| 提交 | 用户 | 时间 | ||
| 7fd198 | 1 | package com.iailab.module.model.mdk.predict; |
| 潘 | 2 | |
| 1178da | 3 | import com.iailab.module.model.common.exception.ModelResultErrorException; |
| 07890e | 4 | import com.iailab.module.model.mcs.pre.entity.MmItemOutputEntity; |
| 4eb113 | 5 | import com.iailab.module.model.mcs.pre.enums.ItemRunStatusEnum; |
| 7fd198 | 6 | import com.iailab.module.model.mcs.pre.enums.ItemStatus; |
| e691b9 | 7 | import com.iailab.module.model.mcs.pre.enums.PredGranularityEnum; |
| 4eb113 | 8 | import com.iailab.module.model.mcs.pre.service.MmItemStatusService; |
| 7fd198 | 9 | import com.iailab.module.model.mdk.factory.PredictItemFactory; |
| 潘 | 10 | import com.iailab.module.model.mdk.vo.ItemVO; |
| 11 | import com.iailab.module.model.mdk.vo.PredictResultVO; | |
| 12 | import lombok.extern.slf4j.Slf4j; | |
| 13 | import org.springframework.beans.factory.annotation.Autowired; | |
| 14 | import org.springframework.stereotype.Component; | |
| 07890e | 15 | import org.springframework.util.CollectionUtils; |
| 7fd198 | 16 | |
| 潘 | 17 | import java.text.MessageFormat; |
| e691b9 | 18 | import java.util.*; |
| 7fd198 | 19 | |
| 潘 | 20 | /** |
| 21 | * @author PanZhibao | |
| 22 | * @Description | |
| 23 | * @createTime 2024年08月30日 | |
| 24 | */ | |
| 25 | @Slf4j | |
| 26 | @Component | |
| 27 | public class PredictModuleHandler { | |
| 28 | ||
| 29 | ||
| 30 | @Autowired | |
| 31 | private PredictItemFactory predictItemFactory; | |
| 32 | ||
| 33 | @Autowired | |
| 34 | private PredictResultHandler predictResultHandler; | |
| 35 | ||
| 4eb113 | 36 | @Autowired |
| 潘 | 37 | private MmItemStatusService mmItemStatusService; |
| 38 | ||
| 7fd198 | 39 | |
| 4f1717 | 40 | /** |
| 潘 | 41 | * 预测处理 |
| 42 | * | |
| 43 | * @param predictItemList | |
| 44 | * @param predictTime | |
| 45 | * @param intervalTime | |
| 46 | * @return | |
| 47 | */ | |
| 07890e | 48 | public void predict(List<ItemVO> predictItemList, Date predictTime, int intervalTime,Map<String, PredictResultVO> predictResultMap) { |
| D | 49 | Map<String, double[]> predictValueMap = null; |
| 50 | if (!CollectionUtils.isEmpty(predictResultMap)) { | |
| 51 | // 将predictResultMap处理成Map<outPutId, double[]> | |
| 52 | predictValueMap = new HashMap<>(); | |
| 53 | for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) { | |
| 54 | for (Map.Entry<MmItemOutputEntity, double[]> mmItemOutputEntityEntry : entry.getValue().getPredictMatrixs().entrySet()) { | |
| 55 | predictValueMap.put(mmItemOutputEntityEntry.getKey().getId(),mmItemOutputEntityEntry.getValue()); | |
| 56 | } | |
| 57 | } | |
| 58 | } | |
| 7fd198 | 59 | for (ItemVO predictItem : predictItemList) { |
| e691b9 | 60 | // 根据item粒度处理预测时间 |
| D | 61 | Calendar calendar = Calendar.getInstance(); |
| 62 | calendar.setTime(predictTime); | |
| 63 | calendar.set(Calendar.MILLISECOND, 0); | |
| 64 | calendar.set(Calendar.SECOND, 0); | |
| 65 | if (PredGranularityEnum.H1.getCode().equals(predictItem.getGranularity())) { | |
| 66 | calendar.set(Calendar.MINUTE,0); | |
| 67 | }else if (PredGranularityEnum.D1.getCode().equals(predictItem.getGranularity())) { | |
| 68 | calendar.set(Calendar.MINUTE,0); | |
| 69 | calendar.set(Calendar.HOUR_OF_DAY,0); | |
| 70 | } | |
| fde993 | 71 | PredictResultVO predictResult; |
| 1a2b62 | 72 | if (!predictItem.getStatus().equals(ItemStatus.STATUS1.getCode())) { |
| 7fd198 | 73 | continue; |
| 潘 | 74 | } |
| 4eb113 | 75 | Long totalDur = 0L; |
| 7f0bcd | 76 | ItemRunStatusEnum itemRunStatusEnum = ItemRunStatusEnum.PROCESSING; |
| 7fd198 | 77 | try { |
| e691b9 | 78 | mmItemStatusService.recordStatus(predictItem.getId(), itemRunStatusEnum, totalDur, calendar.getTime()); |
| cf2287 | 79 | PredictItemHandler predictItemHandler = predictItemFactory.create(predictItem.getId()); |
| a4fdfb | 80 | long start = System.currentTimeMillis(); |
| 7fd198 | 81 | try { |
| 4f1717 | 82 | // 预测项开始预测 |
| e691b9 | 83 | predictResult = predictItemHandler.predict(calendar.getTime(), predictItem, predictValueMap); |
| 1178da | 84 | } catch (ModelResultErrorException e) { |
| D | 85 | itemRunStatusEnum = ItemRunStatusEnum.MODELRESULTERROR; |
| 86 | continue; | |
| 7fd198 | 87 | } catch (Exception e) { |
| 1178da | 88 | itemRunStatusEnum = ItemRunStatusEnum.FAIL; |
| ead005 | 89 | continue; |
| 7fd198 | 90 | } |
| a4fdfb | 91 | long end = System.currentTimeMillis(); |
| 潘 | 92 | Long drtPre = end - start; |
| 93 | log.info(MessageFormat.format("预测项：{0}，预测时间：{1}ms", predictItem.getItemName(), drtPre)); | |
| 4eb113 | 94 | totalDur = totalDur + drtPre; |
| 4f1717 | 95 | predictResult.setGranularity(predictItem.getGranularity()); |
| 7fd198 | 96 | predictResult.setT(intervalTime); |
| 潘 | 97 | predictResult.setSaveIndex(predictItem.getSaveIndex()); |
| 98 | predictResult.setLt(1); | |
| 1178da | 99 | predictResultMap.put(predictItem.getItemNo(), predictResult); |
| 4f1717 | 100 | |
| 潘 | 101 | // 保存预测结果 |
| 1178da | 102 | try { |
| D | 103 | predictResultHandler.savePredictResult(predictResult); |
| 104 | } catch (Exception e) { | |
| 105 | itemRunStatusEnum = ItemRunStatusEnum.MODELRESULTSAVEERROR; | |
| 106 | throw new RuntimeException("模型结果保存异常，result：" + predictResult); | |
| 107 | } | |
| 108 | itemRunStatusEnum = ItemRunStatusEnum.SUCCESS; | |
| 109 | // long endSave = System.currentTimeMillis(); | |
| 110 | // Long drtSave = endSave - end; | |
| 111 | // log.info(MessageFormat.format("预测项：{0}，保存时间：{1}ms", predictItem.getItemName(), | |
| 112 | // drtSave)); | |
| 113 | // totalDur = totalDur + drtSave; | |
| 7fd198 | 114 | } catch (Exception e) { |
| 潘 | 115 | e.printStackTrace(); |
| 116 | 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}", | |
| 117 | predictItem.getId(), predictItem.getItemName(), e.getMessage(), predictTime)); | |
| 7f0bcd | 118 | } finally { |
| e691b9 | 119 | mmItemStatusService.recordStatus(predictItem.getId(), itemRunStatusEnum, totalDur, calendar.getTime()); |
| 7fd198 | 120 | } |
| 潘 | 121 | } |
| 122 | } | |
| 123 | } | |
