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