageFormat.format("预测项:{0},保存时间:{1}ms", predictItem.getItemName(), |
| | | drtSave)); |
| | | totalDur = totalDur + drtSave; |
| | | mmItemStatusService.recordStatus(predictItem.getId(), ItemRunStatusEnum.SUCCESS, totalDur, predictTime); |
| | | predictResultMap.put(predictItem.getItemNo(), predictResult); |
| | | } catch (Exception e) { |
| | | e.printStackTrace(); |
| | | log.error(MessageFormat.format("预测项编号:{0},预测项名称:{1},预测失败:{2} 预测时刻:{3}", |
| | | predictItem.getId(), predictItem.getItemName(), e.getMessage(), predictTime)); |
| | | mmItemStatusService.recordStatus(predictItem.getId(), ItemRunStatusEnum.FAIL, totalDur, predictTime); |
| | | } |
| | | } |
| | | return result; |
| | | } |
| | | } |