Merge remote-tracking branch 'origin/master'

 iailab-module-data/iailab-module-data-biz/src/main/java/com/iailab/module/data/channel/http/collector/HttpCollector.java

@@ -7,6 +7,7 @@
 */

import com.iailab.framework.common.constant.CommonConstant;
import com.iailab.module.data.channel.http.collector.asdb.HttpCollectorForAsdb;
import com.iailab.module.data.channel.http.collector.ihdb.HttpCollectorForIhd;
import com.iailab.module.data.channel.http.entity.HttpApiEntity;
import com.iailab.module.data.channel.http.service.HttpApiService;
@@ -29,6 +30,9 @@
    @Autowired
    private HttpCollectorForIhd httpCollectorForIhd;

    @Autowired
    private HttpCollectorForAsdb httpCollectorForAsdb;

    public Object getTagValue(String apiId, String tag) {
        HttpApiEntity httpApi = httpApiService.getFromCatch(apiId);
        if (httpApi == null) {
@@ -40,6 +44,9 @@
        if (SourceApiEnum.iHyperDB.getCode().equals(httpApi.getCode())) {
            valueMap = httpCollectorForIhd.getLastValues(apiId, tagNames);
        }
        if (SourceApiEnum.ASDB.getCode().equals(httpApi.getCode())) {
            valueMap = httpCollectorForAsdb.getLastValues(apiId, tagNames);
        }
        if (valueMap.get(tag) == null) {
            return CommonConstant.BAD_VALUE;
        }

 iailab-module-data/iailab-module-data-biz/src/main/java/com/iailab/module/data/channel/http/collector/SourceApiEnum.java

@@ -11,7 +11,8 @@
@Getter
@AllArgsConstructor
public enum SourceApiEnum {
    iHyperDB("iHyperDB", "宝信IHD");
    iHyperDB("iHyperDB", "宝信IHD"),
    ASDB("ASDB", "鞍钢DB");

    private String code;
    private String desc;

 iailab-module-data/iailab-module-data-biz/src/main/java/com/iailab/module/data/channel/http/collector/asdb/HttpCollectorForAsdb.java

对比新文件
@@ -0,0 +1,247 @@
package com.iailab.module.data.channel.http.collector.asdb;

import com.alibaba.fastjson.JSON;
import com.iailab.framework.common.constant.CommonConstant;
import com.iailab.framework.common.util.http.HttpUtils;
import com.iailab.module.data.channel.http.collector.asdb.vo.HttpAsdbRespDataVO;
import com.iailab.module.data.channel.http.entity.HttpApiEntity;
import com.iailab.module.data.channel.http.service.HttpApiService;
import com.iailab.module.data.common.enums.DataSourceType;
import com.iailab.module.data.common.utils.TagUtils;
import lombok.extern.slf4j.Slf4j;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.data.redis.core.BoundHashOperations;
import org.springframework.data.redis.core.RedisTemplate;
import org.springframework.stereotype.Component;
import org.springframework.util.CollectionUtils;

import java.math.BigDecimal;
import java.math.RoundingMode;
import java.util.*;
import java.util.concurrent.*;
import java.util.stream.Collectors;

/**
 * AnSteelDB采集
 *
 * @author Jay
 */
@Slf4j
@Component
public class HttpCollectorForAsdb {
    private static Map<String, HttpApiEntity> apiMap = new HashMap<>();

    @Autowired
    private HttpApiService httpApiService;

    @Autowired
    private RedisTemplate redisTemplate;

    ThreadPoolExecutor threadPool = new ThreadPoolExecutor(18, 36, 30, TimeUnit.SECONDS,
            new ArrayBlockingQueue<Runnable>(36), new ThreadPoolExecutor.AbortPolicy());

    private static final String STA_TRUE = "true";

    private static final int GROUP_MAX_COUNT = 300;

    private static final int MAX_WAIT = 30;

    private static final String pattern = "yyyyMMddHHmm00";

    private static final String IS_SUCCESS = "isSuccess";

    /**
     * tagName
     */
    private static final String N = "n";

    /**
     * dimension
     */
    private static final String D = "d";

    /**
     * 类型
     */
    private static final String P = "p";

    /**
     * dataValue
     */
    private static final String V = "v";

    /**
     * dataTime
     */
    private static final String T = "t";

    /**
     * 数据质量G：good,B:bad
     */
    private static final String Q = "q";

    private HttpApiEntity getHttpApi(String id) {
        if (apiMap.containsKey(id)) {
            return apiMap.get(id);
        }
        HttpApiEntity httpApi = httpApiService.info(id);
        apiMap.put(id, httpApi);
        return httpApi;
    }

    public BigDecimal getTagValue(String sourceId, String tagNo, Integer dimension, String valueType) {
        BigDecimal value = CommonConstant.BAD_VALUE;
        HttpApiEntity httpApi = this.getHttpApi(sourceId);
        String responseStr = HttpUtils.sendGet(httpApi.getUrl(), null, "");
        if (responseStr == null) {
            return value;
        }
        List<HttpAsdbRespDataVO> dataList = JSON.parseArray(responseStr, HttpAsdbRespDataVO.class);
        value = Objects.requireNonNull(dataList.stream().filter(data -> tagNo.equals(data.getPoint())).findFirst().orElse(null)).getValue();
        return value;
    }

    public Map<String, Object> getLastValues(String sourceId, List<String> tagNames) {
        Map<String, Object> result = new HashMap<>();
        HttpApiEntity httpApi = this.getHttpApi(sourceId);
        try {
            if (CollectionUtils.isEmpty(tagNames)) {
                return result;
            }
            List<String> noCacheTagNames = new ArrayList<>();//未缓存的tag
            for (int i = 0; i < tagNames.size(); i++) {
                //先查缓存
                BoundHashOperations<String, String, Object> ops = redisTemplate.boundHashOps(tagNames.get(i));
                if (ops.get(V) != null) {
                    BigDecimal value = new BigDecimal(ops.get(V).toString());
                    result.put(tagNames.get(i), value.setScale(3, RoundingMode.HALF_UP));
                } else {
                    noCacheTagNames.add(tagNames.get(i));
                }
            }
            if (CollectionUtils.isEmpty(noCacheTagNames)) {
                log.info("全部读取缓存");
                return result;
            }
            log.info("查询未缓存的数据");
            String responseStr =  HttpUtils.sendGet(httpApi.getUrl(), null, "");
            List<HttpAsdbRespDataVO> dataList = JSON.parseArray(responseStr, HttpAsdbRespDataVO.class);
            List<HttpAsdbRespDataVO> noCacheDataList = dataList.stream().filter(data -> noCacheTagNames.contains(data.getPoint())).collect(Collectors.toList());
            for (HttpAsdbRespDataVO data : noCacheDataList ){
                if (data.getValue() != null){
                    //存缓存
                    BoundHashOperations<String, String, Object> ops = redisTemplate.boundHashOps(data.getValue().toString());
                    ops.put(V, data.getValue().toString());
                    //设置过期时间
                    redisTemplate.expire(data.getValue().toString(), 10, TimeUnit.SECONDS);
                    //把查询到的数据插入结果集
                    BigDecimal value = new BigDecimal(data.getValue().toString());
                    result.put(data.getPoint(), value.setScale(3, RoundingMode.HALF_UP));
                } else {
                    result.put(data.getPoint(), CommonConstant.BAD_VALUE);
                }
            }
        } catch (Exception ex) {
            log.info("getCurrentValue异常");
            ex.printStackTrace();
            throw ex;
        }
        return result;
    }

    public Map<String, Object> getTagValues(List<Object[]> params, Date collectTime) {
        Map<String, Object> result = new HashMap<>();
        if (CollectionUtils.isEmpty(params)) {
            return new HashMap<>();
        }
        try {
            Map<Integer, List<Object[]>> measurePointsCountGroup = new HashMap<>();
            int pointListSize = params.size();
            int groupCount = pointListSize / GROUP_MAX_COUNT + ((pointListSize % GROUP_MAX_COUNT) > 0 ? 1 : 0);
            log.info("groupCount=" + groupCount);
            for (int i = 0; i < groupCount; i++) {
                int end = (i + 1) * GROUP_MAX_COUNT;
                if (end > pointListSize) {
                    end = pointListSize;
                }
                measurePointsCountGroup.put(i, params.subList(i * GROUP_MAX_COUNT, end));
            }
            log.info("measurePointsCountGroup.size()=" + measurePointsCountGroup.size());
            result = new ConcurrentHashMap<>(params.size());
            CountDownLatch countDownLatch = new CountDownLatch(measurePointsCountGroup.size());
            for (Map.Entry<Integer, List<Object[]>> measurePointsItem : measurePointsCountGroup.entrySet()) {
                HttpApiEntity httpApi = this.getHttpApi(measurePointsItem.getValue().get(0)[0].toString());
                // 并发
                Thread.sleep(1000);
                threadPool.submit(new Task(httpApi.getUrl(), httpApi.getCode(), result, measurePointsItem.getValue(),
                        collectTime, countDownLatch));
                // 顺序
                //this.getByHtp(result, measurePointsItem.getValue(), collectTime);
            }
            countDownLatch.await(MAX_WAIT, TimeUnit.SECONDS);

        } catch (Exception ex) {
            ex.printStackTrace();
        }
        return result;
    }

    /**
     * 异步采集任务
     */
    private class Task implements Runnable {
        String url;
        String sourceName;
        Date collectTime;
        Map<String, Object> result;
        List<Object[]> params;
        CountDownLatch countDownLatch;

        public Task(String url, String sourceName, Map<String, Object> result, List<Object[]> params,
                    Date collectTime, CountDownLatch countDownLatch) {
            this.url = url;
            this.sourceName = sourceName;
            this.result = result;
            this.collectTime = collectTime;
            this.params = params;
            this.countDownLatch = countDownLatch;
        }

        @Override
        public void run() {
            try {
                log.info("请求的Tag数量：" + params.size());
                this.getByHtp(url, sourceName, result, params, collectTime);
                log.info("请求结束：url=" + url);
            } catch (Exception ex) {
                log.info("获取采集值失败," + ex.getMessage());
                ex.printStackTrace();
            } finally {
                countDownLatch.countDown();
            }
        }

        /**
         * getTagDataByHttp
         *
         * @param url
         * @param sourceName
         * @param result
         * @param params
         * @param collectTime
         */
        private void getByHtp(String url, String sourceName, Map<String, Object> result, List<Object[]> params, Date collectTime) {
            String responseStr =  HttpUtils.sendGet(url, null, "");
            List<HttpAsdbRespDataVO> dataList = JSON.parseArray(responseStr, HttpAsdbRespDataVO.class);
            for (HttpAsdbRespDataVO data : dataList){
                result.put(TagUtils.genTagId(DataSourceType.HTTP.getCode(), sourceName, data.getPoint()), data.getValue());
            }
        }
    }

    private void getByHtp(String url, String sourceName, Map<String, Object> result, List<Object[]> params, Date collectTime) {String responseStr =  HttpUtils.sendGet(url, null, "");
        List<HttpAsdbRespDataVO> dataList = JSON.parseArray(responseStr, HttpAsdbRespDataVO.class);
        for (HttpAsdbRespDataVO data : dataList){
            result.put(TagUtils.genTagId(DataSourceType.HTTP.getCode(), sourceName, data.getPoint()), data.getValue());
        }}
}

 iailab-module-data/iailab-module-data-biz/src/main/java/com/iailab/module/data/channel/http/collector/asdb/vo/HttpAsdbRespDataVO.java

对比新文件
@@ -0,0 +1,35 @@
package com.iailab.module.data.channel.http.collector.asdb.vo;

import com.alibaba.excel.annotation.ExcelIgnoreUnannotated;
import com.alibaba.excel.annotation.ExcelProperty;
import io.swagger.v3.oas.annotations.media.Schema;
import lombok.Data;

import java.math.BigDecimal;


/**
 * @author Jay
 */
@Schema(description = "数据平台 - KioDevice Response VO")
@Data
@ExcelIgnoreUnannotated
public class HttpAsdbRespDataVO {


    @Schema(description = "点位名称")
    @ExcelProperty("点位名称")
    private String pointName;

    @Schema(description = "数据名称")
    @ExcelProperty("数据名称")
    private String dataName;

    @Schema(description = "数据值")
    @ExcelProperty("数据值")
    private BigDecimal value;

    @Schema(description = "点位编号")
    @ExcelProperty("点位编号")
    private String point;
}

 iailab-module-data/iailab-module-data-biz/src/main/java/com/iailab/module/data/ind/collection/handler/CalItemHandler.java

@@ -10,7 +10,6 @@
import com.iailab.module.data.ind.item.service.IndItemService;
import com.iailab.module.data.ind.item.vo.IndItemCalVO;
import com.iailab.module.data.ind.item.vo.IndItemValueVO;
import com.iailab.module.data.ind.value.service.IndItemValueService;
import lombok.extern.slf4j.Slf4j;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Component;
@@ -118,16 +117,21 @@
                }
                IndItemEntity subItem = indItemService.getInfoByNo(s);
                ItemTypeEnum itemType = ItemTypeEnum.getEumByCode(subItem.getItemType());
                List<IndItemValueVO> vl = new ArrayList<>();
                switch (itemType) {
                    case ATOM:
                        valueMix.add(atomItemHandler.queryValue(subItem.getId()));
                        vl = atomItemHandler.queryValue(subItem.getId());
                        break;
                    case DER:
                        valueMix.add(derItemHandler.queryValue(subItem.getId(), startTime, endTime));
                        vl = derItemHandler.queryValue(subItem.getId(), startTime, endTime);
                        break;
                    default:
                        break;
                }
                if (!CollectionUtils.isEmpty(vl)) {
                    vl.forEach(vi -> vi.setItemNo(s));
                }
                valueMix.add(vl);
            }
            dataLength = valueMix.get(0).size();

@@ -137,6 +141,7 @@
                    IndItemValueVO valueDTO = valueMix.get(j).get(i);
                    dataMap.put(valueDTO.getItemNo(), valueDTO);
                }
                log.info("dataMap:" + dataMap);
                IndItemValueVO itemValue = this.singleCompute(indItem, dataMap);
                result.add(itemValue);
            }

 iailab-module-model/iailab-module-model-api/src/main/java/com/iailab/module/model/api/mcs/McsApi.java

@@ -127,4 +127,8 @@
    @Operation(summary = "修改调度模型配置")
    Boolean updateScheduleModelSetting(@RequestParam("modelCode") String modelCode, @RequestParam("key") String key, @RequestParam("value") String value);

    @GetMapping(PREFIX + "/schedule/adjust/config-list")
    @Operation(summary = "获取模拟调整配置")
    List<StAdjustConfigDetDTO> getAdjustConfigListByModelId(@RequestParam("modelId") String modelId);

}

 iailab-module-model/iailab-module-model-api/src/main/java/com/iailab/module/model/api/mcs/dto/StAdjustConfigDetDTO.java

对比新文件
@@ -0,0 +1,44 @@
package com.iailab.module.model.api.mcs.dto;

import io.swagger.v3.oas.annotations.media.Schema;
import lombok.Data;

import java.io.Serializable;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
@Schema(description = "RPC 模型 - 模拟调整配置详情 DTO")
@Data
public class StAdjustConfigDetDTO implements Serializable {
    private static final long serialVersionUID = 1L;

    @Schema(description = "ID")
    private String id;

    @Schema(description = "配置ID")
    private String configId;

    @Schema(description = "预测项类型")
    private String itemTypeId;

    @Schema(description = "预测项ID")
    private String predictItemId;

    @Schema(description = "输出KEY")
    private String outKey;

    @Schema(description = "输出名称")
    private String outName;

    @Schema(description = "参数排序")
    private Integer modelParamOrder;

    @Schema(description = "输入排序")
    private Integer modelParamPortOrder;

    @Schema(description = "执行顺序")
    private Integer sort;
}

 iailab-module-model/iailab-module-model-biz/db/mysql.sql

@@ -901,3 +901,43 @@
alter table t_mm_item_output add column `iscumulant` tinyint default false COMMENT '是否累计';
alter table t_mm_item_output add column `cumuldivisor` int DEFAULT NULL COMMENT '累计除数';
alter table t_mm_item_output add column `cumulpoint` varchar(36) DEFAULT NULL, COMMENT '累计测点';


CREATE TABLE `t_st_adjust_config` (
                                      `id` varchar(36) NOT NULL COMMENT 'ID',
                                      `schedule_model_id` varchar(36) DEFAULT NULL COMMENT '调度模型ID',
                                      `remark` varchar(200) DEFAULT NULL COMMENT '备注',
                                      `status`          tinyint DEFAULT 1 COMMENT '状态',
                                      create_time     datetime default current_timestamp,
                                      update_time     datetime default current_timestamp,
                                      PRIMARY KEY (`id`) USING BTREE,
                                      INDEX `idx_schedule_model_id`(`schedule_model_id` ASC) USING BTREE
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci COMMENT='模拟调整配置表';

CREATE TABLE `t_st_adjust_config_det` (
                                      `id` varchar(36) NOT NULL COMMENT 'ID',
                                      `config_id` varchar(36) DEFAULT NULL COMMENT '配置ID',
                                      `item_type_id` varchar(36) DEFAULT NULL COMMENT '预测项类型',
                                      `predict_item_id` varchar(36) DEFAULT NULL COMMENT '预测项ID',
                                      `out_key` varchar(50) DEFAULT NULL COMMENT '输出KEY',
                                      `out_name` varchar(50) DEFAULT NULL COMMENT '输出名称',
                                      `model_param_order`     integer DEFAULT NULL COMMENT '参数排序',
                                      `model_param_port_order` integer DEFAULT NULL COMMENT '输入排序',
                                      `sort`              integer COMMENT '执行顺序',
                                      PRIMARY KEY (`id`) USING BTREE,
                                      INDEX `idx_config_id`(`config_id` ASC) USING BTREE
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci COMMENT='模拟调整配置详细表';

CREATE TABLE `t_st_adjust_result` (
                                                 `id` varchar(36) NOT NULL COMMENT 'ID',
                                                 `config_id` varchar(36) DEFAULT NULL COMMENT '配置ID',
                                                 `output_id` varchar(36) DEFAULT NULL COMMENT '预测项输出ID',
                                                 `schedule_model_id` varchar(36) DEFAULT NULL COMMENT '调度模型ID',
                                                 `adjust_time` datetime NULL DEFAULT NULL COMMENT '模拟调整时间',
                                                 `adjust_value` varchar(500) DEFAULT NULL COMMENT '模拟调整值',
                                                 `json_value` varchar(1000) DEFAULT NULL COMMENT '模拟调整结果',
                                                 PRIMARY KEY (`id`) USING BTREE,
                                                 INDEX `idx_output_id`(`output_id` ASC) USING BTREE,
                                                 INDEX `idx_schedule_model_id`(`schedule_model_id` ASC) USING BTREE
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci COMMENT='模拟调整结果表';


 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/api/McsApiImpl.java

@@ -27,6 +27,7 @@
import com.iailab.module.model.mcs.pre.vo.MmItemOutputRespVO;
import com.iailab.module.model.mcs.pre.vo.MmPredictAlarmMessageSaveReqVO;
import com.iailab.module.model.mcs.pre.vo.MmPredictItemRespVO;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigDetEntity;
import com.iailab.module.model.mcs.sche.entity.StScheduleModelEntity;
import com.iailab.module.model.mcs.sche.entity.StScheduleSuggestEntity;
import com.iailab.module.model.mcs.sche.service.*;
@@ -113,6 +114,8 @@
    @Autowired
    private StScheduleModelSettingService stScheduleModelSettingService;

    @Autowired
    private StAdjustConfigService stAdjustConfigService;

    private int HOUR_MINS = 60;

@@ -801,6 +804,12 @@
        return true;
    }

    @Override
    public List<StAdjustConfigDetDTO> getAdjustConfigListByModelId(String modelId) {
        List<StAdjustConfigDetEntity> list = stAdjustConfigService.getDetByModelId(modelId);
        return ConvertUtils.sourceToTarget(list, StAdjustConfigDetDTO.class);
    }

    /**
     * 计算功率因数 p²/（根号：p²+Q²）
     **/

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/dao/StAdjustConfigDao.java

对比新文件
@@ -0,0 +1,16 @@
package com.iailab.module.model.mcs.sche.dao;

import com.iailab.framework.mybatis.core.mapper.BaseMapperX;
import com.iailab.framework.tenant.core.db.dynamic.TenantDS;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigEntity;
import org.apache.ibatis.annotations.Mapper;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
@TenantDS
@Mapper
public interface StAdjustConfigDao extends BaseMapperX<StAdjustConfigEntity> {
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/dao/StAdjustConfigDetDao.java

对比新文件
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package com.iailab.module.model.mcs.sche.dao;

import com.iailab.framework.mybatis.core.mapper.BaseMapperX;
import com.iailab.framework.tenant.core.db.dynamic.TenantDS;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigDetEntity;
import org.apache.ibatis.annotations.Mapper;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
@TenantDS
@Mapper
public interface StAdjustConfigDetDao extends BaseMapperX<StAdjustConfigDetEntity> {
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/dao/StAdjustResultDao.java

对比新文件
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package com.iailab.module.model.mcs.sche.dao;

import com.iailab.framework.mybatis.core.mapper.BaseMapperX;
import com.iailab.framework.tenant.core.db.dynamic.TenantDS;
import com.iailab.module.model.mcs.sche.entity.StAdjustResultEntity;
import org.apache.ibatis.annotations.Mapper;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
@TenantDS
@Mapper
public interface StAdjustResultDao extends BaseMapperX<StAdjustResultEntity> {
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/entity/StAdjustConfigDetEntity.java

对比新文件
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package com.iailab.module.model.mcs.sche.entity;

import com.baomidou.mybatisplus.annotation.IdType;
import com.baomidou.mybatisplus.annotation.TableId;
import com.baomidou.mybatisplus.annotation.TableName;
import lombok.Data;

import java.io.Serializable;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月20日
 */
@Data
@TableName("t_st_adjust_config_det")
public class StAdjustConfigDetEntity implements Serializable {
    private static final long serialVersionUID = 1L;

    /**
     * 主键
     */
    @TableId(value = "id",type = IdType.INPUT)
    private String id;

    /**
     * 配置ID
     */
    private String configId;

    /**
     * 预测项类型
     */
    private String itemTypeId;

    /**
     * 预测项ID
     */
    private String predictItemId;

    /**
     * 输出KEY
     */
    private String outKey;

    /**
     * 输出名称
     */
    private String outName;

    /**
     * 参数排序
     */
    private Integer modelParamOrder;

    /**
     * 输入排序
     */
    private Integer modelParamPortOrder;

    /**
     * 执行顺序
     */
    private Integer sort;
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/entity/StAdjustConfigEntity.java

对比新文件
@@ -0,0 +1,51 @@
package com.iailab.module.model.mcs.sche.entity;

import com.baomidou.mybatisplus.annotation.IdType;
import com.baomidou.mybatisplus.annotation.TableId;
import com.baomidou.mybatisplus.annotation.TableName;
import lombok.Data;

import java.io.Serializable;
import java.util.Date;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月20日
 */
@Data
@TableName("t_st_adjust_config")
public class StAdjustConfigEntity implements Serializable {
    private static final long serialVersionUID = 1L;

    /**
     * 主键
     */
    @TableId(value = "id",type = IdType.INPUT)
    private String id;

    /**
     * 调度模型ID
     */
    private String scheduleModelId;

    /**
     * 备注
     */
    private String remark;

    /**
     * 状态
     */
    private Integer status;

    /**
     * 创建时间
     */
    private Date createTime;

    /**
     * 修改时间
     */
    private Date updateTime;
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/entity/StAdjustResultEntity.java

对比新文件
@@ -0,0 +1,56 @@
package com.iailab.module.model.mcs.sche.entity;

import com.baomidou.mybatisplus.annotation.IdType;
import com.baomidou.mybatisplus.annotation.TableId;
import com.baomidou.mybatisplus.annotation.TableName;
import lombok.Data;

import java.io.Serializable;
import java.util.Date;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月20日
 */
@Data
@TableName("t_st_adjust_result")
public class StAdjustResultEntity implements Serializable {
    private static final long serialVersionUID = 1L;

    /**
     * 主键
     */
    @TableId(value = "id",type = IdType.INPUT)
    private String id;

    /**
     * 配置ID
     */
    private String configId;

    /**
     * 预测项输出ID
     */
    private String outputId;

    /**
     * 调度模型ID
     */
    private String scheduleModelId;

    /**
     * 模拟调整时间
     */
    private Date adjustTime;

    /**
     * 模拟调整值
     */
    private String adjustValue;

    /**
     * 模拟调整结果
     */
    private String jsonValue;
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/service/StAdjustConfigDetService.java

对比新文件
@@ -0,0 +1,16 @@
package com.iailab.module.model.mcs.sche.service;

import com.iailab.framework.common.service.BaseService;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigDetEntity;

import java.util.List;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
public interface StAdjustConfigDetService extends BaseService<StAdjustConfigDetEntity> {

    List<StAdjustConfigDetEntity> getListByConfigId(String configId);
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/service/StAdjustConfigService.java

对比新文件
@@ -0,0 +1,20 @@
package com.iailab.module.model.mcs.sche.service;

import com.iailab.framework.common.service.BaseService;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigDetEntity;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigEntity;

import java.util.List;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
public interface StAdjustConfigService extends BaseService<StAdjustConfigEntity> {

    StAdjustConfigEntity getByModelId(String modelId);

    List<StAdjustConfigDetEntity> getDetByModelId(String modelId);

}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/service/StAdjustResultService.java

对比新文件
@@ -0,0 +1,12 @@
package com.iailab.module.model.mcs.sche.service;

import com.iailab.framework.common.service.BaseService;
import com.iailab.module.model.mcs.sche.entity.StAdjustResultEntity;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
public interface StAdjustResultService extends BaseService<StAdjustResultEntity> {
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/service/impl/StAdjustConfigDetServiceImpl.java

对比新文件
@@ -0,0 +1,28 @@
package com.iailab.module.model.mcs.sche.service.impl;

import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
import com.iailab.framework.common.service.impl.BaseServiceImpl;
import com.iailab.module.model.mcs.sche.dao.StAdjustConfigDetDao;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigDetEntity;
import com.iailab.module.model.mcs.sche.service.StAdjustConfigDetService;
import lombok.extern.slf4j.Slf4j;
import org.springframework.stereotype.Service;

import java.util.List;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
@Slf4j
@Service
public class StAdjustConfigDetServiceImpl extends BaseServiceImpl<StAdjustConfigDetDao, StAdjustConfigDetEntity> implements StAdjustConfigDetService {

    public List<StAdjustConfigDetEntity> getListByConfigId(String configId) {
        QueryWrapper<StAdjustConfigDetEntity> queryWrapper = new QueryWrapper<>();
        queryWrapper.eq("config_id", configId);
        queryWrapper.orderByAsc("sort");
        return baseDao.selectList(queryWrapper);
    }
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/service/impl/StAdjustConfigServiceImpl.java

对比新文件
@@ -0,0 +1,36 @@
package com.iailab.module.model.mcs.sche.service.impl;

import com.iailab.framework.common.service.impl.BaseServiceImpl;
import com.iailab.module.model.mcs.sche.dao.StAdjustConfigDao;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigDetEntity;
import com.iailab.module.model.mcs.sche.entity.StAdjustConfigEntity;
import com.iailab.module.model.mcs.sche.service.StAdjustConfigDetService;
import com.iailab.module.model.mcs.sche.service.StAdjustConfigService;
import lombok.extern.slf4j.Slf4j;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

import java.util.List;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
@Slf4j
@Service
public class StAdjustConfigServiceImpl extends BaseServiceImpl<StAdjustConfigDao, StAdjustConfigEntity> implements StAdjustConfigService {

    @Autowired
    private StAdjustConfigDetService stAdjustConfigDetService;

    public StAdjustConfigEntity getByModelId(String modelId) {
        return baseDao.selectOne("schedule_model_id", modelId);
    }


    public List<StAdjustConfigDetEntity> getDetByModelId(String modelId) {
        StAdjustConfigEntity configEntity = getByModelId(modelId);
        return stAdjustConfigDetService.getListByConfigId(configEntity.getId());
    }
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/service/impl/StAdjustResultServiceImpl.java

对比新文件
@@ -0,0 +1,18 @@
package com.iailab.module.model.mcs.sche.service.impl;

import com.iailab.framework.common.service.impl.BaseServiceImpl;
import com.iailab.module.model.mcs.sche.dao.StAdjustResultDao;
import com.iailab.module.model.mcs.sche.entity.StAdjustResultEntity;
import com.iailab.module.model.mcs.sche.service.StAdjustResultService;
import lombok.extern.slf4j.Slf4j;
import org.springframework.stereotype.Service;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
@Slf4j
@Service
public class StAdjustResultServiceImpl extends BaseServiceImpl<StAdjustResultDao, StAdjustResultEntity> implements StAdjustResultService {
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/vo/StAdjustConfigDetPageReqVO.java

对比新文件
@@ -0,0 +1,22 @@
package com.iailab.module.model.mcs.sche.vo;

import com.iailab.framework.common.pojo.PageParam;
import io.swagger.v3.oas.annotations.media.Schema;
import lombok.Data;
import lombok.EqualsAndHashCode;
import lombok.ToString;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月20日
 */
@Schema(description = "模型服务 - 调度模型分页 Request VO")
@Data
@EqualsAndHashCode(callSuper = true)
@ToString(callSuper = true)
public class StAdjustConfigDetPageReqVO extends PageParam {

    @Schema(description = "配置ID", example = "")
    private String configId;
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/vo/StAdjustConfigDetRespVO.java

对比新文件
@@ -0,0 +1,9 @@
package com.iailab.module.model.mcs.sche.vo;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
public class StAdjustConfigDetRespVO {
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/vo/StAdjustConfigPageReqVO.java

对比新文件
@@ -0,0 +1,22 @@
package com.iailab.module.model.mcs.sche.vo;

import com.iailab.framework.common.pojo.PageParam;
import io.swagger.v3.oas.annotations.media.Schema;
import lombok.Data;
import lombok.EqualsAndHashCode;
import lombok.ToString;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月20日
 */
@Schema(description = "模型服务 - 调度模型分页 Request VO")
@Data
@EqualsAndHashCode(callSuper = true)
@ToString(callSuper = true)
public class StAdjustConfigPageReqVO extends PageParam {

    @Schema(description = "模型编号，模糊匹配", example = "")
    private String modelCode;
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/vo/StAdjustConfigRespVO.java

对比新文件
@@ -0,0 +1,9 @@
package com.iailab.module.model.mcs.sche.vo;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
public class StAdjustConfigRespVO {
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/vo/StAdjustResultPageReqVO.java

对比新文件
@@ -0,0 +1,26 @@
package com.iailab.module.model.mcs.sche.vo;

import com.iailab.framework.common.pojo.PageParam;
import io.swagger.v3.oas.annotations.media.Schema;
import lombok.Data;
import lombok.EqualsAndHashCode;
import lombok.ToString;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月20日
 */
@Schema(description = "模型服务 - 调度模型分页 Request VO")
@Data
@EqualsAndHashCode(callSuper = true)
@ToString(callSuper = true)
public class StAdjustResultPageReqVO extends PageParam {

    @Schema(description = "开始时间", example = "")
    private String startTime;

    @Schema(description = "结束时间", example = "")
    private String endTime;

}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mcs/sche/vo/StAdjustResultRespVO.java

对比新文件
@@ -0,0 +1,9 @@
package com.iailab.module.model.mcs.sche.vo;

/**
 * @author PanZhibao
 * @Description
 * @createTime 2025年02月23日
 */
public class StAdjustResultRespVO {
}

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

@@ -23,4 +23,16 @@
     * @throws ModelInvokeException
     */
    PredictResultVO predictByModel(Date predictTime, MmPredictModelEntity predictModel,String itemName,String itemNo) throws ModelInvokeException;

    /**
     * 预测，模拟调整
     *
     * @param predictTime
     * @param predictModel
     * @param itemName
     * @param itemNo
     * @param deviation
     * @return
     */
    PredictResultVO predictByModel(Date predictTime, MmPredictModelEntity predictModel,String itemName,String itemNo, double[][] deviation) throws ModelInvokeException;
}

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

@@ -151,6 +151,103 @@
    }

    /**
     * 预测，模拟调整
     *
     * @param predictTime
     * @param predictModel
     * @param itemName
     * @param itemNo
     * @return
     * @throws ModelInvokeException
     */
    @Override
    public synchronized PredictResultVO predictByModel(Date predictTime, MmPredictModelEntity predictModel,String itemName,String itemNo, double[][] deviation) throws ModelInvokeException {
        PredictResultVO result = new PredictResultVO();
        if (predictModel == null) {
            throw new ModelInvokeException("modelEntity is null");
        }
        String modelId = predictModel.getId();
        try {
            List<SampleData> sampleDataList = sampleConstructor.constructSample(TypeA.Predict.name(), modelId, predictTime, itemName, new HashMap<>());
            String modelPath = predictModel.getModelpath();
            if (modelPath == null) {
                log.info("模型路径不存在，modelId=" + modelId);
                return null;
            }
            IAILModel newModelBean = composeNewModelBean(predictModel);
            HashMap<String, Object> settings = getPredictSettingsByModelId(modelId);
            // 校验setting必须有pyFile，否则可能导致程序崩溃
            if (!settings.containsKey(MdkConstant.PY_FILE_KEY)) {
                throw new RuntimeException("模型设置参数缺少必要信息【" + MdkConstant.PY_FILE_KEY +  "】,请重新上传模型！");
            }

            if (settings == null) {
                log.error("模型setting不存在，modelId=" + modelId);
                return null;
            }
            int portLength = sampleDataList.size();
            Object[] param2Values = new Object[portLength + 2];
            for (int i = 0; i < portLength; i++) {
                param2Values[i] = sampleDataList.get(i).getMatrix();
            }
            param2Values[portLength] = newModelBean.getDataMap().get("models");
            param2Values[portLength + 1] = settings;

            log.info("####################### 模拟调整 "+ "【itemId:" + predictModel.getItemid() + ",itemName：" + itemName + ",itemNo：" + itemNo + "】 ##########################");
            log.info("参数： " + JSON.toJSONString(param2Values));

            //IAILMDK.run
            HashMap<String, Object> modelResult = DllUtils.run(newModelBean, param2Values, predictModel.getMpkprojectid());
            //打印结果
            log.info("预测模型计算完成：modelId=" + modelId + ",modelName=" + predictModel.getMethodname() + "，modelResult=" + JSON.toJSONString(modelResult));
            //判断模型结果
            if (!modelResult.containsKey(CommonConstant.MDK_STATUS_CODE) || !modelResult.containsKey(CommonConstant.MDK_RESULT) ||
                    !modelResult.get(CommonConstant.MDK_STATUS_CODE).toString().equals(CommonConstant.MDK_STATUS_100)) {
                throw new ModelResultErrorException("模型结果异常：" + modelResult);
            }
            modelResult = (HashMap<String, Object>) modelResult.get(CommonConstant.MDK_RESULT);

            List<MmItemOutputEntity> itemOutputList = mmItemOutputService.getByItemid(predictModel.getItemid());
            Map<MmItemOutputEntity, double[]> predictMatrixs = new HashMap<>();
            for (MmItemOutputEntity output : itemOutputList) {
                if (!modelResult.containsKey(output.getResultstr())) {
                    continue;
                }
                OutResultType outResultType = OutResultType.getEumByCode(output.getResultType());
                switch (outResultType) {
                    case D1:
                        double[] temp1 = (double[]) modelResult.get(output.getResultstr());
                        predictMatrixs.put(output, temp1);
                        break;
                    case D2:
                        double[][] temp2 = (double[][]) modelResult.get(output.getResultstr());
                        double[] tempColumn = new double[temp2.length];
                        for (int i = 0; i < tempColumn.length; i++) {
                            tempColumn[i] = temp2[i][output.getResultIndex()];
                        }
                        predictMatrixs.put(output, tempColumn);
                        break;
                    case D:
                        Double temp3 = (Double) modelResult.get(output.getResultstr());
                        predictMatrixs.put(output, new double[]{temp3});
                        break;
                    default:
                        break;
                }
            }
            result.setPredictMatrixs(predictMatrixs);
            result.setModelResult(modelResult);
            result.setPredictTime(predictTime);
        } catch (ModelResultErrorException ex) {
            log.error("模型结果异常", ex);
            throw ex;
        } catch (Exception ex) {
            log.error("调用发生异常，异常信息为:{0}", ex.getMessage());
            throw new ModelInvokeException(ex.getMessage());
        }
        return result;
    }
    /**
     * 构造IAILMDK.run()方法的newModelBean参数
     *
     * @param predictModel

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mdk/sample/PredictSampleDataConstructor.java

@@ -31,6 +31,7 @@
import org.springframework.stereotype.Component;
import org.springframework.util.CollectionUtils;

import java.math.BigDecimal;
import java.util.*;
import java.util.stream.Collectors;

@@ -88,6 +89,8 @@
            }
        }

        int deviationIndex = 0;

        //对每个爪分别进行计算
        for (ColumnItemPort entry : sampleInfo.getColumnInfo()) {
            double[][] matrix = new double[0][0];
@@ -129,10 +132,30 @@
                    }
                }

                //找出对应的调整值
                double[] deviationItem = null;
                if (sampleInfo.getDeviation() != null && sampleInfo.getDeviation().length > 0) {
                    deviationItem = sampleInfo.getDeviation()[deviationIndex];
                }
                deviationIndex ++;

                //对每一项依次进行数据查询,然后将查询出的值赋给matrix对应的位置
                for (int i = 0; i < entry.getColumnItemList().size(); i++) {
                    try {
                        List<DataValueVO> dataEntityList = getData(entry.getColumnItemList().get(i), pointMap, planMap,indMap);

                        //设置调整值
                        if (deviationItem != null && deviationItem.length > 0) {
                            logger.info("设置调整值, i = " + i);
                            if (deviationItem[i] <= 0) {
                                continue;
                            }
                            for(int dataKey = 1; dataKey < dataEntityList.size(); dataKey ++) {
                                DataValueVO item = dataEntityList.get(dataKey);
                                item.setDataValue(item.getDataValue() + deviationItem[i]);
                            }
                        }

                        //补全数据
                        ColumnItem columnItem = entry.getColumnItemList().get(i);
                        dataEntityList = super.completionData(matrix.length, dataEntityList, columnItem.startTime, columnItem.endTime, columnItem.getParamType(),columnItem.getGranularity());
@@ -153,8 +176,6 @@
                    }
                }
            }


            SampleData sampleData = new SampleData();
            sampleData.setMatrix(matrix);
            sampleDataList.add(sampleData);

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mdk/sample/SampleConstructor.java

@@ -44,4 +44,22 @@


    }

    public List<SampleData> constructSample(String typeA, String modelId, Date runTime,String itemName,
                                            Map<Integer, Integer> dynamicDataLength, double[][] deviation) throws ModelInvokeException {
        try {
            SampleInfoConstructor sampleInfoConstructor = sampleFactory.createSampleInfo(typeA, modelId);
            SampleInfo sampleInfo = sampleInfoConstructor.prepareSampleInfo(modelId, runTime, dynamicDataLength);
            sampleInfo.setDeviation(deviation);
            SampleDataConstructor sampleDataConstructor = sampleFactory.createSampleData(typeA);
            return sampleDataConstructor.prepareSampleData(sampleInfo);
        } catch (Exception e) {
            e.printStackTrace();
            log.error("获取模型的算法参数异常",e);
            throw new ModelInvokeException(MessageFormat.format("{0},Name:{1}",
                    ModelInvokeException.errorGetModelArithParam, itemName));
        }


    }
}

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mdk/sample/dto/SampleInfo.java

@@ -33,7 +33,8 @@

    private Integer sampleCycle;

    private BigDecimal[][] deviation;
    // 调整值
    private double[][] deviation;
    // 所有测点信息，避免重复查询
    private Map<String, ApiPointDTO> pointMap;
    // 所有计划数据信息，避免重复查询

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mpk/controller/admin/MdkController.java

@@ -2,8 +2,14 @@

import cn.hutool.cache.CacheUtil;
import cn.hutool.cache.impl.FIFOCache;
import cn.hutool.core.io.FileUtil;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONArray;
import com.iail.IAILMDK;
import com.iail.bean.FieldSet;
import com.iail.bean.Property;
import com.iail.bean.SelectItem;
import com.iail.model.IAILModel;
import com.iail.utils.RSAUtils;
import com.iailab.framework.common.exception.enums.GlobalErrorCodeConstants;
import com.iailab.framework.common.pojo.CommonResult;
@@ -16,18 +22,21 @@
import com.iailab.module.model.mpk.dto.MethodSettingDTO;
import io.swagger.v3.oas.annotations.Operation;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.io.IOUtils;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.util.CollectionUtils;
import org.springframework.web.bind.annotation.*;
import org.springframework.web.multipart.MultipartFile;

import javax.servlet.http.HttpServletResponse;
import java.io.File;
import java.io.IOException;
import java.lang.reflect.Method;
import java.net.URLClassLoader;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.UUID;
import java.net.URLEncoder;
import java.nio.file.Files;
import java.util.*;
import java.util.stream.Collectors;

import static com.iailab.framework.common.pojo.CommonResult.error;
import static com.iailab.framework.common.pojo.CommonResult.success;
@@ -44,7 +53,7 @@
    @Value("${mpk.bak-file-path}")
    private String mpkBakFilePath;

    // 先进先出缓存
    // 先进先出缓存 临时保存导入的数据
    private static FIFOCache<String, String> cache = CacheUtil.newFIFOCache(100);

    /**
@@ -142,6 +151,113 @@
        }
    }

    private IAILModel createModelBean(MdkDTO dto) {
        IAILModel modelBean = new IAILModel();

        //ParamPathList
        List<String> paramPathList = new ArrayList<>();
        List<String> paramNameList = new ArrayList<>();

        for (Map.Entry<String, Object> entry : dto.getModel().entrySet()) {
            paramNameList.add(entry.getKey());
            paramPathList.add(entry.getValue().toString());
        }
        modelBean.setParamNameList(paramNameList);
        modelBean.setParamPathList(paramPathList);
        //ClassName MethodName
        modelBean.setClassName(dto.getClassName());
        modelBean.setMethodName(dto.getMethodName());
        //ParamsArray
        int paramLength = dto.getHasModel() ? dto.getDataLength() + 2 : dto.getDataLength() + 1;
        Class<?>[] paramsArray = new Class[paramLength];

        for (int i = 0; i < dto.getDataLength(); i++) {
            paramsArray[i] = double[][].class;
        }

        if (dto.getHasModel()) {
            paramsArray[dto.getDataLength()] = HashMap.class;
            paramsArray[dto.getDataLength() + 1] = HashMap.class;
        }else {
            paramsArray[dto.getDataLength()] = HashMap.class;
        }
        modelBean.setParamsArray(paramsArray);
        //LoadFieldSetList
        List<FieldSet> loadFieldSetList = new ArrayList<>();
        FieldSet fieldSet = new FieldSet();
        fieldSet.setFieldName("");
        List<Property> propertyList = new ArrayList<>();
        for (MethodSettingDTO modelSetting : dto.getPredModelSettings()) {
            Property property = new Property();
            property.setKey(modelSetting.getSettingKey());
            property.setName(modelSetting.getName());
            property.setType(modelSetting.getType());
            property.setValueType(modelSetting.getValueType());
            property.setMin(modelSetting.getMin() == null ? "" : modelSetting.getMin().toString());
            property.setMax(modelSetting.getMax() == null ? "" : modelSetting.getMax().toString());
            property.setSelectItemList(CollectionUtils.isEmpty(modelSetting.getSettingSelects()) ? null : modelSetting.getSettingSelects().stream().map(e -> new SelectItem(e.getSelectKey(),e.getName())).collect(Collectors.toList()));
            property.setValue(modelSetting.getValue());
            property.setFlow(false);
            propertyList.add(property);
        }
        fieldSet.setPropertyList(propertyList);
        loadFieldSetList.add(fieldSet);
        modelBean.setLoadFieldSetList(loadFieldSetList);
        //SettingConfigMap
        Map<String, Object> settingConfigMap = new HashMap<String, Object>();
        List<com.iail.bean.Value> settingKeyList = new ArrayList<com.iail.bean.Value>();
        Map<String, Object> settingMap = new HashMap<String, Object>();
        for (MethodSettingDTO modelSetting : dto.getModelSettings()) {
            settingKeyList.add(new com.iail.bean.Value(modelSetting.getSettingKey(),modelSetting.getSettingKey()));
            settingConfigMap.put("settingKeyList", settingKeyList);
            settingConfigMap.put("settingMap", handleModelSettings(dto.getModelSettings()));
        }
        modelBean.setSettingConfigMap(settingConfigMap);
        //DataMap
        modelBean.setDataMap(dto.getModelResult());
        //ResultKey
        modelBean.setResultKey(dto.getResultKey());
        //ResultKey
        modelBean.setVersion("1.0.0");


        return modelBean;
    }

    @PostMapping("saveModel")
    public void saveModel(@RequestBody MdkDTO dto, HttpServletResponse response) {
        IAILModel modelBean = createModelBean(dto);

        try {
            //临时文件夹
            File tempFile = null;
            try {
                tempFile = Files.createTempFile(dto.getPyName(),".miail").toFile();
                log.info("生成临时文件，" + tempFile.getAbsolutePath());
            } catch (IOException e) {
                throw new RuntimeException("创建临时文件异常",e);
            }



            try {
                IAILMDK.saveModel(tempFile, modelBean);
            } catch (Exception e) {
                throw new RuntimeException("IAILMDK.saveModel异常",e);
            }

            byte[] data = FileUtil.readBytes(tempFile);
            response.reset();
            response.setHeader("Content-Disposition", "attachment; filename=\"" + URLEncoder.encode(tempFile.getName(), "UTF-8") + "\"");
            response.addHeader("Content-Length", "" + data.length);
            response.setContentType("application/octet-stream; charset=UTF-8");

            IOUtils.write(data, response.getOutputStream());
        } catch (Exception e) {
            throw new RuntimeException("代码生成异常",e);
        }
    }

    private HashMap<String, Object> handleModelSettings(List<MethodSettingDTO> modelSettings) {
        HashMap<String, Object> resultMap = null;
        try {

 iailab-module-model/iailab-module-model-biz/src/main/java/com/iailab/module/model/mpk/dto/MdkDTO.java

@@ -28,4 +28,13 @@
    private List<MethodSettingDTO> modelSettings;

    private List<String> uuids;

    private List<MethodSettingDTO> predModelSettings;

    private Integer dataLength;

    private HashMap modelResult;

    private String resultKey;

}

 iailab-module-model/iailab-module-model-biz/src/main/resources/application-dev.yaml

@@ -55,7 +55,7 @@

influx-db:
  org: iailab
  token: NloIinwybvMwKlJ8SGOAqboXH72EhdQEsnnV7kwtstVu6sbt24LNJ0bVICepeAtl2pxpd1Hj8gDLj9m4hnB7Fw==
  url: http://127.0.0.1:8086
  username: dzd
  password: qwer1234
  token: _338h4Kbu2KQaes5QwAyOz9pTUueXoSF9XmPi8N9oTS1SrhTZVj4J9JfSraUyWA0PfWMZOlf9QWax-USkJQR_A==
  url: http://172.16.8.200:8086
  username: iailab
  password: iailab2019