iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mdk/predict/PredictModuleHandler.java

@@ -1,23 +1,23 @@
package com.iailab.module.model.mdk.predict;

import com.iailab.module.model.mcs.pre.entity.MmItemStatusEntity;
import com.alibaba.fastjson.JSONArray;
import com.iailab.module.model.common.exception.ModelResultErrorException;
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.enums.PredGranularityEnum;
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 com.iailab.module.model.mdk.vo.StAdjustDeviationDTO;
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;
import java.time.Instant;
import java.util.Date;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.*;

/**
 * @author PanZhibao
@@ -39,48 +39,108 @@
    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) {
        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) {
            // 根据item粒度处理预测时间
            Calendar calendar = Calendar.getInstance();
            calendar.setTime(predictTime);
            calendar.set(Calendar.MILLISECOND, 0);
            calendar.set(Calendar.SECOND, 0);
            if (PredGranularityEnum.H1.getCode().equals(predictItem.getGranularity())) {
                calendar.set(Calendar.MINUTE, 0);
            } else if (PredGranularityEnum.D1.getCode().equals(predictItem.getGranularity())) {
                calendar.set(Calendar.MINUTE, 0);
                calendar.set(Calendar.HOUR_OF_DAY, 0);
            }
            PredictResultVO predictResult;
            if (!predictItem.getStatus().equals(ItemStatus.STATUS1.getCode())) {
                continue;
            }
            Long totalDur = 0L;
            ItemRunStatusEnum itemRunStatusEnum = ItemRunStatusEnum.PROCESSING;
            try {
                mmItemStatusService.recordStatus(predictItem.getId(), ItemRunStatusEnum.PROCESSING, totalDur);
                mmItemStatusService.recordStatus(predictItem.getId(), itemRunStatusEnum, totalDur, calendar.getTime());
                PredictItemHandler predictItemHandler = predictItemFactory.create(predictItem.getId());
                Instant start = Instant.now();
                long start = System.currentTimeMillis();
                try {
                    predictResult = predictItemHandler.predict(predictTime, predictItem);
                    // 预测项开始预测
                    predictResult = predictItemHandler.predict(calendar.getTime(), predictItem, predictValueMap);
                } catch (ModelResultErrorException e) {
                    itemRunStatusEnum = ItemRunStatusEnum.MODELRESULTERROR;
                    continue;
                } catch (Exception e) {
                    e.printStackTrace();
                    log.error(String.valueOf(e));
                    itemRunStatusEnum = ItemRunStatusEnum.FAIL;
                    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));
                totalDur = totalDur + drtSave;
                mmItemStatusService.recordStatus(predictItem.getId(), ItemRunStatusEnum.SUCCESS, totalDur);
                result.put(predictItem.getItemNo(), predictResult);
                predictResultMap.put(predictItem.getItemNo(), predictResult);

                // 保存预测结果
                try {
                    predictResultHandler.savePredictResult(predictResult);
                } catch (Exception e) {
                    e.printStackTrace();
                    itemRunStatusEnum = ItemRunStatusEnum.MODELRESULTSAVEERROR;
                    throw new RuntimeException("模型结果保存异常，result：" + predictResult);
                }
                itemRunStatusEnum = ItemRunStatusEnum.SUCCESS;
            } 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);
            } finally {
                mmItemStatusService.recordStatus(predictItem.getId(), itemRunStatusEnum, totalDur, calendar.getTime());
            }
        }
        return result;
    }

    public void predictAdjust(ItemVO predictItem, Date predictTime, List<StAdjustDeviationDTO> deviationList, String scheduleModelId) {
        Calendar calendar = Calendar.getInstance();
        calendar.setTime(predictTime);
        calendar.set(Calendar.MILLISECOND, 0);
        calendar.set(Calendar.SECOND, 0);
        if (PredGranularityEnum.H1.getCode().equals(predictItem.getGranularity())) {
            calendar.set(Calendar.MINUTE, 0);
        } else if (PredGranularityEnum.D1.getCode().equals(predictItem.getGranularity())) {
            calendar.set(Calendar.MINUTE, 0);
            calendar.set(Calendar.HOUR_OF_DAY, 0);
        }

        try {
            PredictItemHandler predictItemHandler = predictItemFactory.create(predictItem.getId());
            PredictResultVO predictResult = predictItemHandler.predictAdjust(calendar.getTime(), predictItem, deviationList);

            // 保存预测结果
            predictResultHandler.savePredictAdjustResult(predictResult, JSONArray.toJSONString(deviationList), scheduleModelId);
        } 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));
        }
    }
}