big-model-java/slibra-quartz/src/main/java/com/slibra/quartz/task/RyTask.java

package com.slibra.quartz.task;

import cn.hutool.core.date.DateUtil;
import cn.hutool.http.HttpRequest;
import cn.hutool.http.HttpUtil;
import com.alibaba.fastjson2.JSON;
import com.alibaba.fastjson2.JSONArray;
import com.alibaba.fastjson2.JSONObject;
import com.alibaba.fastjson2.JSONWriter;
import com.google.protobuf.ByteString;
import com.slibra.business.domain.*;
import com.slibra.business.mapper.*;
import com.slibra.business.req.ChatReq;
import com.slibra.business.req.ChatRequest;
import com.slibra.business.req.GenerateArgs;
import com.slibra.business.req.PredictorRequest;
import com.slibra.business.res.ChartBasic;
import com.slibra.business.res.ShowValueChartBasic;
import com.slibra.business.service.ITXinyiForecastComparisonService;
import com.slibra.common.DecimalUtils;
import com.slibra.common.config.BigModelConfig;
import com.slibra.common.constant.MyConstants;
import com.slibra.common.enums.BusinessEnum;
import com.slibra.common.enums.DataSourceType;
import com.slibra.common.utils.DateUtils;
import com.slibra.common.utils.ip.IpUtils;
import com.slibra.common.utils.uuid.IdUtils;
import com.slibra.framework.datasource.DynamicDataSourceContextHolder;
import inference.InferenceAPIsServiceGrpc;
import inference.PredictionResponse;
import inference.PredictionsRequest;
import io.grpc.ManagedChannel;
import io.grpc.ManagedChannelBuilder;
import lombok.extern.slf4j.Slf4j;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Component;
import com.slibra.common.utils.StringUtils;
import org.springframework.util.CollectionUtils;

import java.io.IOException;
import java.math.BigDecimal;
import java.text.ParseException;
import java.time.LocalDateTime;
import java.time.format.DateTimeFormatter;
import java.util.*;
import java.util.stream.Collectors;

import static com.slibra.common.constant.MyConstants.*;

/**
 * 定时任务调度测试
 * 
 * 
 */
@Component("ryTask")
@Slf4j
public class RyTask
{
    public void ryMultipleParams(String s, Boolean b, Long l, Double d, Integer i)
    {
        System.out.println(StringUtils.format("执行多参方法： 字符串类型{}，布尔类型{}，长整型{}，浮点型{}，整形{}", s, b, l, d, i));
    }

    public void ryParams(String params)
    {
        System.out.println("执行有参方法：" + params);
    }

    public void ryNoParams()
    {
        System.out.println("执行无参方法");
    }

    //----------------------------------------------下面是新增的方法----------------------------------------------

    @Autowired
    private TXinyiIndustryMapper xinyiIndustryMapper;

    @Autowired
    private TXinyiRobotMapper xinyiRobotMapper;

    @Autowired
    private TXinyiNormConfigMapper xinyiNormConfigMapper;

    @Autowired
    private TXinyiWarningRecordMapper xinyiWarningRecordMapper;

    @Autowired
    private TXinyiChatRecordMapper xinyiChatRecordMapper;

    @Autowired
    private TXinyiDailyMapper xinyiDailyMapper;

    @Autowired
    private AsyncTask asyncTask;

    @Autowired
    private ITXinyiForecastComparisonService xinyiForecastComparisonService;

    @Autowired
    private BigModelConfig bigModelConfig;


//    public final static StopWatch watch = new StopWatch("task");
    public static final String[] queryTags = {"信义污水厂JS_COD_Value","信义污水厂JS_PH_Value","信义污水厂JS_SS_Value","信义污水厂JS_ZL_Value","信义污水厂JS_ZA_Value","信义污水厂JS_AD_Value","信义污水厂JS_T_Value","信义污水厂进水泵房液位","信义污水厂出水瞬时流量","信义污水厂升级出水COD","信义污水厂升级出水PH","信义污水厂升级出水SS","信义污水厂升级出水TN","信义污水厂升级出水TP","信义污水厂升级出水氨氮","信义污水厂AIT202_Value","信义污水厂AIT203_Value","信义污水厂AIT207_Value","信义污水厂AIT206_Value","信义污水厂AIT209_Value","信义污水厂AIT210_Value","信义污水厂进水TDS","信义污水厂FT101_Value","信义污水厂SWCHHYHLB1_R_Value","信义污水厂SWCHHYHLB2_R_Value","信义污水厂SWCHHYHLB3_R_Value","信义污水厂SWCHHYHLB4_R_Value","信义污水厂SWCHHYHLB5_R_Value","信义污水厂SWCHHYHLB6_R_Value","信义污水厂SWCWNHLB1_R_Value","信义污水厂SWCWNHLB2_R_Value","信义污水厂SWCWNHLB3_R_Value","信义污水厂SWCWNHLB4_R_Value","信义污水厂SWCWNHLB5_R_Value","信义污水厂GFJ1_R_Value","信义污水厂GFJ2_R_Value","信义污水厂GFJ3_R_Value","信义污水厂GFJ4_R_Value","信义污水厂GFJ5_R_Value","信义污水厂GFJ6_R_Value","信义污水厂GFJ1_KQLL_Value","信义污水厂GFJ2_KQLL_Value","信义污水厂GFJ3_KQLL_Value","信义污水厂GFJ4_KQLL_Value","信义污水厂GFJ5_KQLL_Value","信义污水厂GFJ6_KQLL_Value","信义污水厂实际碳源加药量","信义污水厂除磷加药瞬时流量", "信义污水厂_除磷P04预测值_"};


    /**
     *
     * 2024年6月21日14:52:05 调整逻辑：
     * 出水总氮 的预测：使用 （xsy1 + xsy2） /2 /0.8 做为出水总氮的结果
     *
     */
    public static final String[] predictorArr = {"出水COD", "出水SS", "出水总磷", "出水氨氮"};
    public static final String[] predictorArrSpecial = {"xsy1", "xsy2"};

    /**
     * 定时从工业库获取数据
     *
     * 2024年4月17日17:44:15 调整逻辑：考虑到因断电等情况导致服务断电，所以不再同步最近一小时，而是同步从上次成功的最后一条数据开始。
     */
    public void getIndustryData(){
        log.info("进入了定时同步工业库数据的任务");

        //耗时工具
//        watch.start("parseJob");


        // 给定时间段的起始时间和结束时间
        LocalDateTime endTime =  LocalDateTime.now();
//        LocalDateTime startTime = endTime.plusMinutes(-60);
        //获取上次最后一条同步的数据的日期到 分钟维度
        String lastDateHour = this.xinyiIndustryMapper.getLastMinute();
        log.info("获取上次同步工业库的最后一条记录的时间是{}", lastDateHour);
        lastDateHour = lastDateHour + ":00";
        //开始时间
        LocalDateTime startTime = LocalDateTime.parse(lastDateHour.replaceAll("/", "-").replace(" ", "T"));
        startTime = startTime.plusMinutes(60L);//加一分钟  从上次最后一条记录的下一分钟开始
        /*LocalDateTime startTime = LocalDateTime.parse("2024-02-26T00:00:00");
        LocalDateTime endTime = LocalDateTime.parse("2024-02-27T00:00:00");*/

        // 每个小时的时间格式
        DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");

        // 循环按小时分割
        LocalDateTime currentHour = startTime;
        //最终获取的数据
        Map<String, TXinyiIndustry> needMap = new LinkedHashMap<>();
        while (currentHour.isBefore(endTime)) {
            String begin = currentHour.format(formatter);
            String end = currentHour.plusMinutes(5).format(formatter);
            // 输出当前小时的起始时间和结束时间
            System.out.println("起始时间：" + begin);
            System.out.println("结束时间：" + end);

            // 当前小时加一小时，作为下一个小时的起始时间
            currentHour = currentHour.plusMinutes(5);

            //每个小时查询一次数据
            String url = "http://10.0.0.27:4568/api/v1/khquerydata";
            HashMap<String, Object> req = new HashMap<>();
            req.put("tagNames", queryTags);
            req.put("startTime", begin);
            req.put("endTime", end);
            req.put("recordNumbers", 100000);
            String body = HttpRequest.post(url).header("Authorization", "c2E6c2E=").header("clientName", "hongshan").body(JSON.toJSONString(req)).execute().body();
//            System.out.println("body = " + body);
            List<HashMap<String, String>> list = new ArrayList<>();

            //行转列数据处理
            for (String queryTag : queryTags) {
                JSONArray array = JSON.parseObject(body).getJSONArray(queryTag);
                //特殊数据处理一
                if(Objects.isNull(array) || array.isEmpty()){
                    System.out.println(queryTag + "查询到了空的数据，跳过本次循环");
                    continue;
                }
                int size = array.size();
                //特殊数据处理二
                if("0".equals(array.get(1) + "")){
                    System.out.println(queryTag + "查询到了数据，但是数据集合只有一条，且都是0");
                    continue;
                }
                //结合至少62个数据才满足条件(有可能获取不到)
                /*if(size < 62){
                    System.out.println(queryTag + "查询到了不符合条件的数据，跳过本次循环");
                    continue;
                }*/

                //存放的数据集
                //利用map去重
                HashMap<String, String> map = new LinkedHashMap<>();
                for (int i = 2; i < size; i++) {
//            System.out.println(i + "" + array.get(i));
                    JSONArray oneRecord = JSON.parseArray(JSON.toJSONString(array.get(i)));
                    //处理为空或者为0的数据
                    Object timeStampValue = oneRecord.get(2);
                    if(Objects.isNull(timeStampValue) || "0".equals(timeStampValue + ""))
                        continue;
                    BigDecimal value = Objects.isNull(oneRecord.get(0)) ? null : new BigDecimal(oneRecord.get(0) + "");
                    long timestamp = (long) timeStampValue;
                    String format = DateUtil.format(new Date(timestamp), DateUtils.YYYYMMDDHH_TS);
                    map.put(format, queryTag + "-" + value);
                }
                list.add(map);
            }

            Set<String> recordTimeSet = new HashSet<>();
            Map<String, TXinyiIndustry> recordMap = new HashMap<>();
            for (int i = 0; i < list.size(); i++) {
                HashMap<String, String> map = list.get(i);
                int finalJ = i;
                map.forEach((k, v) ->{
                    TXinyiIndustry industry = null;
                    if(!recordTimeSet.contains(k)){//第一次
                        industry = new TXinyiIndustry();
                        recordTimeSet.add(k);
                        recordMap.put(k, industry);
                    }else{
                        industry = recordMap.get(k);
                    }
                    industry.setTestTime(k + ":00");
                    //2024年4月15日11:19:52  额外增加2个字段
                    industry.setTestDate(k.substring(0,10));
                    industry.setTestHour(k.substring(0,13));
                    //解析值
                    String[] split = v.split("-");
                    String type = split[0];
                    BigDecimal value = new BigDecimal(split[1]);
                    if ("信义污水厂JS_COD_Value".equals(type)) {
                        industry.setJsCod(value);
                    } else if ("信义污水厂JS_PH_Value".equals(type)) {
                        industry.setJsPh(value);
                    } else if ("信义污水厂JS_SS_Value".equals(type)) {
//                        log.info("************----------真实的进水SS的值为{}\n时间为{}", value, k);
                        industry.setJsSs(value);
                    } else if ("信义污水厂JS_ZL_Value".equals(type)) {
                        industry.setJsTp(value);
                    } else if ("信义污水厂JS_ZA_Value".equals(type)) {
                        industry.setJsTn(value);
                    } else if ("信义污水厂JS_AD_Value".equals(type)) {
                        industry.setJsNh3(value);
                    } else if ("信义污水厂JS_T_Value".equals(type)) {
                        industry.setJsSwPh(value);
                    } else if ("信义污水厂进水泵房液位".equals(type)) {
                        industry.setJsBfyw(value);
                    } else if ("信义污水厂出水瞬时流量".equals(type)) {
                        industry.setCsSlqc(value);
                    } else if ("信义污水厂升级出水COD".equals(type)) {
                        industry.setCsCod(value);
                    } else if ("信义污水厂升级出水PH".equals(type)) {
                        industry.setCsPh(value);
                    } else if ("信义污水厂升级出水SS".equals(type)) {
                        industry.setCsSs(value);
                    } else if ("信义污水厂升级出水TN".equals(type)) {
//                        log.info("************----------真实的出水总氮的值为{}\n时间为{}", value, k);
//                        industry.setCsTn(new BigDecimal(17));
                        industry.setCsTn(value);
                    } else if ("信义污水厂升级出水TP".equals(type)) {
                        industry.setCsTp(value);
                    } else if ("信义污水厂升级出水氨氮".equals(type)) {
                        industry.setCsNh3(value);
                    } else if ("信义污水厂AIT202_Value".equals(type)) {
                        industry.setOneHyzdDo(value);
                    } else if ("信义污水厂AIT203_Value".equals(type)) {
                        industry.setOneHymdDo(value);
                    } else if ("信义污水厂AIT207_Value".equals(type)) {
                        industry.setTwoHyzdDo(value);
                    } else if ("信义污水厂AIT206_Value".equals(type)) {
                        industry.setTwoHymdDo(value);
                    } else if ("信义污水厂AIT209_Value".equals(type)) {
                        industry.setOneMlss(value);
                    } else if ("信义污水厂AIT210_Value".equals(type)) {
                        industry.setTwoMlss(value);
                    } else if ("信义污水厂进水TDS".equals(type)) {
                        industry.setJsTds(value);
                    } else if ("信义污水厂FT101_Value".equals(type)) {
                        industry.setJsSlq(value);
                    } else if ("信义污水厂SWCHHYHLB1_R_Value".equals(type)) {
                        industry.setNHlbOneGp(value);
                    } else if ("信义污水厂SWCHHYHLB2_R_Value".equals(type)) {
                        industry.setNHlbTwoGp(value);
                    } else if ("信义污水厂SWCHHYHLB3_R_Value".equals(type)) {
                        industry.setNHlbThreeGp(value);
                    } else if ("信义污水厂SWCHHYHLB4_R_Value".equals(type)) {
                        industry.setNHlbFourGp(value);
                    } else if ("信义污水厂SWCHHYHLB5_R_Value".equals(type)) {
                        industry.setNhlBFiveGp(value);
                    } else if ("信义污水厂SWCHHYHLB6_R_Value".equals(type)) {
                        industry.setNHlbSixGp(value);
                    } else if ("信义污水厂SWCWNHLB1_R_Value".equals(type)) {
                        industry.setWHlbOneGp(value);
                    } else if ("信义污水厂SWCWNHLB2_R_Value".equals(type)) {
                        industry.setWHlbTwoGp(value);
                    } else if ("信义污水厂SWCWNHLB3_R_Value".equals(type)) {
                        industry.setWHlbThreeGp(value);
                    } else if ("信义污水厂SWCWNHLB4_R_Value".equals(type)) {
                        industry.setWHlbFourGp(value);
                    } else if ("信义污水厂SWCWNHLB5_R_Value".equals(type)) {
                        industry.setWHlbFiveGp(value);
                    } else if ("信义污水厂GFJ1_R_Value".equals(type)) {
                        industry.setFjOne(value);
                    } else if ("信义污水厂GFJ2_R_Value".equals(type)) {
                        industry.setFjTwo(value);
                    } else if ("信义污水厂GFJ3_R_Value".equals(type)) {
                        industry.setFjThree(value);
                    } else if ("信义污水厂GFJ4_R_Value".equals(type)) {
                        industry.setFjFour(value);
                    } else if ("信义污水厂GFJ5_R_Value".equals(type)) {
                        industry.setFjFive(value);
                    } else if ("信义污水厂GFJ6_R_Value".equals(type)) {
                        industry.setFjSix(value);
                    } else if ("信义污水厂GFJ1_KQLL_Value".equals(type)) {
                        industry.setKqllOne(value);
                    } else if ("信义污水厂GFJ2_KQLL_Value".equals(type)) {
                        industry.setKqllTwo(value);
                    } else if ("信义污水厂GFJ3_KQLL_Value".equals(type)) {
                        industry.setKqllThree(value);
                    } else if ("信义污水厂GFJ4_KQLL_Value".equals(type)) {
                        industry.setKqllFour(value);
                    } else if ("信义污水厂GFJ5_KQLL_Value".equals(type)) {
                        industry.setKqllFive(value);
                    } else if ("信义污水厂GFJ6_KQLL_Value".equals(type)) {
                        industry.setKqllSix(value);
                    }else if ("信义污水厂实际碳源加药量".equals(type)) {
                        industry.setSJTYJLY(value);
                    }else if ("信义污水厂除磷加药瞬时流量".equals(type)) {
                        industry.setCLJYSSLL(value);
                    } else if ("信义污水厂_除磷P04预测值_".equals(type)) {
                        industry.setCLP04YCZ(value);
                    }
                    //只有最后一次才执行数据库添加
                    if(finalJ == list.size()-1){
                        needMap.put(industry.getTestHour(), industry);
                    }
                });
            }
        }
        //保存数据 触发告警 决策 问答记录等等
        needMap.forEach((k, industry) ->{
            //2024年4月22日15:45:24  额外保存两个字段 数组
            List<BigDecimal> extraList = new ArrayList<>();
            extraList.add(industry.getOneHymdDo());
            extraList.add(industry.getTwoHymdDo());
            industry.setHycRjyAll(JSON.toJSONString(extraList));
            extraList.clear();
            extraList.add(industry.getOneHyzdDo());
            extraList.add(industry.getTwoHyzdDo());
            industry.setHycRjyZdAll(JSON.toJSONString(extraList));
            extraList.clear();
            extraList.add(industry.getOneMlss());
            extraList.add(industry.getTwoMlss());
            industry.setHycWnndAll(JSON.toJSONString(extraList));
            //插入数据库
            xinyiIndustryMapper.insertTXinyiIndustry(industry);
            //判断是否触发告警、接触告警、保存决策等等
//            this.handleWarning(industry);
            //2024年5月30日18:29:20  改为异步处理
            asyncTask.handleWarning(industry);
        });

        //执行完成 测试执行时间
        //计时结束
//        watch.stop();
//        System.out.println(watch.getLastTaskName() + " 执行耗时：" + watch.getLastTaskTimeMillis() + " ms");
    }





    private String buildShowValueDeviceErr(TXinyiWarningRecord tXinyiWarningRecord, TXinyiIndustry tXinyiIndustry, TXinyiNormConfig normConfig) {
        JSONObject result = new JSONObject();
        JSONObject basic = new JSONObject();
        Integer status = tXinyiWarningRecord.getStatus();
        Date warningTime = tXinyiWarningRecord.getTime();
        int count = DateUtils.differentHoursByMillisecond(warningTime, DateUtils.getNowDate()) + 1;
        basic.put("title", tXinyiWarningRecord.getReason());
        basic.put("报警时间", DateUtils.parseDateToStr(DateUtils.YYYY_MM_DD_HH_MM ,warningTime));
        basic.put("报警值", DecimalUtils.getAbsAndScale(tXinyiWarningRecord.getWarningVal(), INT_2));
        basic.put("标准值", DecimalUtils.getAbsAndScale(tXinyiWarningRecord.getDesignVal(), INT_2));
        basic.put("管控值", DecimalUtils.getAbsAndScale(tXinyiWarningRecord.getControlVal(), INT_2));
        basic.put("报警次数", Math.min(count, MAX_COUNT));
        if(tXinyiWarningRecord.getType() != 2)
            basic.put("状态", status == 0 ? "报警中" : status == 1 ? "用户关闭" : status == 2 ? "系统关闭" : "应急处理中");
        else
            basic.put("状态", status == 0 ? "预警中" : "已完成");
        //2024年5月27日14:04:22  额外返回2个字段 [管控值 和 告警级别]  返回的json没有数据是因为value没有值
//        basic.put("管控值", tXinyiWarningRecord.getControlVal());
        basic.put("告警级别", tXinyiWarningRecord.getLevel());
        result.put("basic", basic);
        JSONObject jsData = getJsonObject(tXinyiIndustry, normConfig);//进水数据
        result.put("jsData", jsData);
        JSONObject csData = getCsonObject(tXinyiIndustry, normConfig);//出水数据
        result.put("csData", csData);
        return JSON.toJSONString(result, JSONWriter.Feature.WriteNulls);
    }

    /**
     * 带图形的构建展示数据
     *
     * @param tXinyiWarningRecord
     * @param tXinyiIndustry
     * @param normConfig
     * @param date
     * @param yjHour
     * @param nowDate
     * @return
     */
    private String buildShowValueWithCharts(TXinyiWarningRecord tXinyiWarningRecord, TXinyiIndustry tXinyiIndustry, TXinyiNormConfig normConfig, List<ChartBasic> chartsDataList, String date, String yjHour, Date nowDate) {
        JSONObject result = new JSONObject();
//        JSONObject basic = new JSONObject();
        Integer status = tXinyiWarningRecord.getStatus();
        /*Date warningTime = tXinyiWarningRecord.getTime();
        String remark = tXinyiWarningRecord.getRemark();
        int count = DateUtils.differentHoursByMillisecond(warningTime, DateUtils.getNowDate()) + 1;*/
        ShowValueChartBasic showValueChartBasic = new ShowValueChartBasic();
        /*if("0".equals(remark)){//水质报警
            showValueChartBasic.setH("在线仪表");
        }else if("1".equals(remark)){//生化报警
            showValueChartBasic.setH("在线仪表");
        }else if("2".equals(remark)){//预测报错
            showValueChartBasic.setH("预测");
        }else {//机器人化验室报警
            showValueChartBasic.setH("化验室");
        }*/
        //通用的
        //        showValueBasic.setA(tXinyiWarningRecord.getReason());
        //2024年6月23日17:01:30 预警时间改成当前时间
        showValueChartBasic.setB(DateUtils.parseDateToStr(DateUtils.YYYY_MM_DD_HH_MM, nowDate));
        showValueChartBasic.setC(date + " " + yjHour);//预计超标时间
        showValueChartBasic.setD(DecimalUtils.getAbsAndScale(tXinyiWarningRecord.getWarningVal(), INT_2));//改成现在值  不是报警时候的值(在发现存在告警记录的时候更新)
        showValueChartBasic.setE(DecimalUtils.getAbsAndScale(tXinyiWarningRecord.getForecastVal(), INT_2));//改成预测值  不是报警时候的值(在发现存在告警记录的时候更新)
        showValueChartBasic.setF(DecimalUtils.getAbsAndScale(tXinyiWarningRecord.getControlVal(), INT_2));
        showValueChartBasic.setG(DecimalUtils.getAbsAndScale(tXinyiWarningRecord.getDesignVal(), INT_2));
//        showValueChartBasic.setH(Math.min(count, MAX_COUNT));
        if(tXinyiWarningRecord.getType() != 2)
            showValueChartBasic.setI(status == 0 ? "报警中" : status == 1 ? "用户关闭" : status == 2 ? "系统关闭" : "应急处理中");
        else
            showValueChartBasic.setI(status == 0 ? "预警中" : "已完成");

        result.put("basic", showValueChartBasic);
        JSONObject jsData = getJsonObject(tXinyiIndustry, normConfig);//进水数据
        result.put("jsData", jsData);
        JSONObject csData = getCsonObject(tXinyiIndustry, normConfig);//出水数据
        result.put("csData", csData);
//        JSONObject chartsData = getChartsCsonObject(tXinyiIndustry, normConfig);//图表数据 因为展示不同，所以要传过来或者判断
        result.put("chartsData", chartsDataList);
        result.put("chartsTitle",  tXinyiWarningRecord.getCategory() + "数据趋势图");
        return JSON.toJSONString(result, JSONWriter.Feature.WriteNulls);
    }


    private static JSONObject getJsonObject(TXinyiIndustry tXinyiIndustry, TXinyiNormConfig normConfig) {
        JSONObject jsData = new JSONObject();
        HashMap<Object, Object> temp1 = new HashMap<>();
        BigDecimal jsSlq = tXinyiIndustry.getJsSlq();
        temp1.put("value", DecimalUtils.getAbsAndScale(jsSlq, INT_2));
        temp1.put("exceed", jsSlq.compareTo(normConfig.getJsslSjz()) >0);
        jsData.put("流量", temp1);
        HashMap<Object, Object> temp2 = new HashMap<>();
        BigDecimal jsCod = tXinyiIndustry.getJsCod();
        temp2.put("value", DecimalUtils.getAbsAndScale(jsCod, INT_2));
        temp2.put("exceed", jsCod.compareTo(normConfig.getJscodSjz()) > 0);
        jsData.put("COD", temp2);
        HashMap<Object, Object> temp3 = new HashMap<>();
        BigDecimal jsNh3 = tXinyiIndustry.getJsNh3();
        temp3.put("value", DecimalUtils.getAbsAndScale(jsNh3, INT_2));
        temp3.put("exceed", jsNh3.compareTo(normConfig.getJsadSjz()) > 0);
        jsData.put("NH3-N", temp3);
        HashMap<Object, Object> temp4 = new HashMap<>();
        BigDecimal jsTp = tXinyiIndustry.getJsTp();
        temp4.put("value", DecimalUtils.getAbsAndScale(jsTp, INT_2));
        temp4.put("exceed", jsTp.compareTo(normConfig.getJszlSjz()) > 0);
        jsData.put("TP", temp4);
        HashMap<Object, Object> temp5 = new HashMap<>();
        BigDecimal jsSs = tXinyiIndustry.getJsSs();
        temp5.put("value", DecimalUtils.getAbsAndScale(jsSs, INT_2));
        temp5.put("exceed", jsSs.compareTo(normConfig.getJsssSjz()) > 0);
        jsData.put("SS", temp5);
        HashMap<Object, Object> temp6 = new HashMap<>();
        BigDecimal jsTn = tXinyiIndustry.getJsTn();
        temp6.put("value", DecimalUtils.getAbsAndScale(jsTn, INT_2));
        temp6.put("exceed", jsTn.compareTo(normConfig.getJszdSjz()) > 0);
        jsData.put("TN", temp6);
        return jsData;
    }


    private static JSONObject getCsonObject(TXinyiIndustry tXinyiIndustry, TXinyiNormConfig normConfig) {
        JSONObject csData = new JSONObject();
        HashMap<Object, Object> temp1 = new HashMap<>();
        BigDecimal csSlq = tXinyiIndustry.getCsSlqc();
        temp1.put("value", DecimalUtils.getAbsAndScale(csSlq, INT_2));
        temp1.put("exceed", false);//出水水量没有管控值
        csData.put("流量", temp1);
        HashMap<Object, Object> temp2 = new HashMap<>();
        BigDecimal csCod = tXinyiIndustry.getCsCod();
        temp2.put("value", DecimalUtils.getAbsAndScale(csCod, INT_2));
        temp2.put("exceed", csCod.compareTo(normConfig.getCscodGkz()) > 0);
        csData.put("COD", temp2);
        HashMap<Object, Object> temp3 = new HashMap<>();
        BigDecimal csNh3 = tXinyiIndustry.getCsNh3();
        temp3.put("value", DecimalUtils.getAbsAndScale(csNh3, INT_2));
        temp3.put("exceed", csNh3.compareTo(normConfig.getCsadGkz()) > 0);
        csData.put("NH3-N", temp3);
        HashMap<Object, Object> temp4 = new HashMap<>();
        BigDecimal csTp = tXinyiIndustry.getCsTp();
        temp4.put("value", DecimalUtils.getAbsAndScale(csTp, INT_2));
        temp4.put("exceed", csTp.compareTo(normConfig.getCszlGkz()) > 0);
        csData.put("TP", temp4);
        HashMap<Object, Object> temp5 = new HashMap<>();
        BigDecimal csSs = tXinyiIndustry.getCsSs();
        temp5.put("value", DecimalUtils.getAbsAndScale(csSs, INT_2));
        temp5.put("exceed", csSs.compareTo(normConfig.getCsssGkz()) > 0);
        csData.put("SS", temp5);
        HashMap<Object, Object> temp6 = new HashMap<>();
        BigDecimal csTn = tXinyiIndustry.getCsTn();
        temp6.put("value", DecimalUtils.getAbsAndScale(csTn, INT_2));
        temp6.put("exceed", csTn.compareTo(normConfig.getCszzGkz()) > 0);
        csData.put("TN", temp6);
        return csData;
    }





    private void addChatRecordByDeviceErr(TXinyiWarningRecord tXinyiWarningRecord, TXinyiIndustry tXinyiIndustry, TXinyiNormConfig normConfig) {
        ChatReq chatReq = new ChatReq();
        //保存聊天记录
        //将问答更新到数据库中
        chatReq.setSessionId(IdUtils.simpleUUID());
        chatReq.setType(1);//0问答 1决策 2本地 3仿真预测
        chatReq.setModule(3);
            /*String userId = SecurityUtils.getUserId().toString();
            String username = SecurityUtils.getUsername();*/
        chatReq.setUserId(WARNING_DEFAULT_CREATE);
        String showVal = this.buildShowValueDeviceErr(tXinyiWarningRecord, tXinyiIndustry, normConfig);
        chatReq.setShowVal(showVal);//前端展示的数据和提问的数据不一致
        chatReq.setQuestion(WARNING_DEFAULT_QUESTION);//本地问题
        chatReq.setAnswer(tXinyiWarningRecord.getReason() + "，请检查设备是否正常运行");
        chatReq.setWarningId(String.valueOf(tXinyiWarningRecord.getId()));
        chatReq.setCounts(1);//问答次数

        chatReq.setCreateBy(WARNING_DEFAULT_CREATE);
        chatReq.setCreateTime(DateUtils.getNowDate());
        this.xinyiChatRecordMapper.insertTXinyiChatRecord(chatReq);
    }


    /**
     * 定时从sqlserver获取数据
     */
    public void sqlserverData(){
        log.info("进入了定时同步SqlServer的任务");
        //主库获取上次最新的同步日期
        String lastTime = this.xinyiRobotMapper.selectLastTime();
        log.info("上次同步的日期是{}", lastTime);
        //从
        DynamicDataSourceContextHolder.setDataSourceType(DataSourceType.SLAVE.name());
        List<TXinyiRobot> tXinyiRobots = xinyiRobotMapper.selectTXinyiRobotListByTime(lastTime);
        DynamicDataSourceContextHolder.clearDataSourceType();
//        System.out.println(JSON.toJSONString(tXinyiRobots));
//        System.out.println("-------------");
        //主
        List<TXinyiRobot> needHandleList = new ArrayList<>();
        if(!CollectionUtils.isEmpty(tXinyiRobots)){
            for (TXinyiRobot tXinyiRobot : tXinyiRobots) {
                String date = handleDate(tXinyiRobot.getVDate().replaceAll(" ", ""));//有空格
                String time = handleDate(tXinyiRobot.getVTime().replaceAll(" ", ""));//有空格
                tXinyiRobot.setVDate(date);
                tXinyiRobot.setVTime(time);
                tXinyiRobot.setVDateTime(date + " " + time);
                //处理给前端展示的字段
                tXinyiRobot.setTestDate(date);//日期
                tXinyiRobot.setTestHour(date + " " + time.substring(0, 2));//小时
                tXinyiRobot.setTestTime(date + " " + time.substring(0, 5));//分钟
                tXinyiRobot.setCreatedTime(new Date());
                //2024年5月29日10:33:32  额外处理几个新增的字段 多个池子数据合并一个
                List<BigDecimal> extraList = new ArrayList<>();
                extraList.add(tXinyiRobot.getNo3Hlj1Jqr());
                extraList.add(tXinyiRobot.getNo3Hlj2Jqr());
                tXinyiRobot.setHycxsyAll(JSON.toJSONString(extraList));
                extraList.clear();
                extraList.add(tXinyiRobot.getNh31Jqr());
                extraList.add(tXinyiRobot.getNh32Jqr());
                tXinyiRobot.setQyanAll(JSON.toJSONString(extraList));
                extraList.clear();
                extraList.add(tXinyiRobot.getNo3Qyc1Jqr());
                extraList.add(tXinyiRobot.getNo3Qyc2Jqr());
                tXinyiRobot.setQyckxsyAll(JSON.toJSONString(extraList));
                extraList.clear();
                extraList.add(tXinyiRobot.getTpHl1Jqr());
                extraList.add(tXinyiRobot.getTpHl2Jqr());
                tXinyiRobot.setHyzlsyAll(JSON.toJSONString(extraList));
                //按照小时填充集合 然后处理报警相关逻辑
                //2024年6月17日13:32:59 因为机器人化验室数据基本几个小时的都一致 改成一小时取一次
                needHandleList.add(tXinyiRobot);
//                this.xinyiRobotMapper.insertTXinyiRobot(tXinyiRobot);
            }
        }
        if(!CollectionUtils.isEmpty(needHandleList)){
            List<TXinyiRobot> uniqueList = needHandleList.stream()
                    .collect(Collectors.collectingAndThen(
                            Collectors.toCollection(() -> new TreeSet<>(Comparator.comparing(TXinyiRobot::getTestHour))),
                            ArrayList::new
                    ));
        if(!CollectionUtils.isEmpty(uniqueList))
            for (TXinyiRobot tXinyiRobot : uniqueList) {
                //判断是否添加过了(小时)
                String testHour = tXinyiRobot.getTestHour();
                List<TXinyiRobot> tXinyiRobotList = this.xinyiRobotMapper.selectTXinyiRobotList(TXinyiRobot.builder().testHour(testHour).build());
                if(CollectionUtils.isEmpty(tXinyiRobotList)){
                    this.xinyiRobotMapper.insertTXinyiRobot(tXinyiRobot);
                    //2024年6月18日10:45:20 额外计算一下预测的准确度
                    asyncTask.updateForecastComparisonByRobot(tXinyiRobot);

                    //2024年7月6日10:32:36  大宽表的数据处理
                    asyncTask.updateBigTableHourByRobot(tXinyiRobot);
                }
                else
                    log.info("{}已经吧保存过了，无需重复保存***&&&···", testHour);
            }
        asyncTask.handleRobotWarning(uniqueList);
        }

    }


    /**
     *
     * 定时生成每日简报数据
     *
     */
    public void generateShortReport(){
        log.info("进入了定时生成每日简报数据");
        List<TXinyiDaily> dailyTwoRecords = this.xinyiDailyMapper.selectNRecords(DAILY_REPORT_COUNT_RECORD);
        //正常不会有这种问题 因为日报有很多条
        if(CollectionUtils.isEmpty(dailyTwoRecords) || dailyTwoRecords.size() < DAILY_REPORT_COUNT_RECORD){
            log.error("进入了定时生成每日简报数据 获取最新的{}条数据不足，终止", DAILY_REPORT_COUNT_RECORD);
            return;
        }
        //暂时不考虑因为没有填写日报 导致生成重复数据的问题（后续需要的话再添加）
        //处理数据 并 拼装
        String queryData = buildShortReportQueryDataNew(dailyTwoRecords);
        log.info("定时生成简报，组装好的请求大模型的参数为:{}", queryData);
        if(StringUtils.isBlank(queryData)){
            log.error("无法拼装请求数据！！！！！！");
            return;
        }
        String showVal = formateDateStr(dailyTwoRecords.get(0).getTestDate()) + JIAN_BAO_END;
        //调用模型 并保存结果
        this.askBigModel(queryData, showVal);
        log.info("定时生成简报任务结束~~~~~~~~~~~~~~");
    }


    /**
     *
     * 每小时发一一次预测
     *
     */
    public void predictor(){
        //获取最新的6条工业科数据
        List<TXinyiIndustry> tXinyiIndustries6 = this.xinyiIndustryMapper.selectNIndustry(6);
        List<TXinyiRobot> tXinyiRobots6 = this.xinyiRobotMapper.selectNRobot(6);
        //先处理xsy1 和 xsy2 合并成一个数据
        this.predictorSpecial(tXinyiIndustries6, tXinyiRobots6);
        for (int i = 0; i < predictorArr.length; i++) {
            String result = getPredictor(predictorArr[i]);
            if(StringUtils.isBlank(result) || "error".equals(result)){
                log.info("预测数据返回结果不符合解析条件，返回结果为{}", result);
                continue;
            }
            JSONObject jsonObject = null;
            try {
                jsonObject = JSON.parseObject(result);
            } catch (Exception e) {
                log.error("[转JSON的时候]预测数据返回结果不符合解析条件，返回结果为{}", result);
                continue;
            }
            log.info("^^^^^^^^^^^^^预测接口转弯JSON对象后，原内容是{}", JSON.toJSONString(jsonObject));
            String task = jsonObject.getString("task");
            String hour = jsonObject.getString("hour");
            String pred = jsonObject.getString("pred");
            String date = jsonObject.getString("date");
            if(StringUtils.isNotBlank(pred) && pred.contains(",")){
                String[] split = pred.split(",");
                if(split.length != 3){
                    log.error("预测数据返回结果为{},长度不是3，无法正常解析", result);
                    //因为部分预测还不支持  所以不需要
//                    handleXinYiWarningsYC(cscodBzz, split, cscodGkz, BusinessEnum.WarningCategoryEnum.CS_COD_YC.getCode(), hour, normConfig);
                    continue;
                }
                //解析数据 处理报警 调研prompt 保存等
                this.handlePredictorWarning(split, hour, task, tXinyiIndustries6, tXinyiRobots6, date);
            }else {
                log.error("预测数据返回结果为{},无法正常解析", result);
            }
        }
    }

    private void predictorSpecial(List<TXinyiIndustry> tXinyiIndustries6, List<TXinyiRobot> tXinyiRobots6) {
        //数据1
        String result1 = getPredictor(predictorArrSpecial[0]);
        if(StringUtils.isBlank(result1) || "error".equals(result1)){
            log.info("预测数据返回结果不符合解析条件，返回结果为{}", result1);
            return;
        }
        JSONObject jsonObject1 = null;
        try {
            jsonObject1 = JSON.parseObject(result1);
        } catch (Exception e) {
            log.error("[转JSON的时候]预测数据返回结果不符合解析条件，返回结果为{}", result1);
            return;
        }
        String hour1 = jsonObject1.getString("hour");
        String pred1 = jsonObject1.getString("pred");
        String date1 = jsonObject1.getString("date");

        //数据2
        String result2 = getPredictor(predictorArrSpecial[0]);
        if(StringUtils.isBlank(result2) || "error".equals(result2)){
            log.info("预测数据返回结果不符合解析条件，返回结果为{}", result2);
            return;
        }
        JSONObject jsonObject2 = null;
        try {
            jsonObject2 = JSON.parseObject(result2);
        } catch (Exception e) {
            log.error("[转JSON的时候]预测数据返回结果不符合解析条件，返回结果为{}", result2);
            return;
        }
        String pred2 = jsonObject2.getString("pred");

        if(StringUtils.isNotBlank(pred1) && pred1.contains(",") && StringUtils.isNotBlank(pred2) && pred2.contains(",")){
            String[] split1 = pred1.split(",");
            String[] split2 = pred2.split(",");
            if(split1.length != 3 || split2.length != 3){
                return;
            }
            //构建两个的平均值
            String[] splitNew = new String[3];
            for (int i = 0; i < split1.length; i++) {
                splitNew[i] = String.valueOf((Double.parseDouble(split1[i]) + Double.parseDouble(split2[i]))/2/0.8);
            }
            log.info("取完平均值再组装的数组为{}", Arrays.toString(splitNew));
            //解析数据 处理报警 调研prompt 保存等
            this.handlePredictorWarningSpecialTn(splitNew, hour1, "tn", tXinyiIndustries6, tXinyiRobots6, date1);
        }else {
            log.error("预测数据返回结果为{}和{},无法正常解析", result1, result2);
        }
    }


    private void handlePredictorWarningSpecialTn(String[] split, String hour, String task, List<TXinyiIndustry> tXinyiIndustries6, List<TXinyiRobot> tXinyiRobots6, String date) {
        String[] hours = hour.split(",");
        //2024年6月23日18:28:55 因为存在跨天问题  所以日期也是逗号拼接的
        String[] dates = date.split(",");
        //2024年6月18日13:41:10 统一格式，否则查询不到结果
        //2024年6月18日10:36:49 增加预测记录，预测准确度计算等
        TXinyiForecastComparison tXinyiForecastComparison = new TXinyiForecastComparison();
        tXinyiForecastComparison.setCategory(task);
        tXinyiForecastComparison.setForecastTimeOne(dates[0].replaceAll("-", "/") + " " + hours[0]);
        tXinyiForecastComparison.setForecastTimeTwo(dates[1].replaceAll("-", "/") + " " + hours[1]);
        tXinyiForecastComparison.setForecastTimeThree(dates[2].replaceAll("-", "/") + " " + hours[2]);
        tXinyiForecastComparison.setHsForecastOne(new BigDecimal(split[0]));
        tXinyiForecastComparison.setHsForecastTwo(new BigDecimal(split[1]));
        tXinyiForecastComparison.setHsForecastThree(new BigDecimal(split[2]));
        //2024年6月20日14:28:31  增加字段，方便查询
        tXinyiForecastComparison.setRemark(DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYYMMDDHH_TS));

        //防止工业库挂掉以后持续预测同一数据
        //2024年6月20日14:59:23 因为预测bug 判断是否生成过了否则不生成
        String remark = tXinyiForecastComparison.getRemark();
        String category = tXinyiForecastComparison.getCategory();
        TXinyiForecastComparison tXinyiForecastComparisonReq = new TXinyiForecastComparison();
        tXinyiForecastComparisonReq.setRemark(remark);
        tXinyiForecastComparisonReq.setCategory(category);
        List<TXinyiForecastComparison> tXinyiForecastComparisons = this.xinyiForecastComparisonService.selectTXinyiForecastComparisonList(tXinyiForecastComparisonReq);
        if(!CollectionUtils.isEmpty(tXinyiForecastComparisons)){
            log.error("预测已经进行过了，无需重复运行~~~~~~~~~~~@@@@@@@，时间为{}\n类型为{}", remark, category);
            return;
        }

        //获取配置表
        List<TXinyiNormConfig> tXinyiNormConfigs = this.xinyiNormConfigMapper.selectTXinyiNormConfigList(null);
        if(CollectionUtils.isEmpty(tXinyiNormConfigs)) {
            log.error( "未查询到配置信息");
            return;
        }
        TXinyiNormConfig normConfig = tXinyiNormConfigs.get(0);
        //获取最新的工业库的数据
        TXinyiIndustry tXinyiIndustry = this.xinyiIndustryMapper.selectTXinyiIndustryNewest();
        List<ChartBasic> chartsDataList = new ArrayList<>(9);
            //同时调用跃渊的预测接口 保存记录值
            try {
                String result = HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=3&time=" + DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH));
                if(!StringUtils.isBlank(result)){
                    JSONArray array = JSON.parseArray(result);
                    tXinyiForecastComparison.setYyForecastOne(array.getBigDecimal(6));
                    tXinyiForecastComparison.setYyForecastTwo(array.getBigDecimal(7));
                    tXinyiForecastComparison.setYyForecastThree(array.getBigDecimal(8));
                }
            } catch (Exception e) {
                log.error("调用跃渊的预测接口出现异常，异常信息为{}", e.getMessage());
            }
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal cscodBzz = normConfig.getCscodBzz();
            BigDecimal cscodGkz = normConfig.getCscodGkz();
            //处理展示数据
            for (int i = 0; i < tXinyiIndustries6.size(); i++) {
                TXinyiIndustry tXinyiIndustryTemp = tXinyiIndustries6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiIndustryTemp.getTestHour().substring(11));
                //todo  2024年6月25日10:09:24 目前就存放工业库的，后续看是否调整取化验室的
                chartBasic.setVal(tXinyiIndustryTemp.getCsTn());
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(cscodBzz, split, cscodGkz, BusinessEnum.WarningCategoryEnum.CS_TN_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsTn(), tXinyiIndustry, chartsDataList, date);
        //插入到数据库
        //2024年6月21日14:18:55  如果红杉预测和跃渊预测都有数据再保存
        if(Objects.isNull(tXinyiForecastComparison.getHsForecastOne()) || Objects.isNull(tXinyiForecastComparison.getHsForecastTwo()) ||Objects.isNull(tXinyiForecastComparison.getHsForecastThree())
                || Objects.isNull(tXinyiForecastComparison.getYyForecastOne()) || Objects.isNull(tXinyiForecastComparison.getYyForecastTwo()) || Objects.isNull(tXinyiForecastComparison.getYyForecastThree())){
            log.error("保存预测对比数据时，有存在不满足条件的数据，不再保存数据，数据为{}", JSON.toJSONString(tXinyiForecastComparison));
        }else
            this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
        }

    private void handlePredictorWarning(String[] split, String hour, String task, List<TXinyiIndustry> tXinyiIndustries6, List<TXinyiRobot> tXinyiRobots6, String date) {
        String[] hours = hour.split(",");
        //2024年6月23日18:28:55 因为存在跨天问题  所以日期也是逗号拼接的
        String[] dates = date.split(",");
        //2024年6月18日13:41:10 统一格式，否则查询不到结果
        //2024年6月18日10:36:49 增加预测记录，预测准确度计算等
        TXinyiForecastComparison tXinyiForecastComparison = new TXinyiForecastComparison();
        tXinyiForecastComparison.setCategory(task);
        tXinyiForecastComparison.setForecastTimeOne(dates[0].replaceAll("-", "/") + " " + hours[0]);
        tXinyiForecastComparison.setForecastTimeTwo(dates[1].replaceAll("-", "/") + " " + hours[1]);
        tXinyiForecastComparison.setForecastTimeThree(dates[2].replaceAll("-", "/") + " " + hours[2]);
        tXinyiForecastComparison.setHsForecastOne(new BigDecimal(split[0]));
        tXinyiForecastComparison.setHsForecastTwo(new BigDecimal(split[1]));
        tXinyiForecastComparison.setHsForecastThree(new BigDecimal(split[2]));
        //2024年6月20日14:28:31  增加字段，方便查询
        tXinyiForecastComparison.setRemark(DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYYMMDDHH_TS));

        //防止工业库挂掉以后持续预测同一数据
        //2024年6月20日14:59:23 因为预测bug 判断是否生成过了否则不生成
        String remark = tXinyiForecastComparison.getRemark();
        String category = tXinyiForecastComparison.getCategory();
        TXinyiForecastComparison tXinyiForecastComparisonReq = new TXinyiForecastComparison();
        tXinyiForecastComparisonReq.setRemark(remark);
        tXinyiForecastComparisonReq.setCategory(category);
        List<TXinyiForecastComparison> tXinyiForecastComparisons = this.xinyiForecastComparisonService.selectTXinyiForecastComparisonList(tXinyiForecastComparisonReq);
        if(!CollectionUtils.isEmpty(tXinyiForecastComparisons)){
            log.error("预测已经进行过了，无需重复运行~~~~~~~~~~~@@@@@@@，时间为{}\n类型为{}", remark, category);
            return;
        }

        //获取配置表
        List<TXinyiNormConfig> tXinyiNormConfigs = this.xinyiNormConfigMapper.selectTXinyiNormConfigList(null);
        if(CollectionUtils.isEmpty(tXinyiNormConfigs)) {
           log.error( "未查询到配置信息");
           return;
        }
        TXinyiNormConfig normConfig = tXinyiNormConfigs.get(0);
        //获取最新的工业库的数据
        TXinyiIndustry tXinyiIndustry = this.xinyiIndustryMapper.selectTXinyiIndustryNewest();
        List<ChartBasic> chartsDataList = new ArrayList<>(9);
        if("cod".equals(task)){
            //同时调用跃渊的预测接口 保存记录值
            try {
                String result = HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=2&time=" + DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH));
                if(!StringUtils.isBlank(result)){
                    JSONArray array = JSON.parseArray(result);
                    tXinyiForecastComparison.setYyForecastOne(array.getBigDecimal(6));
                    tXinyiForecastComparison.setYyForecastTwo(array.getBigDecimal(7));
                    tXinyiForecastComparison.setYyForecastThree(array.getBigDecimal(8));
                }
            } catch (Exception e) {
                log.error("调用跃渊的预测接口出现异常，异常信息为{}", e.getMessage());
            }
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal cscodBzz = normConfig.getCscodBzz();
            BigDecimal cscodGkz = normConfig.getCscodGkz();
            //处理展示数据
            for (int i = 0; i < tXinyiIndustries6.size(); i++) {
                TXinyiIndustry tXinyiIndustryTemp = tXinyiIndustries6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiIndustryTemp.getTestHour().substring(11));
                //2024年6月25日10:10:38 bug修改，需要判断类型赋不同的值
                if("tn".equals(category))//这种情况没有了
                    chartBasic.setVal(DecimalUtils.getAbsAndScale(tXinyiIndustryTemp.getCsTn(), INT_2));
                if("cod".equals(category))
                    chartBasic.setVal(DecimalUtils.getAbsAndScale(tXinyiIndustryTemp.getCsCod(), INT_2));
                if("ss".equals(category))
                    chartBasic.setVal(DecimalUtils.getAbsAndScale(tXinyiIndustryTemp.getCsSs(), INT_2));
                if("tp".equals(category))
                    chartBasic.setVal(DecimalUtils.getAbsAndScale(tXinyiIndustryTemp.getCsTp(), INT_2));
                if("nh3".equals(category))
                    chartBasic.setVal(DecimalUtils.getAbsAndScale(tXinyiIndustryTemp.getCsNh3(), INT_2));
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(cscodBzz, split, cscodGkz, BusinessEnum.WarningCategoryEnum.CS_COD_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsCod(), tXinyiIndustry, chartsDataList, date);
        }else if("ss".equals(task)){
            //同时调用跃渊的预测接口 保存记录值
            try {
                String result = HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=5&time=" + DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH));
                if(!StringUtils.isBlank(result)){
                    JSONArray array = JSON.parseArray(result);
                    tXinyiForecastComparison.setYyForecastOne(array.getBigDecimal(6));
                    tXinyiForecastComparison.setYyForecastTwo(array.getBigDecimal(7));
                    tXinyiForecastComparison.setYyForecastThree(array.getBigDecimal(8));
                }
            } catch (Exception e) {
                log.error("调用跃渊的预测接口出现异常，异常信息为{}", e.getMessage());
            }
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal csSSBzz = normConfig.getCsssBzz();
            BigDecimal csssGkz = normConfig.getCsssGkz();
            //处理展示数据
            for (int i = 0; i < tXinyiIndustries6.size(); i++) {
                TXinyiIndustry tXinyiIndustryTemp = tXinyiIndustries6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiIndustryTemp.getTestHour().substring(11));
                chartBasic.setVal(tXinyiIndustryTemp.getCsSs());
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(csSSBzz, split, csssGkz, BusinessEnum.WarningCategoryEnum.CS_SS_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsSs(), tXinyiIndustry, chartsDataList, date);
        }/*else if("tn".equals(task)){
            //同时调用跃渊的预测接口 保存记录值
            try {
                String result = HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=3&time=" + DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH));
                if(!StringUtils.isBlank(result)){
                    JSONArray array = JSON.parseArray(result);
                    tXinyiForecastComparison.setYyForecastOne(array.getBigDecimal(6));
                    tXinyiForecastComparison.setYyForecastTwo(array.getBigDecimal(7));
                    tXinyiForecastComparison.setYyForecastThree(array.getBigDecimal(8));
                }
            } catch (Exception e) {
                log.error("调用跃渊的预测接口出现异常，异常信息为{}", e.getMessage());
            }
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal cszzBzz = normConfig.getCszzBzz();
            BigDecimal cszzGkz = normConfig.getCszzGkz();
            //处理展示数据
            for (int i = 0; i < tXinyiIndustries6.size(); i++) {
                TXinyiIndustry tXinyiIndustryTemp = tXinyiIndustries6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiIndustryTemp.getTestHour().substring(11));
                chartBasic.setVal(tXinyiIndustryTemp.getCsTn());
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(cszzBzz, split, cszzGkz, BusinessEnum.WarningCategoryEnum.CS_TN_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsCod(), tXinyiIndustry, chartsDataList, date);
        }*/else if("tp".equals(task)){
            //同时调用跃渊的预测接口 保存记录值
            try {
                String result = HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=1&time=" + DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH));
                if(!StringUtils.isBlank(result)){
                    JSONArray array = JSON.parseArray(result);
                    tXinyiForecastComparison.setYyForecastOne(array.getBigDecimal(6));
                    tXinyiForecastComparison.setYyForecastTwo(array.getBigDecimal(7));
                    tXinyiForecastComparison.setYyForecastThree(array.getBigDecimal(8));
                }
            } catch (Exception e) {
                log.error("调用跃渊的预测接口出现异常，异常信息为{}", e.getMessage());
            }
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal cszlBzz = normConfig.getCszlBzz();
            BigDecimal cszlGkz = normConfig.getCszlGkz();
            //处理展示数据
            for (int i = 0; i < tXinyiIndustries6.size(); i++) {
                TXinyiIndustry tXinyiIndustryTemp = tXinyiIndustries6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiIndustryTemp.getTestHour().substring(11));
                chartBasic.setVal(tXinyiIndustryTemp.getCsTp());
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(cszlBzz, split, cszlGkz, BusinessEnum.WarningCategoryEnum.CS_TP_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsTp(), tXinyiIndustry, chartsDataList, date);
        }else if("nh3".equals(task)){
            //同时调用跃渊的预测接口 保存记录值
            try {
                String result = HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=4&time=" + DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH));
                if(!StringUtils.isBlank(result)){
                    JSONArray array = JSON.parseArray(result);
                    tXinyiForecastComparison.setYyForecastOne(array.getBigDecimal(6));
                    tXinyiForecastComparison.setYyForecastTwo(array.getBigDecimal(7));
                    tXinyiForecastComparison.setYyForecastThree(array.getBigDecimal(8));
                }
            } catch (Exception e) {
                log.error("调用跃渊的预测接口出现异常，异常信息为{}", e.getMessage());
            }
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal csadBzz = normConfig.getCsadBzz();
            BigDecimal csadGkz = normConfig.getCsadGkz();
            //处理展示数据
            for (int i = 0; i < tXinyiIndustries6.size(); i++) {
                TXinyiIndustry tXinyiIndustryTemp = tXinyiIndustries6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiIndustryTemp.getTestHour().substring(11));
                chartBasic.setVal(tXinyiIndustryTemp.getCsNh3());
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(csadBzz, split, csadGkz, BusinessEnum.WarningCategoryEnum.CS_AD_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsNh3(), tXinyiIndustry, chartsDataList, date);
        }/*else if("xsy1".equals(task)){
            //2024年6月21日14:57:02 红杉的出水总氮预测改成 不用工业库的，用化验科的两个xsy 相关指标
            //同时调用跃渊的预测接口 保存记录值
            try {
                String result = HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=3&time=" + DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH));
                if(!StringUtils.isBlank(result)){
                    JSONArray array = JSON.parseArray(result);
                    tXinyiForecastComparison.setYyForecastOne(array.getBigDecimal(6));
                    tXinyiForecastComparison.setYyForecastTwo(array.getBigDecimal(7));
                    tXinyiForecastComparison.setYyForecastThree(array.getBigDecimal(8));
                }
            } catch (Exception e) {
                log.error("调用跃渊的预测接口出现异常，异常信息为{}", e.getMessage());
            }
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal cscodBzz = new BigDecimal(XIAOSUANYAN_BZK);
            BigDecimal cscodGkz = new BigDecimal(XIAOSUANYAN_GKZ);
            //处理展示数据
            for (int i = 0; i < tXinyiRobots6.size(); i++) {
                TXinyiRobot tXinyiRobotTemp = tXinyiRobots6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiRobotTemp.getTestHour().substring(11));
                chartBasic.setVal(tXinyiRobotTemp.getNo3Hlj1Jqr());
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(cscodBzz, split, cscodGkz, BusinessEnum.WarningCategoryEnum.CS_XSY_1_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsCod(), tXinyiIndustry, chartsDataList, date);
        }else if("xsy2".equals(task)){
            // this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
            BigDecimal cscodBzz = new BigDecimal(XIAOSUANYAN_BZK);
            BigDecimal cscodGkz = new BigDecimal(XIAOSUANYAN_GKZ);
            //处理展示数据
            for (int i = 0; i < tXinyiRobots6.size(); i++) {
                TXinyiRobot tXinyiRobotTemp = tXinyiRobots6.get(5 - i);
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(tXinyiRobotTemp.getTestHour().substring(11));
                chartBasic.setVal(tXinyiRobotTemp.getNo3Hlj2Jqr());
                chartsDataList.add(chartBasic);
            }
            for (int i = 0; i < split.length; i++) {
                String val = split[i];
                ChartBasic chartBasic = new ChartBasic();
                chartBasic.setTime(hours[i]);
                chartBasic.setVal(new BigDecimal(val));
                chartsDataList.add(chartBasic);
            }
            handleXinYiWarningsYC(cscodBzz, split, cscodGkz, BusinessEnum.WarningCategoryEnum.CS_XSY_2_YC.getCode(), hour, normConfig,tXinyiIndustry.getCsCod(), tXinyiIndustry, chartsDataList, date);
        }*/else {
            log.error("暂未支持的类型{}", task);
        }
        //插入到数据库
        //2024年6月21日14:18:55  如果红杉预测和跃渊预测都有数据再保存
        if(Objects.isNull(tXinyiForecastComparison.getHsForecastOne()) || Objects.isNull(tXinyiForecastComparison.getHsForecastTwo()) ||Objects.isNull(tXinyiForecastComparison.getHsForecastThree())
            || Objects.isNull(tXinyiForecastComparison.getYyForecastOne()) || Objects.isNull(tXinyiForecastComparison.getYyForecastTwo()) || Objects.isNull(tXinyiForecastComparison.getYyForecastThree())){
            log.error("保存预测对比数据时，有存在不满足条件的数据，不再保存数据，数据为{}", JSON.toJSONString(tXinyiForecastComparison));
        }else
            this.xinyiForecastComparisonService.insertTXinyiForecastComparison(tXinyiForecastComparison);
    }

    private void handleXinYiWarningsYC(BigDecimal csBzz, String[] split, BigDecimal csGkz, String category, String hour, TXinyiNormConfig normConfig, BigDecimal currentVal, TXinyiIndustry tXinyiIndustry, List<ChartBasic> chartsDataList, String date) {
        BigDecimal multiply = csBzz.multiply(new BigDecimal(MyConstants.SCALE_VALUE));
        TXinyiWarningRecord tXinyiWarningRecord = null;
        String yjHour = null;
        for (int i = 0, splitLength = split.length; i < splitLength; i++) {
            String forecast = split[i];
            /*BigDecimal forecastVal = new BigDecimal("10000");*/
            BigDecimal forecastVal = new BigDecimal(forecast);
            tXinyiWarningRecord = new TXinyiWarningRecord();
            /*String category = BusinessEnum.WarningCategoryEnum.CS_AD.getCode();*/
            tXinyiWarningRecord.setStatus(0);
            tXinyiWarningRecord.setType(2);
            tXinyiWarningRecord.setCategory(category);
            tXinyiWarningRecord.setWarningVal(currentVal);//当前值
            tXinyiWarningRecord.setForecastVal(forecastVal);
            tXinyiWarningRecord.setDesignVal(csBzz);
            tXinyiWarningRecord.setControlVal(csGkz);
            tXinyiWarningRecord.setCreateBy(WARNING_DEFAULT_CREATE);
            tXinyiWarningRecord.setCreateTime(DateUtils.getNowDate());
            tXinyiWarningRecord.setRemark("2");

            //2024年5月25日17:52:33  如果工业库获取不到数据，也触发报警，但是不调用决策接口
            if (Objects.isNull(forecastVal)) {
                tXinyiWarningRecord.setReason(category + EXCEPTION_WARNING_YC);
                tXinyiWarningRecord.setLevel(WARNING_LEVEL_NO_DATE);
            } else if (forecastVal.compareTo(multiply) > 0) {//一级
                tXinyiWarningRecord.setReason(category + CHAOBIAO_WARNING_YC);
                tXinyiWarningRecord.setLevel(WARNING_LEVEL_ONE);
            } else if (forecastVal.compareTo(csBzz) >= 0 && forecastVal.compareTo(multiply) <= 0) {//二级
                tXinyiWarningRecord.setReason(category + CHAOBIAO_WARNING_YC);
                tXinyiWarningRecord.setLevel(WARNING_LEVEL_TWO);
            } else if (!Objects.isNull(csGkz) && forecastVal.compareTo(csGkz) > 0) {
                tXinyiWarningRecord.setReason(category + CHAOGUANKONG_WARNING_YC);
                tXinyiWarningRecord.setLevel(WARNING_LEVEL_THREE);
            } else {
                tXinyiWarningRecord = null;//这种的无需处理
            }
            if (!Objects.isNull(tXinyiWarningRecord)) {
                log.info("预测报警中出现了超标的情况，循环可以退出了");
                yjHour = hour.split(",")[i];
                date = date.split(",")[i];//2024年6月23日18:34:49  日期也是多个了
                //预计超标时间 不是当前值，是预测超标的时间。
                try {
                    tXinyiWarningRecord.setTime(DateUtils.parseDate(date + " " + yjHour, DateUtils.YYYY_MM_DD_HH));
                } catch (ParseException e) {
                    log.error("处理语句的预计超标时间是，异常，异常信息为{}", e.getMessage());
                }
                break;
            }
        }
        //当前状态正常 需要查询历史有无正在报警的数据，如果有，将报警状态改完2(系统自动关闭)
        List<TXinyiWarningRecord> tXinyiWarningRecords = this.xinyiWarningRecordMapper.selectTXinyiWarningRecordList(TXinyiWarningRecord.builder().delFlag(0).type(2).category(category).warningStatus(0).build());
        if(Objects.isNull(tXinyiWarningRecord)){//数据正常，无告警信息
            if(!CollectionUtils.isEmpty(tXinyiWarningRecords)){
                log.info( "{}:现在恢复正常，历史报警数据为{}", category,JSON.toJSONString(tXinyiWarningRecords));
                for (TXinyiWarningRecord xinyiWarningRecord : tXinyiWarningRecords) {
                    xinyiWarningRecord.setStatus(2);
                    Date nowDate = DateUtils.getNowDate();
                    xinyiWarningRecord.setOffTime(nowDate);
                    xinyiWarningRecord.setUpdateTime(nowDate);
                    xinyiWarningRecord.setUpdateBy(WARNING_DEFAULT_CREATE);
                    this.xinyiWarningRecordMapper.updateTXinyiWarningRecord(xinyiWarningRecord);
                }
            }
        }else{//有告警信息
            //2024年6月27日10:45:49  列表的预警时间和showval里的预警时间保持一致（用同一个，否则可能有一分钟左右的误差）
            Date nowDate = DateUtils.getNowDate();
            if(CollectionUtils.isEmpty(tXinyiWarningRecords)){//之前没有告警记录
                //保存到数据库中
                this.xinyiWarningRecordMapper.insertTXinyiWarningRecord(tXinyiWarningRecord);
                if(WARNING_LEVEL_NO_DATE.equals(tXinyiWarningRecord.getLevel())){
                    //只保存一个普通的问答记录 不需要调用决策信息，但是实时数据还是要记录的
                    this.addChatRecordByDeviceErr(tXinyiWarningRecord, tXinyiIndustry, normConfig);
                }else {
                    //继续调用大模型prompt
                    try {
                        this.askBigModelForYC(tXinyiWarningRecord, tXinyiIndustry, normConfig, chartsDataList, date, yjHour, nowDate);
                    } catch (Exception e) {
                        log.error("预测完成调用大模型获取解决方案时异常，异常信息为{}", JSON.toJSONString(e));
                    }
                }
            }else{
                log.info("{}:之前已经有过告警记录了，且还是继续报警，无需重复添加报警，但是决策仍然要调用", category);
                for (TXinyiWarningRecord xinyiWarningRecord : tXinyiWarningRecords) {//理论上只有一个的
                    if(WARNING_LEVEL_NO_DATE.equals(tXinyiWarningRecord.getLevel())){
                        //只保存一个普通的问答记录 不需要调用决策信息，但是实时数据还是要记录的
                        this.addChatRecordByDeviceErr(tXinyiWarningRecord, tXinyiIndustry, normConfig);
                    }else {
                        //2024年6月25日11:32:13 预测的相对特殊：因为前端不展示次数，所以这里把 超标时间+现在值+预测值更新一下
                        xinyiWarningRecord.setForecastVal(tXinyiWarningRecord.getForecastVal());
                        xinyiWarningRecord.setWarningVal(currentVal);
                        xinyiWarningRecord.setTime(tXinyiWarningRecord.getTime());
                        xinyiWarningRecord.setUpdateTime(nowDate);
                        xinyiWarningRecord.setUpdateBy(WARNING_DEFAULT_CREATE);
                        //更新数据库
                        this.xinyiWarningRecordMapper.updateTXinyiWarningRecord(xinyiWarningRecord);
                        //继续调用决策
                        try {
                            this.askBigModelForYC(xinyiWarningRecord, tXinyiIndustry, normConfig, chartsDataList, date, yjHour, nowDate);
                        } catch (Exception e) {
                            log.error("预测完成调用大模型获取解决方案时异常，异常信息为{}", JSON.toJSONString(e));
                        }
                    }
                }
            }
        }
    }

    private void askBigModelForYC(TXinyiWarningRecord xinyiWarningRecord, TXinyiIndustry tXinyiIndustry, TXinyiNormConfig normConfig, List<ChartBasic> chartsDataList, String date, String yjHour, Date nowDate) {
        log.info("预测进入了后台接口调⽤⼤模型获取问答结果处理（预测）");
        StringBuilder sb = new StringBuilder();
        String sessionId = IdUtils.simpleUUID();
        ChatReq chatReq = new ChatReq();
//        String ipAddr = IpUtils.getIpAddr();//获取用户的ip地址 传给大模型
        String ipAddr = "";//获取用户的ip地址 传给大模型  定时任务获取不到ip地址
        int counts = 1;//默认是第一次
        //这种问答 没有历史问答的概念 直接把问题扔进去就行 无需查询历史记录
        List<String> historyDates = new ArrayList<>();
        //构建问题(替换提示词中的占位符)
        /*String shWarningPrompt = YC_WARNING_PROMPT;
        shWarningPrompt =shWarningPrompt.replace("#{0}", xinyiWarningRecord.getReason());
        shWarningPrompt =shWarningPrompt.replace("#{1}", String.valueOf(DecimalUtils.getAbsAndScale(xinyiWarningRecord.getDesignVal(), INT_2)));
        shWarningPrompt =shWarningPrompt.replace("#{2}", String.valueOf(DecimalUtils.getAbsAndScale(xinyiWarningRecord.getWarningVal(), INT_2)));
        shWarningPrompt =shWarningPrompt.replace("#{3}", String.valueOf(DecimalUtils.getAbsAndScale(xinyiWarningRecord.getForecastVal(), INT_2)));*/
        StringBuilder prompt = new StringBuilder(YC_WARNING_PROMPT_1);
        prompt.append(xinyiWarningRecord.getReason());
        prompt.append(YC_WARNING_PROMPT_2).append(DecimalUtils.getAbsAndScale(xinyiWarningRecord.getDesignVal(), INT_2));
        prompt.append(YC_WARNING_PROMPT_3).append(DecimalUtils.getAbsAndScale(xinyiWarningRecord.getWarningVal(), INT_2));
        prompt.append(YC_WARNING_PROMPT_4).append(DecimalUtils.getAbsAndScale(xinyiWarningRecord.getForecastVal(), INT_2));
        prompt.append(YC_WARNING_PROMPT_5);
        historyDates.add(prompt.toString());
        // 获取输出流
        ManagedChannel channel = null;
        try {
            channel = ManagedChannelBuilder.forAddress(bigModelConfig.getIp(), bigModelConfig.getPort())
                    .usePlaintext()
                    .build();
            InferenceAPIsServiceGrpc.InferenceAPIsServiceBlockingStub stub = InferenceAPIsServiceGrpc.newBlockingStub(channel);
//            String dataJson = "{\"bot_id\":\"721\",\"exp_id\":\"721\",\"session_id\":\"" + sessionId + "\",\"use_rag\":\"true\",\"prompt\":\"你是⼀个资深⽔务领域专家，能回答各种⽔务相关问题\",\"history_dia\":" + JSON.toJSONString(historyDates) + ",\"generate_args\":{\"max_new_tokens\":2048,\"max_length\":4096,\"num_beams\":1,\"do_sample\":true,\"top_p\":0.7,\"temperature\":0.95},\"extra\":{ \"ip_address\": \"" + ipAddr  + "\" },\"strengthen\":" + (true) + "}";
            //2024年6月27日10:51:47  优化：不再手动拼接JSON字符串
            String dataJson = buildBigModelReqForChat(sessionId, historyDates);
            log.info("请求大模型的问答参数为{}", dataJson);
            PredictionsRequest request = PredictionsRequest.newBuilder()
                    .setModelName("slibra_bot")
                    .putInput("method", ByteString.copyFrom("infer_stream", "utf-8"))//推理
                    .putInput("data", ByteString.copyFrom(dataJson, "utf-8"))
                    .buildPartial();
            Iterator<PredictionResponse> predictions = stub.streamPredictions(request);
            //将结果记录到问答表
            while (predictions.hasNext()) {
                String responseStr = predictions.next().getPrediction().toStringUtf8();
                log.info("大模型问答返回的原始结果为{}", responseStr);
                responseStr = JSON.parseObject(responseStr).getString("message");
                if("complete".equals(responseStr)){
                    log.info("结尾语句并且是非JSON，无需处理");
                }else{
                    sb.append(responseStr);
                }
            }
            //将问答更新到数据库中
            chatReq.setSessionId(sessionId);
            chatReq.setType(1);//0问答 1决策 2本地 3仿真预测  预测报警这里也算是决策  仿真预测是在调用仿真那里使用的
            chatReq.setModule(3);//0专家问答 1智能工单 2智能体助手 3告警 4简报
            String showVal = this.buildShowValueWithCharts(xinyiWarningRecord, tXinyiIndustry, normConfig, chartsDataList, date, yjHour, nowDate);
            chatReq.setShowVal(showVal);
            chatReq.setQuestion(prompt.toString());
            chatReq.setAnswer(sb.toString());
            chatReq.setWarningId(String.valueOf(xinyiWarningRecord.getId()));
            chatReq.setCounts(counts);//问答次数
            chatReq.setUserId(WARNING_DEFAULT_CREATE);
            chatReq.setCreateBy(WARNING_DEFAULT_CREATE);
            chatReq.setCreateTime(DateUtils.getNowDate());
            this.xinyiChatRecordMapper.insertTXinyiChatRecord(chatReq);
        } catch (IOException e) {
            throw new RuntimeException(e);
        } finally {
            // 关闭输出流
            channel.shutdown();
        }
    }

    private String buildBigModelReqForChat(String sessionId, List<String> historyDates) {
        ChatRequest chatRequest = new ChatRequest();
        chatRequest.setSessionId(sessionId);
        chatRequest.setHistoryDia(historyDates);
        //2024年7月5日13:24:10 temperature做区分
        GenerateArgs generateArgs = new GenerateArgs();
        generateArgs.setTemperature(bigModelConfig.getTemperature());
        chatRequest.setGenerateArgs(generateArgs);
        Map<String, Object> extra = new HashMap<>();
//        extra.put("ip_address", IpUtils.getIpAddr());
        extra.put("ip_address", null);
        chatRequest.setExtra(extra);
        chatRequest.setStrengthen(true);
        return JSON.toJSONString(chatRequest);
    }


    public String getPredictor(String type){
        // 获取输出流
        ManagedChannel channel = null;
        try {
            channel = ManagedChannelBuilder.forAddress(bigModelConfig.getIp(), bigModelConfig.getPort())
                    .usePlaintext()
                    .build();
            InferenceAPIsServiceGrpc.InferenceAPIsServiceBlockingStub stub = InferenceAPIsServiceGrpc.newBlockingStub(channel);
//            String dataJson = "{\"bot_id\":\"b00001\",\"exp_id\":\"721\",\"norm\":\"" + type + "\",\"session_id\":\" " + IdUtils.simpleUUID() + "  \",\"extra\":{}}";
            //2024年6月27日13:23:25  优化：改成非拼接JSON字符串
            String dataJson = buildBigModelReqForPredictor(type);
            log.info("请求大模型的预测的参数为{}", dataJson);
            PredictionsRequest request = PredictionsRequest.newBuilder()
                    .setModelName("slibra_bot")
                    .putInput("method", ByteString.copyFrom("predictor", "utf-8"))//推理
                    .putInput("data", ByteString.copyFrom(dataJson, "utf-8"))
                    .buildPartial();
            /*Iterator<PredictionResponse> predictions = stub.streamPredictions(request);
            //将结果记录到问答表
            String responseStr = predictions.next().getPrediction().toStringUtf8();
            log.info("大模型的预测的返回结果为{}", responseStr);*/
            //2024年6月21日11:46:36  改成非流式输出
            PredictionResponse predictions = stub.predictions(request);
            String responseStr = predictions.getPrediction().toStringUtf8();
            log.info("调用TFT预测大模型返回的原始结果为{}", responseStr);
//            return JSON.parseObject(responseStr).getString("pred");
            return responseStr;
        } catch (IOException e) {
            throw new RuntimeException(e);
        } finally {
            assert channel != null;
            channel.shutdown();
        }
    }

    private static String buildBigModelReqForPredictor(String type) {
        PredictorRequest predictorRequest = new PredictorRequest();
        predictorRequest.setNorm(type);
        predictorRequest.setSessionId(IdUtils.simpleUUID());
        return JSON.toJSONString(predictorRequest);
    }

    /**
     *
     * 2022/01/01 转成2022年01月01日 数据
     * @param testDate
     * @return
     */
    private String formateDateStr(String testDate) {
        if(StringUtils.isBlank(testDate))
            return "";
        if(!testDate.contains("/"))
            return testDate;
        String[] split = testDate.split("/");
        return split[0] + "年" + split[1] + "月" + split[2] + "日";
    }

    private void askBigModel(String question, String showVal) {
        log.info("进入了后台接口调⽤⼤模型获取问答结果处理");
        StringBuilder sb = new StringBuilder();
        String sessionId = IdUtils.simpleUUID();
        ChatReq chatReq = new ChatReq();
//        String ipAddr = IpUtils.getIpAddr();//获取用户的ip地址 传给大模型
        String ipAddr = "";//获取用户的ip地址 传给大模型  定时任务获取不到ip地址
        int counts = 1;//默认是第一次
        //这种问答 没有历史问答的概念 直接把问题扔进去就行 无需查询历史记录
        List<String> historyDates = new ArrayList<>();
        historyDates.add(question);
        // 获取输出流
        ManagedChannel channel = null;
        try {
            channel = ManagedChannelBuilder.forAddress(bigModelConfig.getIp(), bigModelConfig.getPort())
                    .usePlaintext()
                    .build();
            InferenceAPIsServiceGrpc.InferenceAPIsServiceBlockingStub stub = InferenceAPIsServiceGrpc.newBlockingStub(channel);
//            String dataJson = "{\"bot_id\":\"721\",\"exp_id\":\"721\",\"session_id\":\"" + sessionId + "\",\"use_rag\":\"true\",\"prompt\":\"你是⼀个资深⽔务领域专家，能回答各种⽔务相关问题\",\"history_dia\":" + JSON.toJSONString(historyDates) + ",\"generate_args\":{\"max_new_tokens\":2048,\"max_length\":4096,\"num_beams\":1,\"do_sample\":true,\"top_p\":0.7,\"temperature\":0.95},\"extra\":{ \"ip_address\": \"" + ipAddr  + "\" },\"strengthen\":" + (true) + "}";
            //2024年6月27日10:51:47  优化：不再手动拼接JSON字符串
            String dataJson = buildBigModelReqForChat(sessionId, historyDates);
            log.info("请求大模型的问答参数为{}", dataJson);
            PredictionsRequest request = PredictionsRequest.newBuilder()
                    .setModelName("slibra_bot")
                    .putInput("method", ByteString.copyFrom("infer_stream", "utf-8"))//推理
                    .putInput("data", ByteString.copyFrom(dataJson, "utf-8"))
                    .buildPartial();
            Iterator<PredictionResponse> predictions = stub.streamPredictions(request);
            //将结果记录到问答表
            while (predictions.hasNext()) {
                String responseStr = predictions.next().getPrediction().toStringUtf8();
                log.info("大模型问答返回的原始结果为{}", responseStr);
                responseStr = JSON.parseObject(responseStr).getString("message");
                if("complete".equals(responseStr)){
                    System.out.println("结尾语句并且是非JSON，无需处理");
                    //结束语句也流式输出，但是并不记录下来  2024年5月24日11:15:23 也不返回前端
                    /*outputStream.write(responseStr.getBytes());
                    outputStream.flush();*/
                }else{
                    sb.append(responseStr);
                }
            }
            //将问答更新到数据库中
            chatReq.setSessionId(sessionId);
            chatReq.setType(2);//0问答 1决策 2本地 3仿真预测
            chatReq.setModule(4);//0专家问答 1智能工单 2智能体助手 3告警 4简报
            chatReq.setShowVal(showVal);
            chatReq.setQuestion(question);
            chatReq.setAnswer(sb.toString());
            chatReq.setCounts(counts);//问答次数
            chatReq.setUserId(WARNING_DEFAULT_CREATE);
            chatReq.setCreateBy(WARNING_DEFAULT_CREATE);
            chatReq.setCreateTime(DateUtils.getNowDate());
            this.xinyiChatRecordMapper.insertTXinyiChatRecord(chatReq);
        } catch (IOException e) {
            throw new RuntimeException(e);
        } finally {
            // 关闭输出流
            channel.shutdown();
        }
    }

    /**
     * @param dailyTwoRecords
     * @return
     */
    @Deprecated
    private String buildShortReportQueryData(List<TXinyiDaily> dailyTwoRecords) {
        //查询配置信息
        List<TXinyiNormConfig> tXinyiNormConfigs = this.xinyiNormConfigMapper.selectTXinyiNormConfigList(null);
        if(CollectionUtils.isEmpty(tXinyiNormConfigs))
            return null;
        TXinyiNormConfig normConfig = tXinyiNormConfigs.get(0);
        //获取数据
        TXinyiDaily yesterdayData = dailyTwoRecords.get(0);
        TXinyiDaily beforeYesterdayData = dailyTwoRecords.get(1);
        String originStr = JIAN_BAO_PROMPT;
        String yesterdayStr = yesterdayData.getTestDate().substring(5).replace("/", "月") +  "日";
        String beforeYesterdayStr = beforeYesterdayData.getTestDate().substring(5).replace("/", "月") +  "日";
        originStr = originStr.replace("#{0}", yesterdayStr);
        originStr = originStr.replace("#{1}", beforeYesterdayStr);
        originStr = originStr.replace("#{2}", String.valueOf(yesterdayData.getJsCod()));
        originStr = originStr.replace("#{3}", String.valueOf(yesterdayData.getJsTn()));
        originStr = originStr.replace("#{4}", String.valueOf(yesterdayData.getJsTp()));
        originStr = originStr.replace("#{5}", String.valueOf(yesterdayData.getJsNh3()));
        originStr = originStr.replace("#{6}", String.valueOf(yesterdayData.getJsSs()));
        originStr = originStr.replace("#{7}", String.valueOf(yesterdayData.getJSL()));
        originStr = originStr.replace("#{8}", String.valueOf(yesterdayData.getCsCod()));
        originStr = originStr.replace("#{9}", String.valueOf(yesterdayData.getCsTn()));
        originStr = originStr.replace("#{10}", String.valueOf(yesterdayData.getCsTp()));
        originStr = originStr.replace("#{11}", String.valueOf(yesterdayData.getCsNh3()));
        originStr = originStr.replace("#{12}", String.valueOf(yesterdayData.getCsSs()));
        originStr = originStr.replace("#{13}", String.valueOf(yesterdayData.getCSL()));
        originStr = originStr.replace("#{14}", String.valueOf(beforeYesterdayData.getJsCod()));
        originStr = originStr.replace("#{15}", String.valueOf(beforeYesterdayData.getJsTn()));
        originStr = originStr.replace("#{16}", String.valueOf(beforeYesterdayData.getJsTp()));
        originStr = originStr.replace("#{17}", String.valueOf(beforeYesterdayData.getJsNh3()));
        originStr = originStr.replace("#{18}", String.valueOf(beforeYesterdayData.getJsSs()));
        originStr = originStr.replace("#{19}", String.valueOf(beforeYesterdayData.getJSL()));
        originStr = originStr.replace("#{20}", String.valueOf(beforeYesterdayData.getCsCod()));
        originStr = originStr.replace("#{21}", String.valueOf(beforeYesterdayData.getCsTn()));
        originStr = originStr.replace("#{22}", String.valueOf(beforeYesterdayData.getCsTp()));
        originStr = originStr.replace("#{23}", String.valueOf(beforeYesterdayData.getCsNh3()));
        originStr = originStr.replace("#{24}", String.valueOf(beforeYesterdayData.getCsSs()));
        originStr = originStr.replace("#{25}", String.valueOf(beforeYesterdayData.getCSL()));
        originStr = originStr.replace("#{26}", String.valueOf(normConfig.getJscodSjz()));
        originStr = originStr.replace("#{27}", String.valueOf(normConfig.getJszdSjz()));
        originStr = originStr.replace("#{28}", String.valueOf(normConfig.getJszlSjz()));
        originStr = originStr.replace("#{29}", String.valueOf(normConfig.getJsadSjz()));
        originStr = originStr.replace("#{30}", String.valueOf(normConfig.getJsssSjz()));
        originStr = originStr.replace("#{31}", String.valueOf(normConfig.getCscodBzz()));
        originStr = originStr.replace("#{32}", String.valueOf(normConfig.getCszzBzz()));
        originStr = originStr.replace("#{33}", String.valueOf(normConfig.getCszlBzz()));
        originStr = originStr.replace("#{34}", String.valueOf(normConfig.getCsadBzz()));
        originStr = originStr.replace("#{35}", String.valueOf(normConfig.getCsssBzz()));
        return originStr;
    }

    //2024年6月23日19:58:21 简报生成的prompt调整。
    private String buildShortReportQueryDataNew(List<TXinyiDaily> dailyTwoRecords) {
        //查询配置信息
        List<TXinyiNormConfig> tXinyiNormConfigs = this.xinyiNormConfigMapper.selectTXinyiNormConfigList(null);
        if(CollectionUtils.isEmpty(tXinyiNormConfigs))
            return null;
        TXinyiNormConfig normConfig = tXinyiNormConfigs.get(0);
        //获取数据
        TXinyiDaily yesterdayData = dailyTwoRecords.get(0);
//        String originStr = SHORT_REPORT_BEGIN.replace("#{0}", yesterdayData.getTestDate());
        StringBuilder sb = new StringBuilder(SHORT_REPORT_BEGIN_1);
        sb.append(yesterdayData.getTestDate());
        sb.append(SHORT_REPORT_BEGIN_2);
        for (TXinyiDaily dailyTwoRecord : dailyTwoRecords) {
            sb.append(formateDateStr(dailyTwoRecord.getTestDate())).append("进出水质数据：\n");
            sb.append("进水：\n");
            sb.append("进水COD").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getJsCod(), 2)).append("mg/L、");
            sb.append("进水总氮").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getJsTn(), 2)).append("mg/L、");
            sb.append("进水总磷").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getJsTp(), 2)).append("mg/L、");
            sb.append("进水氨氮").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getJsNh3(), 2)).append("mg/L、");
            sb.append("进水SS").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getJsSs(), 2)).append("mg/L、");
            sb.append("进水水量").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getJSL(), 2)).append("m³/d").append(";\n");
            sb.append("出水：\n");
            sb.append("出水COD").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getCsCod(), 2)).append("mg/L、");
            sb.append("出水总氮").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getCsTn(), 2)).append("mg/L、");
            sb.append("出水总磷").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getCsTp(), 2)).append("mg/L、");
            sb.append("出水氨氮").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getCsNh3(), 2)).append("mg/L、");
            sb.append("出水SS").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getCsSs(), 2)).append("mg/L、");
            sb.append("出水水量").append(DecimalUtils.getAbsAndScale(dailyTwoRecord.getCSL(), 2)).append("m³/d").append("。\n");
        }
        sb.append(SHORT_REPORT_END);
        sb.append("进水COD：").append(DecimalUtils.getAbsAndScale(normConfig.getJscodSjz(), 2)).append("mg/L、");
        sb.append("进水总氮：").append(DecimalUtils.getAbsAndScale(normConfig.getJszdSjz(), 2)).append("mg/L、");
        sb.append("进水总磷：").append(DecimalUtils.getAbsAndScale(normConfig.getJszlSjz(), 2)).append("mg/L、");
        sb.append("进水氨氮：").append(DecimalUtils.getAbsAndScale(normConfig.getJsadSjz(), 2)).append("mg/L、");
        sb.append("进水SS：").append(DecimalUtils.getAbsAndScale(normConfig.getJsssSjz(), 2)).append("mg/L、");
        sb.append("出水COD：").append(DecimalUtils.getAbsAndScale(normConfig.getCscodBzz(), 2)).append("mg/L、");
        sb.append("出水总氮：").append(DecimalUtils.getAbsAndScale(normConfig.getCszzBzz(), 2)).append("mg/L、");
        sb.append("出水总磷：").append(DecimalUtils.getAbsAndScale(normConfig.getCszlBzz(), 2)).append("mg/L、");
        sb.append("出水氨氮：").append(DecimalUtils.getAbsAndScale(normConfig.getCsadBzz(), 2)).append("mg/L、");
        sb.append("出水SS：").append(DecimalUtils.getAbsAndScale(normConfig.getCsssBzz(), 2)).append("mg/L").append("。");
        return sb.toString();
    }

    public static String handleDate(String str){
        StringBuilder sb = new StringBuilder();
        if(str.contains(" ")){//包含空格 就是年月日时分秒了
            String[] split = str.split(" ");
            addBeforeZero(sb, split[0], "/");
            sb.append(" ");
            addBeforeZero(sb, split[1], ":");
        }else{
            if(str.contains("/")){//年月日
                addBeforeZero(sb, str, "/");
            }else if(str.contains(":")){//时分秒
                addBeforeZero(sb, str, ":");
            }else {
                sb.append(str);
            }
        }
        return sb.toString();
    }

    public static StringBuilder addBeforeZero(StringBuilder sb, String str, String tag){
        String[] split = str.split(tag);
        int length = split.length;
        for (int i = 0; i < length; i++) {
            String value = split[i];
            Integer intValue = Integer.parseInt(value);
            if(intValue < 10 && value.length() == 1){////防止有正确的情况 额外再补充字符串
                sb.append(0).append(value);
            }else{
                sb.append(value);
            }
            if(i < length-1){
                sb.append(tag);
            }
        }
        return sb;
    }

    public static void main(String[] args) throws ParseException {
        /*LocalDateTime endTime = LocalDateTime.now();
        System.out.println("endTime = " + endTime);
        endTime = endTime.plusMinutes(60);
        System.out.println("endTime = " + endTime);*/
        /*String str = "2024/04/15 09:55";
        System.out.println(str);
        System.out.println(str.substring(0,10));
        System.out.println(str.substring(0,13));*/

        /*String str = "2024/04/18 08:00";
        str = str + ":00";
        System.out.println(str);
        LocalDateTime startTime = LocalDateTime.parse(str.replaceAll("/", "-").replace(" ", "T"));
        System.out.println(startTime.plusMinutes(1L).format(DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss")));*/

        /*ArrayList<Integer> objects = new ArrayList<>();
        objects.add(1);
        objects.add(2);
        objects.add(3);
        System.out.println(objects);
        objects.clear();
        System.out.println(objects);

//        test();
        Date date = new Date();
        System.out.println(DateUtils.differentHoursByMillisecond(date, date));

        HashMap<Object, Object> map = new HashMap<>();
        map.put("a", null);
        map.put("b", "ab");
        map.put("c", "");
        map.put("d", '1');
        System.out.println(JSON.toJSONString(map, JSONWriter.Feature.WriteNulls));
        TXinyiIndustry tXinyiIndustry = new TXinyiIndustry();
        System.out.println(JSON.toJSONString(tXinyiIndustry, JSONWriter.Feature.WriteNulls));*/

        /*String s = "2022/01/01".substring(5).replace("/", "月") + "日";
        System.out.println("s = " + s);

//        System.out.println(new BigDecimal("1").compareTo(null));//空指针 要判断

        System.out.println("2022/01/01 10".substring(11));

        String date = DateUtil.format(DateUtils.getNowDate(), DateUtils.YYYY_MM_DD_HH);
        System.out.println("date = " + date);

        System.out.println(HttpUtil.get("http://10.0.3.52:10003/system/forecast?type=2&time=" + date));*/

        System.out.println("2024-06-18 14".replaceAll("-", "/"));

        String[] splitNew = new String[3];
        splitNew[0] = "0";
        splitNew[1] = "1";
        splitNew[2] = "2";
        System.out.println(Arrays.toString(splitNew));

        System.out.println(DateUtils.parseDate("2024-06-25 10", DateUtils.YYYY_MM_DD_HH));
    }


    //测试工业库 没小时保存一条记录是否可行
    public static void test() {

        // 每个小时的时间格式
        DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");
        LocalDateTime startTime = LocalDateTime.parse("2024-05-18T00:00:00");
        LocalDateTime endTime =  LocalDateTime.now();

        // 循环按小时分割
        LocalDateTime currentHour = startTime;
        //最终获取的数据
        Map<String, TXinyiIndustry> needMap = new LinkedHashMap<>();
        while (currentHour.isBefore(endTime)) {
            String begin = currentHour.format(formatter);
            String end = currentHour.plusMinutes(5).format(formatter);
            // 输出当前小时的起始时间和结束时间
            System.out.println("起始时间：" + begin);
            System.out.println("结束时间：" + end);

            // 当前小时加一小时，作为下一个小时的起始时间
            currentHour = currentHour.plusMinutes(5);

            //每个小时查询一次数据
            String url = "http://10.0.0.27:4568/api/v1/khquerydata";
            HashMap<String, Object> req = new HashMap<>();
            req.put("tagNames", queryTags);
            req.put("startTime", begin);
            req.put("endTime", end);
            req.put("recordNumbers", 100000);
            String body = HttpRequest.post(url).header("Authorization", "c2E6c2E=").header("clientName", "hongshan").body(JSON.toJSONString(req)).execute().body();
//            System.out.println("body = " + body);
            List<HashMap<String, String>> list = new ArrayList<>();

            //行转列数据处理
            for (String queryTag : queryTags) {
                JSONArray array = JSON.parseObject(body).getJSONArray(queryTag);
                //特殊数据处理一
                if(Objects.isNull(array) || array.isEmpty()){
                    System.out.println(queryTag + "查询到了空的数据，跳过本次循环");
                    continue;
                }
                int size = array.size();
                //特殊数据处理二
                if("0".equals(array.get(1) + "")){
                    System.out.println(queryTag + "查询到了数据，但是数据集合只有一条，且都是0");
                    continue;
                }
                //结合至少62个数据才满足条件(有可能获取不到)
                /*if(size < 62){
                    System.out.println(queryTag + "查询到了不符合条件的数据，跳过本次循环");
                    continue;
                }*/

                //存放的数据集
                //利用map去重
                HashMap<String, String> map = new LinkedHashMap<>();
                for (int i = 2; i < size; i++) {
//            System.out.println(i + "" + array.get(i));
                    JSONArray oneRecord = JSON.parseArray(JSON.toJSONString(array.get(i)));
                    //处理为空或者为0的数据
                    Object timeStampValue = oneRecord.get(2);
                    if(Objects.isNull(timeStampValue) || "0".equals(timeStampValue + ""))
                        continue;
                    BigDecimal value = Objects.isNull(oneRecord.get(0)) ? null : new BigDecimal(oneRecord.get(0) + "");
                    long timestamp = (long) timeStampValue;
                    String format = DateUtil.format(new Date(timestamp), DateUtils.YYYYMMDDHH_TS);
                    map.put(format, queryTag + "-" + value);
                }
                list.add(map);
            }

            Set<String> recordTimeSet = new HashSet<>();
            Map<String, TXinyiIndustry> recordMap = new HashMap<>();
            for (int i = 0; i < list.size(); i++) {
                HashMap<String, String> map = list.get(i);
                int finalJ = i;
                map.forEach((k, v) ->{
                    TXinyiIndustry industry = null;
                    if(!recordTimeSet.contains(k)){//第一次
                        industry = new TXinyiIndustry();
                        recordTimeSet.add(k);
                        recordMap.put(k, industry);
                    }else{
                        industry = recordMap.get(k);
                    }
                    industry.setTestTime(k + ":00");
                    //2024年4月15日11:19:52  额外增加2个字段
                    industry.setTestDate(k.substring(0,10));
                    industry.setTestHour(k.substring(0,13));
                    //解析值
                    String[] split = v.split("-");
                    String type = split[0];
                    BigDecimal value = new BigDecimal(split[1]);
                    if ("信义污水厂JS_COD_Value".equals(type)) {
                        industry.setJsCod(value);
                    } else if ("信义污水厂JS_PH_Value".equals(type)) {
                        industry.setJsPh(value);
                    } else if ("信义污水厂JS_SS_Value".equals(type)) {
                        industry.setJsSs(value);
                    } else if ("信义污水厂JS_ZL_Value".equals(type)) {
                        industry.setJsTp(value);
                    } else if ("信义污水厂JS_ZA_Value".equals(type)) {
                        industry.setJsTn(value);
                    } else if ("信义污水厂JS_AD_Value".equals(type)) {
                        industry.setJsNh3(value);
                    } else if ("信义污水厂JS_T_Value".equals(type)) {
                        industry.setJsSwPh(value);
                    } else if ("信义污水厂进水泵房液位".equals(type)) {
                        industry.setJsBfyw(value);
                    } else if ("信义污水厂出水瞬时流量".equals(type)) {
                        industry.setCsSlqc(value);
                    } else if ("信义污水厂升级出水COD".equals(type)) {
                        industry.setCsCod(value);
                    } else if ("信义污水厂升级出水PH".equals(type)) {
                        industry.setCsPh(value);
                    } else if ("信义污水厂升级出水SS".equals(type)) {
                        industry.setCsSs(value);
                    } else if ("信义污水厂升级出水TN".equals(type)) {
                        industry.setCsTn(value);
                    } else if ("信义污水厂升级出水TP".equals(type)) {
                        industry.setCsTp(value);
                    } else if ("信义污水厂升级出水氨氮".equals(type)) {
                        industry.setCsNh3(value);
                    } else if ("信义污水厂AIT202_Value".equals(type)) {
                        industry.setOneHyzdDo(value);
                    } else if ("信义污水厂AIT203_Value".equals(type)) {
                        industry.setOneHymdDo(value);
                    } else if ("信义污水厂AIT207_Value".equals(type)) {
                        industry.setTwoHyzdDo(value);
                    } else if ("信义污水厂AIT206_Value".equals(type)) {
                        industry.setTwoHymdDo(value);
                    } else if ("信义污水厂AIT209_Value".equals(type)) {
                        industry.setOneMlss(value);
                    } else if ("信义污水厂AIT210_Value".equals(type)) {
                        industry.setTwoMlss(value);
                    } else if ("信义污水厂进水TDS".equals(type)) {
                        industry.setJsTds(value);
                    } else if ("信义污水厂FT101_Value".equals(type)) {
                        industry.setJsSlq(value);
                    } else if ("信义污水厂SWCHHYHLB1_R_Value".equals(type)) {
                        industry.setNHlbOneGp(value);
                    } else if ("信义污水厂SWCHHYHLB2_R_Value".equals(type)) {
                        industry.setNHlbTwoGp(value);
                    } else if ("信义污水厂SWCHHYHLB3_R_Value".equals(type)) {
                        industry.setNHlbThreeGp(value);
                    } else if ("信义污水厂SWCHHYHLB4_R_Value".equals(type)) {
                        industry.setNHlbFourGp(value);
                    } else if ("信义污水厂SWCHHYHLB5_R_Value".equals(type)) {
                        industry.setNhlBFiveGp(value);
                    } else if ("信义污水厂SWCHHYHLB6_R_Value".equals(type)) {
                        industry.setNHlbSixGp(value);
                    } else if ("信义污水厂SWCWNHLB1_R_Value".equals(type)) {
                        industry.setWHlbOneGp(value);
                    } else if ("信义污水厂SWCWNHLB2_R_Value".equals(type)) {
                        industry.setWHlbTwoGp(value);
                    } else if ("信义污水厂SWCWNHLB3_R_Value".equals(type)) {
                        industry.setWHlbThreeGp(value);
                    } else if ("信义污水厂SWCWNHLB4_R_Value".equals(type)) {
                        industry.setWHlbFourGp(value);
                    } else if ("信义污水厂SWCWNHLB5_R_Value".equals(type)) {
                        industry.setWHlbFiveGp(value);
                    } else if ("信义污水厂GFJ1_R_Value".equals(type)) {
                        industry.setFjOne(value);
                    } else if ("信义污水厂GFJ2_R_Value".equals(type)) {
                        industry.setFjTwo(value);
                    } else if ("信义污水厂GFJ3_R_Value".equals(type)) {
                        industry.setFjThree(value);
                    } else if ("信义污水厂GFJ4_R_Value".equals(type)) {
                        industry.setFjFour(value);
                    } else if ("信义污水厂GFJ5_R_Value".equals(type)) {
                        industry.setFjFive(value);
                    } else if ("信义污水厂GFJ6_R_Value".equals(type)) {
                        industry.setFjSix(value);
                    } else if ("信义污水厂GFJ1_KQLL_Value".equals(type)) {
                        industry.setKqllOne(value);
                    } else if ("信义污水厂GFJ2_KQLL_Value".equals(type)) {
                        industry.setKqllTwo(value);
                    } else if ("信义污水厂GFJ3_KQLL_Value".equals(type)) {
                        industry.setKqllThree(value);
                    } else if ("信义污水厂GFJ4_KQLL_Value".equals(type)) {
                        industry.setKqllFour(value);
                    } else if ("信义污水厂GFJ5_KQLL_Value".equals(type)) {
                        industry.setKqllFive(value);
                    } else if ("信义污水厂GFJ6_KQLL_Value".equals(type)) {
                        industry.setKqllSix(value);
                    }else if ("信义污水厂实际碳源加药量".equals(type)) {
                        industry.setSJTYJLY(value);
                    }else if ("信义污水厂除磷加药瞬时流量".equals(type)) {
                        industry.setCLJYSSLL(value);
                    } else if ("信义污水厂_除磷P04预测值_".equals(type)) {
                        industry.setCLP04YCZ(value);
                    }
                    //只有最后一次才执行数据库添加
                    if(finalJ == list.size()-1){
                        needMap.put(industry.getTestHour(), industry);
                    }
                });
            }
        }
        //保存数据 触发告警 决策 问答记录等等
        needMap.forEach((k, industry) ->{
            System.out.println(JSON.toJSONString(industry));
        });
    }
}