aida_back/src/main/java/com/ai/da/python/PythonService.java

package com.ai.da.python;

import cn.hutool.core.collection.CollectionUtil;
import cn.hutool.core.exceptions.ExceptionUtil;
import com.ai.da.common.config.FileProperties;
import com.ai.da.common.config.exception.BusinessException;
import com.ai.da.common.enums.*;
import com.ai.da.common.utils.*;
import com.ai.da.mapper.primary.CollocationMapper;
import com.ai.da.mapper.primary.DressingMapper;
import com.ai.da.mapper.primary.entity.*;
import com.ai.da.mapper.secondary.AttributeRetrievalMapper;
import com.ai.da.mapper.secondary.entity.AttributeRetrieval;
import com.ai.da.mapper.secondary.entity.AttributeRecognitionJSON;
import com.ai.da.model.dto.*;
import com.ai.da.model.enums.MalePosition;
import com.ai.da.model.enums.Sex;
import com.ai.da.model.vo.*;
import com.ai.da.python.vo.*;
import com.ai.da.service.DesignHistoryService;
import com.ai.da.service.PythonTAllInfoService;
import com.ai.da.service.SysFileService;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONArray;
import com.alibaba.fastjson.JSONException;
import com.alibaba.fastjson.JSONObject;
import com.alibaba.fastjson.serializer.SerializerFeature;
import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
import com.google.common.collect.Lists;
import com.google.common.collect.Maps;
import io.netty.util.internal.StringUtil;
import lombok.extern.slf4j.Slf4j;
import okhttp3.*;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.stereotype.Service;
import org.springframework.transaction.annotation.Transactional;
import org.springframework.util.Assert;
import org.springframework.util.CollectionUtils;
import org.springframework.util.StringUtils;
import org.springframework.web.multipart.MultipartFile;

import javax.annotation.Resource;
import java.io.File;
import java.io.IOException;
import java.math.BigDecimal;
import java.math.RoundingMode;
import java.net.HttpURLConnection;
import java.util.*;
import java.util.concurrent.TimeUnit;
import java.util.stream.Collectors;

@Slf4j
@Service
public class PythonService {

    @Resource
    private FileProperties fileProperties;
    @Resource
    private SysFileService sysFileService;
    @Resource
    private DesignHistoryService designHistoryService;
    @Value("${access.python.ip:''}")
    private String accessPythonIp;
    @Value("${access.python.port:''}")
    private String accessPythonPort;
    @Value("${access.python.address}")
    private String fastApiPythonAddress;
    @Value("${minio.bucketName.gradient}")
    private String gradientBucketName;

    @Resource
    private PythonTAllInfoService pythonTAllInfoService;

    @Resource
    private MinioUtil minioUtil;

    /**
     * 生成打印的图片 二合一 (废弃于2024/01/02)
     *
     * @param printPath
     * @return
     */
    public String generatePrint(List<String> printPath, Long userId) {
        //限流校验
//        AccessLimitUtils.validate("generatePrint", 2);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
        Map<String, String> content = Maps.newHashMap();
        content.put("fusion_content_path", printPath.get(0));
        content.put("fusion_style_path", printPath.get(1));
        content.put("userid", String.valueOf(userId));
//        content.put("fusion_output_path", getPythonOutputPath(
//                printPath.get(0), PythonToJavaApiOperationTypeEnum.GENERATE_PRINT));
        RequestBody body = RequestBody.create(mediaType, JSON.toJSONString(content));
        Request request = new Request.Builder()
//                .url(accessPythonIp + ":9999/aifda/api/v1.0/fusion_test")
                .url(accessPythonIp + ":" + accessPythonPort + "/api/image_fusion")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response;
        String responseBody;
        try {
            log.info("moodboard与printboard图片合成 入参content###{}", JSON.toJSONString(content));
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService## moodboard与printboard图片合成异常###{}", ExceptionUtil.getThrowableList(ioException));
            throw new BusinessException("image.synthesis.failed");
        }
        //去除限流
//        AccessLimitUtils.validateOut("generatePrint");
        JSONObject jsonObject = JSON.parseObject(JSON.toJSONString(response));
        if (jsonObject.getBoolean("successful")) {
            try {
                if (Objects.nonNull(response.body())) {
                    responseBody = response.body().string();
                    JSONObject responseObj = JSON.parseObject(responseBody);
                    log.info("moodboard与printboard图片合成 python返回###{}", responseObj);
                    return responseObj.get("data").toString();
                }
            } catch (IOException | JSONException e) {
                log.error("Python moodboard与printboard图片合成异常 ： {}", e.getMessage());
                throw new BusinessException("image.synthesis.failed");
            }
            log.error("moodboard与printboard图片合成异常###{}", jsonObject);
            throw new BusinessException("image.synthesis.failed");
//            return content.get("fusion_output_path");
        }
        log.info("moodboard与printboard图片合成异常###{}", jsonObject);
        //生成失败
        throw new BusinessException("image.synthesis.failed");
    }

    /**
     * 生成python要保存的文件
     *
     * @param picturePath
     * @return
     */
    private String getPythonOutputPath(String picturePath, PythonToJavaApiOperationTypeEnum pythonOperationType) {
        String linuxDomain = fileProperties.getLinuxDomain();
        String day = DateUtil.dateToStr(new Date(), DateUtil.YYYYMM);
        //获取图片后缀
        String suffix = picturePath.substring(picturePath.lastIndexOf("."));
        String generateFileName = pythonOperationType.getRealName()
                + "-" + UUID.randomUUID().toString() + suffix;
        return linuxDomain + day + File.separator + "pythonFile" + File.separator
                + pythonOperationType.getRealName()
                + File.separator + generateFileName;
    }

    /**
     * python生成的文件上传到java服务器统一维护
     *
     * @param file
     * @param operateType
     * @return
     */
    @Transactional(rollbackFor = Exception.class)
    public String upload(MultipartFile file, String operateType) {
        //用户信息
        PythonToJavaApiOperationTypeEnum operationType = PythonToJavaApiOperationTypeEnum.uploadOf(operateType);
        Assert.notNull(operationType, "unknown operateType " + operateType + "!");
        String path = calculateFileUrl(operationType);
        File generateFile = FileUtil.upload2(file, path);

        String linuxDomain = fileProperties.getLinuxDomain();
        if (!StringUtils.isEmpty(linuxDomain)) {
            //linux 系统
            String oldPath = fileProperties.getSys().getPath();
            return generateFile.getAbsolutePath().replace(oldPath, linuxDomain);
        }
        return null;
    }

//    @Transactional
//    public List<String> upload(MultipartFile[] files, String operateType) {
//        List<String> paths = new ArrayList<>();
//        //用户信息
//        PythonToJavaApiOperationTypeEnum operationType = PythonToJavaApiOperationTypeEnum.uploadOf(operateType);
//        Assert.notNull(operationType, "unknown operateType " + operateType + "!");
//        String path = calculateFileUrl(operationType);
//        for (MultipartFile file : files) {
//            File generateFile = FileUtil.upload2(file, path);
//            Assert.notNull(generateFile, "An error occurred while processing the file!");
//
//            String linuxDomain = fileProperties.getLinuxDomain();
//            if (!StringUtils.isEmpty(linuxDomain)) {
//                //linux 系统
//                String oldPath = fileProperties.getSys().getPath();
//                paths.add(generateFile.getAbsolutePath().replace(oldPath, linuxDomain));
//            }
//        }
//        return paths;
//    }


    private String calculateFileUrl(PythonToJavaApiOperationTypeEnum operationType) {
        String rootPath = fileProperties.getSys().getPath();
        String day = DateUtil.dateToStr(new Date(), DateUtil.YYYYMM);
        return rootPath + day + File.separator + "pythonFile" + File.separator
                + operationType.getRealName() + File.separator;
    }


    /**
     * 组装和计算design参数
     *
     * @param systemScale
     * @param singleOverall
     * @param switchCategory
     * @param elementVO
     * @param processId
     * @return
     */
    public DesignPythonObjects covertDesignParam(BigDecimal systemScale, String singleOverall,
                                                 String switchCategory, ValidateElementVO elementVO, String processId) {
        DesignPythonObjects designPythonObjects = new DesignPythonObjects();
        List<DesignPythonObject> objects = new ArrayList<>();
        designPythonObjects.setObjects(objects);
        designPythonObjects.setProcess_id(processId);

        long pinPrintNum = calculateDesignPinPrintNum(elementVO.getPrintBoardElements());
        long noPinPrintNum = calculateDesignNoPinPrintNum(elementVO.getPrintBoardElements());
        long noPrintNum = 8 - pinPrintNum - noPinPrintNum;
        elementVO.setNoPinPrintNum(noPinPrintNum);

        int[] sketchNumbers = new int[3];

        for (int i = 0; i < 8; i++) {
            CurrentDesignPictureTypeEnum designPictureType = calculateCurrentDesignPictureTypeNew(elementVO, sketchNumbers, systemScale);
            if (designPictureType == null) break;

            CurrentDesignPrintPictureTypeEnum designPrintPictureType = calculateCurrentDesignPintPictureType(pinPrintNum, noPinPrintNum, noPrintNum);
            if (designPrintPictureType == null) break;

            updateSketchNumbers(designPictureType, sketchNumbers);
            switch (designPrintPictureType) {
                case PIN:
                    pinPrintNum--;
                    break;
                case NO_PIN:
                    noPinPrintNum--;
                    break;
                case NO:
                    noPrintNum--;
                    break;
            }
//            updatePrintNumbers(designPrintPictureType, pinPrintNum, noPinPrintNum, noPrintNum);

            DesignPythonItemPrint designPythonItemPrint = getRandomPrint(elementVO, designPrintPictureType);
            elementVO.setDesignPythonItemPrint(designPythonItemPrint);
            elementVO.setDesignPrintPictureTypeLayoutList(calculateCurrentDesignPintPictureTypeLayout(elementVO.getModelSex()));

            DesignPythonObject pythonObject = createDesignPythonObject(elementVO, designPictureType, systemScale, singleOverall, switchCategory);
            objects.add(pythonObject);
        }
        return designPythonObjects;
    }

    private void updateSketchNumbers(CurrentDesignPictureTypeEnum designPictureType, int[] sketchNumbers) {
        switch (designPictureType) {
            case PIN:
                sketchNumbers[0]++;
                break;
            case NO_PIN:
                sketchNumbers[2]--;
                break;
            case SYS_FILE:
                sketchNumbers[1]--;
                break;
        }
    }

    private void updatePrintNumbers(CurrentDesignPrintPictureTypeEnum designPrintPictureType, long pinPrintNum, long noPinPrintNum, long noPrintNum) {
        switch (designPrintPictureType) {
            case PIN:
                pinPrintNum--;
                break;
            case NO_PIN:
                noPinPrintNum--;
                break;
            case NO:
                noPrintNum--;
                break;
        }
    }

    private DesignPythonObject createDesignPythonObject(ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType, BigDecimal systemScale, String singleOverall, String switchCategory) {
        DesignPythonObject pythonObject = new DesignPythonObject();
        pythonObject.setItems(coverToDesignPythonItemNew(elementVO, designPictureType, systemScale));
        pythonObject.setBasic(coverToBasic(pythonObject.getItems().get(0), singleOverall, switchCategory, elementVO.getDesignLibraryModelPoint()));
        return pythonObject;
    }


    private CurrentDesignPictureTypeEnum calculateCurrentDesignPictureTypeNew(ValidateElementVO elementVO, int[] sketchNumbers, BigDecimal systemScale) {
        List<CollectionElement> pinData = getPinData(elementVO);
        if (CollectionUtil.isNotEmpty(pinData)) {
            return CurrentDesignPictureTypeEnum.PIN;
        } else {
            if (sketchNumbers[1] == 0 && sketchNumbers[2] == 0) {
                sketchNumbers[1] = systemScale.multiply(BigDecimal.valueOf(8 - sketchNumbers[0])).setScale(0, BigDecimal.ROUND_HALF_UP).intValue();
                sketchNumbers[2] = 8 - sketchNumbers[0] - sketchNumbers[1];
            }
            if (sketchNumbers[2] > 0 && sketchNumbers[1] > 0) {
                Long l = RandomsUtil.randomSysFile(0l, 2l);
                if (l == 0l) {
                    return CurrentDesignPictureTypeEnum.NO_PIN;
                } else {
                    return CurrentDesignPictureTypeEnum.SYS_FILE;
                }
            }
            if (sketchNumbers[2] > 0) {
                return CurrentDesignPictureTypeEnum.NO_PIN;
            }
            return CurrentDesignPictureTypeEnum.SYS_FILE;
        }
    }

    private int calculateNoPinSketchNum(int pinSketchNum, int sysSketchNum) {
        return 8 - pinSketchNum - sysSketchNum;
    }

    private int calculateSysSketchNum(BigDecimal sysRatio, int pinSketchNum) {
        // Calculate sysRatio * (8 - pinSketchNum)
        BigDecimal result = sysRatio.multiply(BigDecimal.valueOf(8 - pinSketchNum));

        // Round the result to the nearest integer using half-up rounding

        return result.setScale(0, RoundingMode.HALF_UP).intValue();
    }

//    private int calculatePinSketchNum(List<CollectionElement> sketchBoardElements, List<String> hasUseMd5List) {
//        List<CollectionElement> pinData = getPinData(sketchBoardElements, hasUseMd5List);
//        if (CollectionUtil.isEmpty(pinData)) {
//            return 0;
//        }
////        long topNum = sketchBoardElements.stream()
////                .filter(skecth -> skecth.getHasPin() == 1
////                        && DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(skecth.getLevel2Type())).count();
////        long bottomNum = sketchBoardElements.stream()
////                .filter(skecth -> skecth.getHasPin() == 1
////                        && DesignPythonItem.SKIRT_TROUSERS.contains(skecth.getLevel2Type())).count();
////        int num = Arrays.asList(topNum, bottomNum).stream().max(Comparator.comparing(Long::valueOf)).get().intValue();
//        int num = pinData.size();
//        return Math.min(num, 8);
//    }

    //计算当前的图片类型
    private CurrentDesignPictureTypeEnum calculateCurrentDesignPictureType(int pinSketchNum, int sysSketchNum, int noPinSketchNum) {
        List<Integer> codes = Lists.newArrayList();
        if (pinSketchNum > 0) {
            //pin默认优先选择 不参与计算 后续有调整再说
//            codes.add(pinPictureNum);
            return CurrentDesignPictureTypeEnum.PIN;
        }
        if (sysSketchNum > 0) {
            codes.add(CurrentDesignPictureTypeEnum.SYS_FILE.getCode());
        }

        if (noPinSketchNum > 0) {
            codes.add(CurrentDesignPictureTypeEnum.NO_PIN.getCode());
        }
        List<CurrentDesignPictureTypeEnum> pictureTypeEnums = CurrentDesignPictureTypeEnum.ofList(codes);
        if (CollectionUtils.isEmpty(pictureTypeEnums)) {
            return null;
        }
        int max = pictureTypeEnums.size();
        int min = 0;
        Long randomIndex = RandomsUtil.randomSysFile((long) min, (long) max);
        return pictureTypeEnums.get(randomIndex.intValue());
    }

    //计算系统图片张数
    private static int calculateSysPictureNum(BigDecimal sysRatio, int pinPictureNum) {
        if (pinPictureNum > 4) {
            int poolSize = 8 - pinPictureNum;
            if (poolSize == 0) {
                return 0;
            }
            return BigDecimal.valueOf(poolSize).multiply(sysRatio)
                    .setScale(0, BigDecimal.ROUND_HALF_UP).intValue();
        } else {
            return BigDecimal.valueOf(4).multiply(sysRatio)
                    .setScale(0, BigDecimal.ROUND_HALF_UP).intValue();
        }
    }

    //计算用户库图片张数
    private static int calculateUserLibraryPictureNum(int sysPictureNum, int pinPictureNum) {
        if (pinPictureNum > 4) {
            return 8 - pinPictureNum - sysPictureNum;
        } else {
            return 4 - sysPictureNum;
        }
    }

    //计算Pin图片张数
//    private int calculatePinPictureNum(List<CollectionElement> sketchBoardElements, List<String> hasUseMd5List) {
//        List<CollectionElement> pinData = getPinData(sketchBoardElements, hasUseMd5List);
//        if (CollectionUtil.isEmpty(pinData)) {
//            return 0;
//        }
//        long topNum = sketchBoardElements.stream()
//                .filter(skecth -> skecth.getHasPin() == 1
//                        && DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(skecth.getLevel2Type())).count();
//        long bottomNum = sketchBoardElements.stream()
//                .filter(skecth -> skecth.getHasPin() == 1
//                        && DesignPythonItem.SKIRT_TROUSERS.contains(skecth.getLevel2Type())).count();
//        int num = Arrays.asList(topNum, bottomNum).stream().max(Comparator.comparing(Long::valueOf)).get().intValue();
//        if (num > 8) {
//            return 8;
//        }
//        return num;
//    }

    //计算当前的Print图片类型
    private CurrentDesignPrintPictureTypeEnum calculateCurrentDesignPintPictureType(long pinPrintNum, long noPinPrintNum, long noPrintNum) {
        List<Integer> codes = Lists.newArrayList();
        if (pinPrintNum > 0) {
            //pin默认优先选择 不参与计算 后续有调整再说
//            codes.add(pinPictureNum);
            return CurrentDesignPrintPictureTypeEnum.PIN;
        }
        if (noPinPrintNum > 0) {
            codes.add(CurrentDesignPrintPictureTypeEnum.NO_PIN.getCode());
        }
        if (noPrintNum > 0) {
            codes.add(CurrentDesignPrintPictureTypeEnum.NO.getCode());
        }

        List<CurrentDesignPrintPictureTypeEnum> pictureTypeEnums = CurrentDesignPrintPictureTypeEnum.ofList(codes);
        if (CollectionUtils.isEmpty(pictureTypeEnums)) {
            return null;
        }
        int max = pictureTypeEnums.size();
        int min = 0;
        Long randomIndex = RandomsUtil.randomSysFile((long) min, (long) max);
        return pictureTypeEnums.get(randomIndex.intValue());
    }

    //计算当前的Print图片类型具体分布位置 0. 上衣 1.下衣 2.上衣和下衣都print
    private List<String> calculateCurrentDesignPintPictureTypeLayout(String modelSex) {
        if (modelSex.equals(Sex.FEMALE.getValue())) {
            Long randomIndex = RandomsUtil.randomSysFile(0L, 3L);
            if (randomIndex == 0) {
                return DesignPythonItem.OUTWEAR_DRESS_BLOUSE;
            }
            if (randomIndex == 1) {
                return DesignPythonItem.SKIRT_TROUSERS;
            }
            if (randomIndex == 2) {
                List<String> all = new ArrayList<>(DesignPythonItem.OUTWEAR_DRESS_BLOUSE);
                all.addAll(new ArrayList<>(DesignPythonItem.SKIRT_TROUSERS));
                return all;
            }
        } else if (modelSex.equals(Sex.MALE.getValue())) {
            Long randomIndex = RandomsUtil.randomSysFile(0L, 3L);
            if (randomIndex == 0) {
                return DesignPythonItem.TOPS;
            }
            if (randomIndex == 1) {
                return DesignPythonItem.BOTTOMS;
            }
            if (randomIndex == 2) {
                List<String> all = new ArrayList<>(DesignPythonItem.TOPS);
                all.addAll(new ArrayList<>(DesignPythonItem.BOTTOMS));
                return all;
            }
        }
        return null;
    }

    //计算print 非Pin图片剩余张数
    private long calculateDesignPinPrintNum(List<CollectionElement> printBoardElements) {
        if (CollectionUtils.isEmpty(printBoardElements)) {
            return 0;
        }
        return printBoardElements.stream().filter(f -> f.getHasPin() == 1).count();
    }

    //计算print 非Pin图片剩余张数
    private long calculateDesignNoPinPrintNum(List<CollectionElement> printBoardElements) {
        if (CollectionUtils.isEmpty(printBoardElements)) {
            return 0;
        }
        long noPinNum = printBoardElements.stream().filter(f -> f.getHasPin() == 0).count();
        if (noPinNum == 0L) {
            return 0;
        } else {
            long pinNum = printBoardElements.stream().filter(f -> f.getHasPin() == 1).count();
            if (8 - pinNum < 4) {
                return RandomsUtil.randomSysFile(0L, 8 - pinNum + 1);
            } else {
                return RandomsUtil.randomSysFile(0L, 4L + 1);
            }
        }
    }

//    private List<DesignPythonItem> coverToDesignPythonItem(ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType) {
//        //Pin的数据
//        List<CollectionElement> pinData = getPinData(elementVO.getSketchBoardElements(), elementVO.getHasUseMd5List());
//        //计算填充PythonItemBlouse
//        List<DesignPythonItem> items = Lists.newArrayList();
//        if (elementVO.getModelSex().equals("Female")) {
//            List<DesignPythonItem> blouseList = calculatePythonItemBlouse(pinData, elementVO, designPictureType);
//            if (!CollectionUtils.isEmpty(blouseList)) {
//                items.addAll(blouseList);
//            }
//            //计算填充PythonItemSkirt
//            DesignPythonItem skirt = calculatePythonItemSkirt(pinData, elementVO, designPictureType);
//            if (Objects.nonNull(skirt)) {
//                items.add(skirt);
//            }
//        } else {
//            // 男装逻辑
//            DesignPythonItem top = calculatePythonItemTop(pinData, elementVO, designPictureType);
//            if (Objects.nonNull(top)) {
//                items.add(top);
//            }
//            DesignPythonItem bottom = calculatePythonItemBottom(pinData, elementVO, designPictureType);
//            if (Objects.nonNull(bottom)) {
//                items.add(bottom);
//            }
//            if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall()) && elementVO.getSwitchCategory().equals("Outwear")) {
//                DesignPythonItem outwear = calculatePythonItemOutwear(pinData, elementVO, designPictureType);
//                if (Objects.nonNull(outwear)) {
//                    items.add(outwear);
//                }
//            }
//        }
//        //计算填充Hairstyle Earring Shoes Body
//        items.addAll(calculatePythonItemHairstyleShoes(elementVO, elementVO.getDesignLibraryModelPoint()));
//        return items;
//    }

    private List<DesignPythonItem> coverToDesignPythonItemNew(ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType, BigDecimal systemScale) {
        List<DesignPythonItem> itemList = new ArrayList<>();
        DesignPythonItem designPythonItem = calculatePythonItem(elementVO, designPictureType);
        if (Objects.nonNull(designPythonItem)) {
            itemList.add(designPythonItem);
            if (elementVO.getSingleOverall().equals(SingleOverallEnum.OVERALL.getRealName())) {
                List<String> otherSketchCategoryList = getOtherSketchCategoryList(elementVO.getModelSex(), designPythonItem);
                if (!otherSketchCategoryList.isEmpty()) {
                    JSONObject attributeRecognition = getAttributeRecognition(designPythonItem, designPythonItem.getType(), elementVO.getModelSex());
                    for (String styleCategory : otherSketchCategoryList) {
                        DesignPythonItem otherSketch = processAttributeRecognition(attributeRecognition, elementVO, designPictureType, styleCategory, systemScale);
                        itemList.add(otherSketch);
                    }
                }
                itemList.addAll(calculatePythonItemHairstyleShoes(elementVO, elementVO.getDesignLibraryModelPoint()));
            }
        }
        return itemList;
    }

    private DesignPythonItem processAttributeRecognition(JSONObject attributeRecognition, ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType, String styleCategory, BigDecimal systemScale) {
        switch (designPictureType) {
            case PIN:
                return processPinAttributeRecognition(attributeRecognition, elementVO, styleCategory, systemScale);
            case NO_PIN:
            case SYS_FILE:
                return processNoPinOrSysFileAttributeRecognition(attributeRecognition, elementVO, styleCategory, systemScale);
            default:
                throw new BusinessException("unknown designPictureType");
        }
    }

    private DesignPythonItem processPinAttributeRecognition(JSONObject attributeRecognition, ValidateElementVO elementVO, String styleCategory, BigDecimal systemScale) {
        List<CollectionElement> collectPin = getFilteredCollectionElements(elementVO.getSketchBoardElements(), 1, styleCategory);
        if (CollectionUtil.isNotEmpty(collectPin)) {
            int randomNum = RandomsUtil.randomSysFile(collectPin.size());
            elementVO.getHasUseMd5List().add(collectPin.get(randomNum).getMd5());
            return coverSketchToDesignPythonItem(collectPin.get(randomNum).getId(), collectPin.get(randomNum), elementVO);
        } else {
            List<CollectionElement> collectNoPin = getFilteredCollectionElements(elementVO.getSketchBoardElements(), 0, styleCategory);
            return processNoPinOrSysFileAttributeRecognitionWithPool(collectNoPin, attributeRecognition, elementVO, styleCategory, systemScale);
        }
    }

    private DesignPythonItem processNoPinOrSysFileAttributeRecognition(JSONObject attributeRecognition, ValidateElementVO elementVO, String styleCategory, BigDecimal systemScale) {
        List<CollectionElement> collectNoPin = getFilteredCollectionElements(elementVO.getSketchBoardElements(), 0, styleCategory);
        return processNoPinOrSysFileAttributeRecognitionWithPool(collectNoPin, attributeRecognition, elementVO, styleCategory, systemScale);
    }

    private DesignPythonItem processNoPinOrSysFileAttributeRecognitionWithPool(List<CollectionElement> collectionElements, JSONObject attributeRecognition, ValidateElementVO elementVO, String styleCategory, BigDecimal systemScale) {
        int poolNum = 20;
        if (CollectionUtil.isNotEmpty(collectionElements)) {
            int collectionNoPinSize = collectionElements.size();
            if (systemScale.compareTo(BigDecimal.ZERO) == 0) {
                int randomNum = RandomsUtil.randomSysFile(collectionNoPinSize);
                return coverSketchToDesignPythonItem(null, collectionElements.get(randomNum), elementVO);
            } else if (systemScale.compareTo(BigDecimal.ONE) != 0) {
                BigDecimal collectNoPinSize = BigDecimal.valueOf(collectionNoPinSize);
                poolNum = collectNoPinSize.divide(systemScale, 0, RoundingMode.DOWN).intValue();
                List<CollectionElement> list = getSystemSketchPool(attributeRecognition, styleCategory, elementVO.getModelSex(), poolNum);
                collectionElements.addAll(list);
                int randomNum = RandomsUtil.randomSysFile(collectionElements.size());
                if (randomNum < collectionNoPinSize) {
                    return coverSketchToDesignPythonItem(collectionElements.get(randomNum).getId(), collectionElements.get(randomNum), elementVO);
                } else {
                    return coverSketchToDesignPythonItem(null, collectionElements.get(randomNum), elementVO);
                }
            }
        }
        List<CollectionElement> list = getSystemSketchPool(attributeRecognition, styleCategory, elementVO.getModelSex(), poolNum);
        int randomNum = RandomsUtil.randomSysFile(list.size());
        return coverSketchToDesignPythonItem(null, list.get(randomNum), elementVO);
    }

    private List<CollectionElement> getFilteredCollectionElements(List<CollectionElement> elements, int hasPin, String styleCategory) {
        return CollectionUtil.isNotEmpty(elements) ? elements.stream().filter(o -> o.getHasPin() == hasPin && o.getLevel2Type().equals(styleCategory)).collect(Collectors.toList()) : null;
    }

    private DesignPythonItem processAttributeRecognitionBySameCategory(JSONObject attributeRecognition, ValidateElementVO elementVO, String styleCategory) {
        List<CollectionElement> list = getSystemSketchPoolBySameCategory(attributeRecognition, styleCategory, elementVO.getModelSex());
        int randomNum = RandomsUtil.randomSysFile(list.size());
        return coverSketchToDesignPythonItem(null, list.get(randomNum), elementVO);
    }

    @Resource
    private AttributeRetrievalMapper attributeRetrievalMapper;

    private List<CollectionElement> getSystemSketchPool(JSONObject attributeRecognition, String styleCategory, String modelSex, int poolNum) {
        /**
         * female trousers->female_pants
         * female blouse->female_top
         * female skirt->female_skirt
         * female outwear->female_outwear
         * female dress->female_dress
         */
        JSONObject data = attributeRecognition.getJSONObject("data");
        JSONObject attrDict = ((JSONObject) data.getJSONArray("list").get(0)).getJSONObject("attr_dict");
        AttributeRecognitionJSON attrDictJSON = attrDict.toJavaObject(AttributeRecognitionJSON.class);
        AttributeRetrieval attributeRetrievalAttrDict = toAttrDict(attrDictJSON);
        String tableName;
        tableName = getTableName(modelSex, styleCategory);
        List<AttributeRetrieval> attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum);
        if (CollectionUtil.isEmpty(attributeRetrievalList) || attributeRetrievalList.size() < poolNum) {
            attributeRetrievalAttrDict.setDesign(null);
            attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum);
        }
        if (CollectionUtil.isEmpty(attributeRetrievalList) || attributeRetrievalList.size() < poolNum) {
            attributeRetrievalAttrDict.setSilhouette(null);
            attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum);
        }
        return toColoectionElementList(attributeRetrievalList, styleCategory, modelSex);
    }

    private List<CollectionElement> getSystemSketchPoolBySameCategory(JSONObject attributeRecognition, String styleCategory, String modelSex) {
        /**
         * female trousers->female_pants
         * female blouse->female_top
         * female skirt->female_skirt
         * female outwear->female_outwear
         * female dress->female_dress
         */
        JSONObject data = attributeRecognition.getJSONObject("data");
        JSONObject attrDict = ((JSONObject) data.getJSONArray("list").get(0)).getJSONObject("attr_dict");
        AttributeRecognitionJSON attrDictJSON = attrDict.toJavaObject(AttributeRecognitionJSON.class);
        AttributeRetrieval attributeRetrievalAttrDict = toAttrDict(attrDictJSON);
        String tableName;
        tableName = getTableName(modelSex, styleCategory);

        // 存储非空字段的列表
        List<String> nonNullFields = new ArrayList<>();
        if (attributeRetrievalAttrDict.getType() != null) {
            nonNullFields.add("type");
        }
        if (attributeRetrievalAttrDict.getOpeningType() != null) {
            nonNullFields.add("openingType");
            if (tableName.equals("male_outwear") || tableName.equals("male_top") || tableName.equals("male_bottom")) {
                nonNullFields.remove("openingType");
                attributeRetrievalAttrDict.setOpeningType(null);
            }
        }
        if (attributeRetrievalAttrDict.getSubtype() != null) {
            nonNullFields.add("subtype");
        }

        // 只有当非空字段数量大于等于2时才进行处理
        if (nonNullFields.size() >= 2) {
            // 随机数生成器
            Random random = new Random();
            // 随机选择一个字段保留
            String fieldToKeep = nonNullFields.get(random.nextInt(nonNullFields.size()));

            // 设置保留的字段为非null，其他字段为null
            for (String field : nonNullFields) {
                if (!field.equals(fieldToKeep)) {
                    switch (field) {
                        case "type":
                            attributeRetrievalAttrDict.setType(null);
                            break;
                        case "openingType":
                            attributeRetrievalAttrDict.setOpeningType(null);
                            break;
                        case "subtype":
                            attributeRetrievalAttrDict.setSubtype(null);
                            break;
                    }
                }
            }
        }

        List<AttributeRetrieval> attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPoolBySameCategory(attributeRetrievalAttrDict, tableName);
        if (CollectionUtil.isEmpty(attributeRetrievalList)) {
            System.out.println(attributeRetrievalAttrDict);
            System.out.println(tableName);
        }
        return toColoectionElementList(attributeRetrievalList, styleCategory, modelSex);
    }

    private List<CollectionElement> toColoectionElementList(List<AttributeRetrieval> attributeRetrievalList, String styleCategory, String modelSex) {
        List<CollectionElement> systemPool = new ArrayList<>();
        for (AttributeRetrieval attributeRetrieval : attributeRetrievalList) {
            CollectionElement system = toCollectionElement(attributeRetrieval, styleCategory, modelSex);
            systemPool.add(system);
        }
        return systemPool;
    }

    private CollectionElement toCollectionElement(AttributeRetrieval attributeRetrieval, String styleCategory, String modelSex) {
        CollectionElement element = new CollectionElement();
        element.setLevel2Type(styleCategory);
        element.setUrl("aida-sys-image/images/" + modelSex.toLowerCase() + "/" + attributeRetrieval.getImgName());
        if (element.getUrl().contains("top")) {
            element.setUrl(element.getUrl().replace("top", "tops"));
        }
        if (element.getUrl().contains("bottom")) {
            element.setUrl(element.getUrl().replace("bottom", "bottoms"));
        }
        if (element.getUrl().contains("outer")) {
            element.setUrl(element.getUrl().replace("outer", "outwear"));
        }
        return element;
    }

    private AttributeRetrieval toAttrDict(AttributeRecognitionJSON attrDictJSON) {
        AttributeRetrieval attributeRetrieval = new AttributeRetrieval();
//        attributeRetrieval.setImgName(attrDictJSON.getImgName().get(0));
//        attributeRetrieval.setLength(attrDictJSON.getLength().get(0));
//        attributeRetrieval.setSleeveLength(attrDictJSON.getSleeveLength().get(0));
//        attributeRetrieval.setSleeveShape(attrDictJSON.getSleeveShape().get(0));
//        attributeRetrieval.setSleeveShoulder(attrDictJSON.getSleeveShoulder().get(0));
//        attributeRetrieval.setNeckline(attrDictJSON.getNeckline().get(0));
//        attributeRetrieval.setCollar(attrDictJSON.getCollar().get(0));
        if (CollectionUtil.isNotEmpty(attrDictJSON.getDesign()) && attrDictJSON.getDesign().get(0) != null) {
            attributeRetrieval.setDesign(attrDictJSON.getDesign().get(0));
        }
        if (CollectionUtil.isNotEmpty(attrDictJSON.getSilhouette()) && attrDictJSON.getSilhouette().get(0) != null) {
            attributeRetrieval.setSilhouette(attrDictJSON.getSilhouette().get(0));
        }
        if (CollectionUtil.isNotEmpty(attrDictJSON.getType()) && attrDictJSON.getType().get(0) != null) {
            attributeRetrieval.setType(attrDictJSON.getType().get(0));
        }
        if (CollectionUtil.isNotEmpty(attrDictJSON.getSubtype()) && attrDictJSON.getSubtype().get(0) != null) {
            attributeRetrieval.setSubtype(attrDictJSON.getSubtype().get(0));
        }
        if (CollectionUtil.isNotEmpty(attrDictJSON.getOpeningType()) && attrDictJSON.getOpeningType().get(0) != null) {
            attributeRetrieval.setOpeningType(attrDictJSON.getOpeningType().get(0));
        }
        return attributeRetrieval;
    }

    public JSONObject getAttributeRecognition(DesignPythonItem designPythonItem, String styleCategory, String modelSex) {
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .readTimeout(60, TimeUnit.SECONDS)
                .writeTimeout(60, TimeUnit.SECONDS)
                .build();
        MediaType mediaType = MediaType.parse("application/json");

        JSONObject paramJSONObject = new JSONObject();
        paramJSONObject.put("category", styleCategory);
        paramJSONObject.put("colony", modelSex);
        paramJSONObject.put("sketch_img_url", designPythonItem.getPath());
        JSONArray paramArray = new JSONArray();
        paramArray.add(paramJSONObject);
        String param = JSON.toJSONString(paramArray, SerializerFeature.DisableCircularReferenceDetect);

        log.info("PythonService##design 请求参数:####{}", param);
        RequestBody body = RequestBody.create(mediaType, param);
        Request request = new Request.Builder()
                .url(accessPythonIp + ":" + accessPythonPort + "/api/attribute_recognition")
//                .url(fastApiPythonAddress + "/api/attribute_recognition")
                .method("POST", body)
                .addHeader("Content-Type", "application/json")
                .build();

        try (Response response = client.newCall(request).execute()) {
            if (response.isSuccessful()) {
                String responseBody = Objects.requireNonNull(response.body()).string();
                JSONObject responseObject = JSON.parseObject(responseBody);
                log.info("PythonService##responseObject###{}", responseObject);
                return responseObject;
            } else {
                log.error("PythonService##design 请求异常：{}", response);
                throw new BusinessException("attributeRecognition.interface.exception");
            }
        } catch (IOException e) {
            log.error("PythonService##design 请求异常：{}", e.getMessage());
            throw new BusinessException("attributeRecognition.interface.exception");
        }
    }

    public JSONObject getAttributeRecognitionBySameCategory(CollectionElement element, String modelSex) {
        // todo 限流校验
//        AccessLimitUtils.validate("design",5);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
        //关闭FastJson的引用检测 防止出现$ref 现象
        JSONObject paramJSONObject = new JSONObject();
        paramJSONObject.put("category", element.getLevel2Type());
        paramJSONObject.put("colony", modelSex);
        paramJSONObject.put("sketch_img_url", element.getUrl());
        JSONArray paramArray = new JSONArray();
        paramArray.add(paramJSONObject);
        String param = JSON.toJSONString(paramArray, SerializerFeature.DisableCircularReferenceDetect);
        log.info("design请求python 参数:####{}", param);
        RequestBody body = RequestBody.create(mediaType, param);
        Request request = new Request.Builder()
                .url(accessPythonIp + ":" + accessPythonPort + "/api/attribute_recognition")
//                .url(fastApiPythonAddress + "/api/attribute_recognition")
                .method("POST", body)
//                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response;
        String responseBody;
        try {
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            AccessLimitUtils.validateOut("design");
            log.error("PythonService##design异常###{}", ExceptionUtil.getThrowableList(ioException));
            throw new BusinessException("design.interface.exception");
        }
        //去除限流
//        AccessLimitUtils.validateOut("design");
        if (response.isSuccessful()) {
            try {
                if (Objects.nonNull(response.body())) {
                    responseBody = response.body().string();
                    JSONObject responseObject = JSON.parseObject(responseBody);
                    log.info("PythonService##responseObject###{}", responseObject);
                    return responseObject;
                }
                throw new BusinessException("design.interface.exception");
            } catch (IOException | JSONException e) {
                log.error("PythonService##design异常###{}", e.getMessage());
                throw new BusinessException("design.interface.exception");
            }
        }
        log.error("PythonService##design异常response###{}", response);
        //生成失败
        throw new BusinessException("design.interface.exception");
    }

    @Resource
    private CollocationMapper collocationMapper;
    @Resource
    private DressingMapper dressingMapper;

    private List<String> getOtherSketchCategoryList(String modelSex, DesignPythonItem designPythonItem) {
        List<Collocation> collocationList = collocationMapper.getCollocationListBySketch(modelSex, designPythonItem.getType());
        if (CollectionUtil.isNotEmpty(collocationList)) {
            Random random = new Random();
            int randomNumber = random.nextInt(collocationList.size());
            List<String> otherSketchCategoryList = dressingMapper.getOtherSketchCategoryNameList(collocationList.get(randomNumber).getId(), designPythonItem.getType().toLowerCase());
            return otherSketchCategoryList;
        }
        return null;
    }

    private DesignPythonItem calculatePythonItem(ValidateElementVO validateElementVO, CurrentDesignPictureTypeEnum currentDesignPictureType) {
        switch (currentDesignPictureType) {
            case PIN:
                return calculatePinPythonItem(validateElementVO);
            case NO_PIN:
                return calculateNoPinPythonItem(validateElementVO);
            case SYS_FILE:
                return calculateSysFilePythonItem(validateElementVO);
            default:
                return null;
        }
    }

    private DesignPythonItem calculatePinPythonItem(ValidateElementVO validateElementVO) {
        List<CollectionElement> pinCollectionData = getPinData(validateElementVO);
        if (CollectionUtil.isEmpty(pinCollectionData)) {
            throw new BusinessException("pinData is null");
        }
        Random random = new Random();
        int randomNumber = random.nextInt(pinCollectionData.size());
        validateElementVO.getHasUseMd5List().add(pinCollectionData.get(randomNumber).getMd5());
        return coverSketchToDesignPythonItem(pinCollectionData.get(randomNumber).getId(), pinCollectionData.get(randomNumber), validateElementVO);
    }

    private DesignPythonItem calculateNoPinPythonItem(ValidateElementVO validateElementVO) {
        List<CollectionElement> noPinCollectionData = getNoPinData(validateElementVO);
        if (CollectionUtil.isEmpty(noPinCollectionData)) {
            List<CollectionElement> sketchBoardPins = getPinDataWhole(validateElementVO);
            if (CollectionUtil.isNotEmpty(sketchBoardPins) && validateElementVO.getSingleOverall().equals(SingleOverallEnum.SINGLE.getRealName())) {
                sketchBoardPins = sketchBoardPins.stream().filter(o -> o.getLevel2Type().equals(validateElementVO.getSwitchCategory())).collect(Collectors.toList());
            }
            if (CollectionUtil.isNotEmpty(sketchBoardPins)) {
                Integer randomNum = RandomsUtil.randomSysFile(sketchBoardPins.size());
                CollectionElement element = sketchBoardPins.get(randomNum);
                JSONObject attributeRecognition = getAttributeRecognitionBySameCategory(element, validateElementVO.getModelSex());
                return processAttributeRecognitionBySameCategory(attributeRecognition, validateElementVO, element.getLevel2Type());
            }
            QueryWrapper<Dressing> qw = new QueryWrapper<>();
            qw.lambda().eq(Dressing::getApparel, validateElementVO.getModelSex());
            if (validateElementVO.getSingleOverall().equals(SingleOverallEnum.SINGLE.getRealName())) {
                qw.lambda().eq(Dressing::getStyleCategory, validateElementVO.getSwitchCategory());
            }
            List<Dressing> dressings = dressingMapper.selectList(qw);
            if (CollectionUtil.isEmpty(dressings)) {
                throw new BusinessException("dressings is null");
            }
            Integer randomNum = RandomsUtil.randomSysFile(dressings.size());
            String category = dressings.get(randomNum).getStyleCategory();
            String tableName = getTableName(validateElementVO.getModelSex(), category);
            AttributeRetrieval attributeRetrieval = attributeRetrievalMapper.getSystemRandom(tableName);
            CollectionElement collectionElement = toCollectionElement(attributeRetrieval, category, validateElementVO.getModelSex());
            return coverSketchToDesignPythonItem(null, collectionElement, validateElementVO);
        }
        Random random = new Random();
        int randomNumber = random.nextInt(noPinCollectionData.size());
        return coverSketchToDesignPythonItem(noPinCollectionData.get(randomNumber).getId(), noPinCollectionData.get(randomNumber), validateElementVO);
    }

    private DesignPythonItem calculateSysFilePythonItem(ValidateElementVO validateElementVO) {
        List<CollectionElement> sketchBoardCollectionElements = validateElementVO.getSketchBoardElements();
        if (!CollectionUtils.isEmpty(sketchBoardCollectionElements)) {
            if (validateElementVO.getModelSex().equals(Sex.MALE.getValue())) {
                sketchBoardCollectionElements = sketchBoardCollectionElements.stream().filter(o -> MALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
            }
            if (validateElementVO.getModelSex().equals(Sex.FEMALE.getValue())) {
                sketchBoardCollectionElements = sketchBoardCollectionElements.stream().filter(o -> FEMALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
            }
            if (CollectionUtil.isNotEmpty(sketchBoardCollectionElements) && validateElementVO.getSingleOverall().equals(SingleOverallEnum.SINGLE.getRealName())) {
                sketchBoardCollectionElements = sketchBoardCollectionElements.stream().filter(o -> o.getLevel2Type().equals(validateElementVO.getSwitchCategory())).collect(Collectors.toList());
            }
            if (CollectionUtil.isNotEmpty(sketchBoardCollectionElements)) {
                Integer randomNum = RandomsUtil.randomSysFile(sketchBoardCollectionElements.size());
                CollectionElement element = sketchBoardCollectionElements.get(randomNum);
                JSONObject attributeRecognition = getAttributeRecognitionBySameCategory(element, validateElementVO.getModelSex());
                return processAttributeRecognitionBySameCategory(attributeRecognition, validateElementVO, element.getLevel2Type());
            }
        }
        QueryWrapper<Dressing> qw = new QueryWrapper<>();
        qw.lambda().eq(Dressing::getApparel, validateElementVO.getModelSex());
        if (validateElementVO.getSingleOverall().equals(SingleOverallEnum.SINGLE.getRealName())) {
            qw.lambda().eq(Dressing::getStyleCategory, validateElementVO.getSwitchCategory());
        }
        List<Dressing> dressings = dressingMapper.selectList(qw);
        if (CollectionUtil.isEmpty(dressings)) {
            throw new BusinessException("dressings is null");
        }
        Integer randomNum = RandomsUtil.randomSysFile(dressings.size());
        String category = dressings.get(randomNum).getStyleCategory();
        String tableName = getTableName(validateElementVO.getModelSex(), category);
        AttributeRetrieval attributeRetrieval = attributeRetrievalMapper.getSystemRandom(tableName);
        CollectionElement collectionElement = toCollectionElement(attributeRetrieval, category, validateElementVO.getModelSex());
        return coverSketchToDesignPythonItem(null, collectionElement, validateElementVO);
    }

    private String getTableName(String modelSex, String category) {
        switch (modelSex) {
            case "Female": {
                switch (category) {
                    case "Blouse": {
                        return "female_top";
                    }
                    case "Trousers": {
                        return "female_pants";
                    }
                    case "Skirt": {
                        return "female_skirt";
                    }
                    case "Outwear": {
                        return "female_outwear";
                    }
                    case "Dress": {
                        return "female_dress";
                    }
                    default: {
                        throw new BusinessException("unknown attributeRetrieval dressing");
                    }
                }
            }
            case "Male": {
                switch (category) {
                    case "Tops": {
                        return "male_top";
                    }
                    case "Bottoms": {
                        return "male_bottom";
                    }
                    case "Outwear": {
                        return "male_outwear";
                    }
                    default: {
                        throw new BusinessException("unknown male dressing");
                    }
                }
            }
            default: {
                throw new BusinessException("unknown modelSex");
            }
        }
    }

    private DesignPythonItem calculatePythonItemOutwear(List<CollectionElement> pinData, ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType) {
        DesignPythonItem outwear = null;
        //剩余的的PinData
        List<Long> existPinDataIds = elementVO.getExistPinDataIds();
        List<CollectionElement> residuePinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
        if (CollectionUtil.isNotEmpty(residuePinData)) {
            //single模式
            if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                if (DesignPythonItem.OUTWEAR.contains(elementVO.getSwitchCategory())) {
                    //是否包含的Pin
                    Boolean isPin = residuePinData.stream().filter(residue ->
                            elementVO.getSwitchCategory().equals(residue.getLevel2Type())).findFirst().isPresent();
                    //如果包含Pin只传一个
                    if (isPin) {
                        //Pin的数据
                        pinData = getPinDataByLevel2Type(pinData, elementVO.getSwitchCategory());
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinDataByType = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = CollectionUtils.isEmpty(residueInnerPinDataByType) ? null : residueInnerPinDataByType.get(0);
                        if (Objects.nonNull(elementNew)) {
                            outwear = coverToDesignPythonItem(elementNew.getId(), elementVO.getSwitchCategory(), elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                        }
                    }
                }
            } else {
                //是否包含skirt的Pin
                Boolean isPin = residuePinData.stream().filter(residue ->
                        DesignPythonItem.OUTWEAR.contains(residue.getLevel2Type())).findFirst().isPresent();
                //如果包含Pin只传一个
                if (isPin) {
                    for (String type : DesignPythonItem.OUTWEAR) {
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = residueInnerPinData.stream()
                                .filter(element -> element.getLevel2Type().equals(type)).findFirst().orElse(null);
                        if (Objects.nonNull(elementNew)) {
                            outwear = coverToDesignPythonItem(elementNew.getId(), type, elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                            break;
                        }
                    }
                }
            }

        }
        if (Objects.nonNull(outwear)) {
            return outwear;
        }
        switch (designPictureType) {
            case PIN:
                if (Objects.isNull(outwear)) {
                    //single模式
                    if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                        if (DesignPythonItem.OUTWEAR.contains(elementVO.getSwitchCategory())) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            outwear.setBusinessId(sysFileVO.getId());
                            return outwear;
                        }
                    } else {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        outwear.setBusinessId(sysFileVO.getId());
                        //添加已使用的md5
                        return outwear;
                    }
                }
                break;
//            case USER_LIBRARY:
//                //single模式
//                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
//                    if (DesignPythonItem.OUTWEAR.contains(elementVO.getSwitchCategory())) {
//                        LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                                Arrays.asList(elementVO.getSwitchCategory()), elementVO.getHasUseMd5List());
//                        if (StringUtils.isEmpty(libraryVo)) {
//                            //系统获取
//                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                            outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                            outwear.setBusinessId(sysFileVO.getId());
//                            return outwear;
//                        }
//                        outwear = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                        elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                        outwear.setBusinessId(libraryVo.getId());
//                    }
//                } else {
//                    LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                            DesignPythonItem.OUTWEAR, elementVO.getHasUseMd5List());
//                    if (StringUtils.isEmpty(libraryVo)) {
//                        //系统获取
//                        SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                        outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                        outwear.setBusinessId(sysFileVO.getId());
//                        //添加已使用的md5
//                        return outwear;
//                    }
//                    outwear = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                    outwear.setBusinessId(libraryVo.getId());
//                    elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                }
//                break;
            case SYS_FILE:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.OUTWEAR.contains(elementVO.getSwitchCategory())) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        outwear.setBusinessId(sysFileVO.getId());
                        return outwear;
                    }
                } else {
                    //系统获取
                    SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                    outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                    outwear.setBusinessId(sysFileVO.getId());
                    //添加已使用的md5
                    return outwear;
                }
                break;
            case NO_PIN:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.OUTWEAR.contains(elementVO.getSwitchCategory())) {
                        //非Pin的数据
                        List<CollectionElement> noPinDataByType =
                                getNoPinData(elementVO.getSketchBoardElements(), Collections.singletonList(elementVO.getSwitchCategory()));
                        CollectionElement collectionElement = getRandomSketchLibrary(noPinDataByType, elementVO.getHasUseMd5List());
                        if (Objects.isNull(collectionElement)) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            outwear.setBusinessId(sysFileVO.getId());
                        } else {
                            elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                            outwear = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                        }
                    }
                } else {
                    //非Pin的数据
                    List<CollectionElement> noPinData = getNoPinData(elementVO.getSketchBoardElements(), DesignPythonItem.OUTWEAR);
                    CollectionElement collectionElement = getRandomSketchLibrary(noPinData, elementVO.getHasUseMd5List());
                    if (Objects.isNull(collectionElement)) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        outwear = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        outwear.setBusinessId(sysFileVO.getId());
                    } else {
                        elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                        outwear = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                    }
                }
                break;
            default:
        }
        return outwear;
    }

    private DesignPythonItem calculatePythonItemBottom(List<CollectionElement> pinData, ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType) {
        DesignPythonItem bottom = null;
        //剩余的的PinData
        List<Long> existPinDataIds = elementVO.getExistPinDataIds();
        List<CollectionElement> residuePinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
        if (CollectionUtil.isNotEmpty(residuePinData)) {
            //single模式
            if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                if (DesignPythonItem.BOTTOMS.contains(elementVO.getSwitchCategory())) {
                    //是否包含的Pin
                    Boolean isPin = residuePinData.stream().filter(residue ->
                            elementVO.getSwitchCategory().equals(residue.getLevel2Type())).findFirst().isPresent();
                    //如果包含Pin只传一个
                    if (isPin) {
                        //Pin的数据
                        pinData = getPinDataByLevel2Type(pinData, elementVO.getSwitchCategory());
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinDataByType = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = CollectionUtils.isEmpty(residueInnerPinDataByType) ? null : residueInnerPinDataByType.get(0);
                        if (Objects.nonNull(elementNew)) {
                            bottom = coverToDesignPythonItem(elementNew.getId(), elementVO.getSwitchCategory(), elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                        }
                    }
                }
            } else {
                //是否包含skirt的Pin
                Boolean isPin = residuePinData.stream().filter(residue ->
                        DesignPythonItem.BOTTOMS.contains(residue.getLevel2Type())).findFirst().isPresent();
                //如果包含Pin只传一个
                if (isPin) {
                    for (String type : DesignPythonItem.BOTTOMS) {
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = residueInnerPinData.stream()
                                .filter(element -> element.getLevel2Type().equals(type)).findFirst().orElse(null);
                        if (Objects.nonNull(elementNew)) {
                            bottom = coverToDesignPythonItem(elementNew.getId(), type, elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                            break;
                        }
                    }
                }
            }

        }
        if (Objects.nonNull(bottom)) {
            return bottom;
        }
        switch (designPictureType) {
            case PIN:
                if (Objects.isNull(bottom)) {
                    //single模式
                    if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                        if (DesignPythonItem.BOTTOMS.contains(elementVO.getSwitchCategory())) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            bottom.setBusinessId(sysFileVO.getId());
                            return bottom;
                        }
                    } else {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        bottom.setBusinessId(sysFileVO.getId());
                        //添加已使用的md5
                        return bottom;
                    }
                }
                break;
//            case USER_LIBRARY:
//                //single模式
//                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
//                    if (DesignPythonItem.BOTTOMS.contains(elementVO.getSwitchCategory())) {
//                        LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                                Arrays.asList(elementVO.getSwitchCategory()), elementVO.getHasUseMd5List());
//                        if (StringUtils.isEmpty(libraryVo)) {
//                            //系统获取
//                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                            bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                            bottom.setBusinessId(sysFileVO.getId());
//                            return bottom;
//                        }
//                        bottom = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                        elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                        bottom.setBusinessId(libraryVo.getId());
//                    }
//                } else {
//                    LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                            DesignPythonItem.BOTTOMS, elementVO.getHasUseMd5List());
//                    if (StringUtils.isEmpty(libraryVo)) {
//                        //系统获取
//                        SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                        bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                        bottom.setBusinessId(sysFileVO.getId());
//                        //添加已使用的md5
//                        return bottom;
//                    }
//                    bottom = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                    bottom.setBusinessId(libraryVo.getId());
//                    elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                }
//                break;
            case SYS_FILE:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.BOTTOMS.contains(elementVO.getSwitchCategory())) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        bottom.setBusinessId(sysFileVO.getId());
                        return bottom;
                    }
                } else {
                    //系统获取
                    SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                    bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                    bottom.setBusinessId(sysFileVO.getId());
                    //添加已使用的md5
                    return bottom;
                }
                break;
            case NO_PIN:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.BOTTOMS.contains(elementVO.getSwitchCategory())) {
                        //非Pin的数据
                        List<CollectionElement> noPinDataByType =
                                getNoPinData(elementVO.getSketchBoardElements(), Collections.singletonList(elementVO.getSwitchCategory()));
                        CollectionElement collectionElement = getRandomSketchLibrary(noPinDataByType, elementVO.getHasUseMd5List());
                        if (Objects.isNull(collectionElement)) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            bottom.setBusinessId(sysFileVO.getId());
                        } else {
                            elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                            bottom = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                        }
                    }
                } else {
                    //非Pin的数据
                    List<CollectionElement> noPinData = getNoPinData(elementVO.getSketchBoardElements(), DesignPythonItem.BOTTOMS);
                    CollectionElement collectionElement = getRandomSketchLibrary(noPinData, elementVO.getHasUseMd5List());
                    if (Objects.isNull(collectionElement)) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileMaleBottoms(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        bottom = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        bottom.setBusinessId(sysFileVO.getId());
                    } else {
                        elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                        bottom = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                    }
                }
                break;
            default:
        }
        return bottom;
    }

    private DesignPythonItem calculatePythonItemTop(List<CollectionElement> pinData, ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType) {
        DesignPythonItem top = null;
        //剩余的的PinData
        List<Long> existPinDataIds = elementVO.getExistPinDataIds();
        List<CollectionElement> residuePinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
        if (CollectionUtil.isNotEmpty(residuePinData)) {
            //single模式
            if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                if (DesignPythonItem.TOPS.contains(elementVO.getSwitchCategory())) {
                    //是否包含的Pin
                    Boolean isPin = residuePinData.stream().filter(residue ->
                            elementVO.getSwitchCategory().equals(residue.getLevel2Type())).findFirst().isPresent();
                    //如果包含Pin只传一个
                    if (isPin) {
                        //Pin的数据
                        pinData = getPinDataByLevel2Type(pinData, elementVO.getSwitchCategory());
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinDataByType = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = CollectionUtils.isEmpty(residueInnerPinDataByType) ? null : residueInnerPinDataByType.get(0);
                        if (Objects.nonNull(elementNew)) {
                            top = coverToDesignPythonItem(elementNew.getId(), elementVO.getSwitchCategory(), elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                        }
                    }
                }
            } else {
                //是否包含skirt的Pin
                Boolean isPin = residuePinData.stream().filter(residue ->
                        DesignPythonItem.TOPS.contains(residue.getLevel2Type())).findFirst().isPresent();
                //如果包含Pin只传一个
                if (isPin) {
                    for (String type : DesignPythonItem.TOPS) {
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = residueInnerPinData.stream()
                                .filter(element -> element.getLevel2Type().equals(type)).findFirst().orElse(null);
                        if (Objects.nonNull(elementNew)) {
                            top = coverToDesignPythonItem(elementNew.getId(), type, elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                            break;
                        }
                    }
                }
            }

        }
        if (Objects.nonNull(top)) {
            return top;
        }
        switch (designPictureType) {
            case PIN:
                if (Objects.isNull(top)) {
                    //single模式
                    if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                        if (DesignPythonItem.TOPS.contains(elementVO.getSwitchCategory())) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            top.setBusinessId(sysFileVO.getId());
                            return top;
                        }
                    } else {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileMaleTops(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        top.setBusinessId(sysFileVO.getId());
                        //添加已使用的md5
                        return top;
                    }
                }
                break;
//            case USER_LIBRARY:
//                //single模式
//                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
//                    if (DesignPythonItem.TOPS.contains(elementVO.getSwitchCategory())) {
//                        LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                                Arrays.asList(elementVO.getSwitchCategory()), elementVO.getHasUseMd5List());
//                        if (StringUtils.isEmpty(libraryVo)) {
//                            //系统获取
//                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                            top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                            top.setBusinessId(sysFileVO.getId());
//                            return top;
//                        }
//                        top = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                        elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                        top.setBusinessId(libraryVo.getId());
//                    }
//                } else {
//                    LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                            DesignPythonItem.TOPS, elementVO.getHasUseMd5List());
//                    if (StringUtils.isEmpty(libraryVo)) {
//                        //系统获取
//                        SysFileVO sysFileVO = getRandomSysFileMaleTops(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                        top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                        top.setBusinessId(sysFileVO.getId());
//                        //添加已使用的md5
//                        return top;
//                    }
//                    top = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                    top.setBusinessId(libraryVo.getId());
//                    elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                }
//                break;
            case SYS_FILE:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.TOPS.contains(elementVO.getSwitchCategory())) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        top.setBusinessId(sysFileVO.getId());
                        return top;
                    }
                } else {
                    //系统获取
                    SysFileVO sysFileVO = getRandomSysFileMaleTops(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                    top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                    top.setBusinessId(sysFileVO.getId());
                    //添加已使用的md5
                    return top;
                }
                break;
            case NO_PIN:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.TOPS.contains(elementVO.getSwitchCategory())) {
                        //非Pin的数据
                        List<CollectionElement> noPinDataByType =
                                getNoPinData(elementVO.getSketchBoardElements(), Collections.singletonList(elementVO.getSwitchCategory()));
                        CollectionElement collectionElement = getRandomSketchLibrary(noPinDataByType, elementVO.getHasUseMd5List());
                        if (Objects.isNull(collectionElement)) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            top.setBusinessId(sysFileVO.getId());
                        } else {
                            elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                            top = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                        }
                    }
                } else {
                    //非Pin的数据
                    List<CollectionElement> noPinData = getNoPinData(elementVO.getSketchBoardElements(), DesignPythonItem.TOPS);
                    CollectionElement collectionElement = getRandomSketchLibrary(noPinData, elementVO.getHasUseMd5List());
                    if (Objects.isNull(collectionElement)) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileMaleTops(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        top = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        top.setBusinessId(sysFileVO.getId());
                    } else {
                        elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                        top = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                    }
                }
                break;
            default:
        }
        return top;
    }

    private List<DesignPythonItem> calculatePythonItemHairstyleShoes(ValidateElementVO elementVO, DesignLibraryModelPointVO designLibraryModelPoint) {
        List<DesignPythonItem> items = Lists.newArrayList();
        for (String type : DesignPythonItem.SYS_HAIRSTYLE_SHOES_BODY) {
            if (!type.equals("Body")) {
                continue;
            }
            if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall()) || Objects.nonNull(designLibraryModelPoint)) {
                //single和models模特时候不传耳环 首饰,鞋子等
                if (!SysFileLevel2TypeEnum.BODY.getRealName().equals(type)) {
                    continue;
                }
            }
            DesignPythonItem pythonItem = new DesignPythonItem();
            items.add(pythonItem);
            //类型
            pythonItem.setType(type);
            if (SysFileLevel2TypeEnum.BODY.getRealName().equals(type)) {
                if (Objects.nonNull(designLibraryModelPoint)) {
                    pythonItem.setBody_path(designLibraryModelPoint.getTemplateUrl());
                } else {
//                    pythonItem.setBody_path("/workspace/python_code/Multi-layer-Virtual-Try-on/dataset_for_test/Img_model.png");
                    pythonItem.setBody_path("aida-mannequins/model_1693218345.2714432.png");
                }
            } else {
                SysFileVO sysFileVO = getRandomSysFileByLevel2Type(type, Lists.newArrayList(), elementVO.getModelSex());
                pythonItem.setPath(sysFileVO.getUrl());
                pythonItem.setBusinessId(sysFileVO.getId());
                if (SysFileLevel2TypeEnum.SHOES.getRealName().equals(type)) {
                    CollectionColorDTO randomColor = getRandomColor(elementVO.getColorBoards());
                    pythonItem.setColor(randomColor.getRgbValue());
                    pythonItem.setGradient(randomColor.getGradientMinioUrl());
                    pythonItem.setGradientString(randomColor.getGradientString());
                }
            }
        }
        return items;
    }

    private DesignPythonItem calculatePythonItemSkirt(List<CollectionElement> pinData, ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType) {
        //  skirt, trousers 只选择一个
        DesignPythonItem skirt = null;
        //剩余的的PinData
        List<Long> existPinDataIds = elementVO.getExistPinDataIds();
        List<CollectionElement> residuePinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
        if (CollectionUtil.isNotEmpty(residuePinData)) {
            //single模式
            if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                if (DesignPythonItem.SKIRT_TROUSERS.contains(elementVO.getSwitchCategory())) {
                    //是否包含的Pin
                    Boolean isPin = residuePinData.stream().filter(residue ->
                            elementVO.getSwitchCategory().equals(residue.getLevel2Type())).findFirst().isPresent();
                    //如果包含Pin只传一个
                    if (isPin) {
                        //Pin的数据
                        pinData = getPinDataByLevel2Type(pinData, elementVO.getSwitchCategory());
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinDataByType = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = CollectionUtils.isEmpty(residueInnerPinDataByType) ? null : residueInnerPinDataByType.get(0);
                        if (Objects.nonNull(elementNew)) {
                            skirt = coverToDesignPythonItem(elementNew.getId(), elementVO.getSwitchCategory(), elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                        }
                    }
                }
            } else {
                //是否包含skirt的Pin
                Boolean isPin = residuePinData.stream().filter(residue ->
                        DesignPythonItem.SKIRT_TROUSERS.contains(residue.getLevel2Type())).findFirst().isPresent();
                //如果包含Pin只传一个
                if (isPin) {
                    for (String type : DesignPythonItem.SKIRT_TROUSERS) {
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = residueInnerPinData.stream()
                                .filter(element -> element.getLevel2Type().equals(type)).findFirst().orElse(null);
                        if (Objects.nonNull(elementNew)) {
                            skirt = coverToDesignPythonItem(elementNew.getId(), type, elementNew.getUrl(), elementVO);
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加已使用的md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                            break;
                        }
                    }
                }
            }

        }
        if (Objects.nonNull(skirt)) {
            return skirt;
        }
        switch (designPictureType) {
            case PIN:
                if (Objects.isNull(skirt)) {
                    //single模式
                    if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                        if (DesignPythonItem.SKIRT_TROUSERS.contains(elementVO.getSwitchCategory())) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            skirt.setBusinessId(sysFileVO.getId());
                            return skirt;
                        }
                    } else {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileSkirt(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        skirt.setBusinessId(sysFileVO.getId());
                        //添加已使用的md5
                        return skirt;
                    }
                }
                break;
//            case USER_LIBRARY:
//                //single模式
//                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
//                    if (DesignPythonItem.SKIRT_TROUSERS.contains(elementVO.getSwitchCategory())) {
//                        LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                                Arrays.asList(elementVO.getSwitchCategory()), elementVO.getHasUseMd5List());
//                        if (StringUtils.isEmpty(libraryVo)) {
//                            //系统获取
//                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                            skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                            skirt.setBusinessId(sysFileVO.getId());
//                            return skirt;
//                        }
//                        skirt = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                        elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                        skirt.setBusinessId(libraryVo.getId());
//                    }
//                } else {
//                    LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                            DesignPythonItem.SKIRT_TROUSERS, elementVO.getHasUseMd5List());
//                    if (StringUtils.isEmpty(libraryVo)) {
//                        //系统获取
//                        SysFileVO sysFileVO = getRandomSysFileSkirt(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                        skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                        skirt.setBusinessId(sysFileVO.getId());
//                        //添加已使用的md5
//                        return skirt;
//                    }
//                    skirt = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                    skirt.setBusinessId(libraryVo.getId());
//                    elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                }
//                break;
            case SYS_FILE:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.SKIRT_TROUSERS.contains(elementVO.getSwitchCategory())) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        skirt.setBusinessId(sysFileVO.getId());
                        return skirt;
                    }
                } else {
                    //系统获取
                    SysFileVO sysFileVO = getRandomSysFileSkirt(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                    skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                    skirt.setBusinessId(sysFileVO.getId());
                    //添加已使用的md5
                    return skirt;
                }
                break;
            case NO_PIN:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.SKIRT_TROUSERS.contains(elementVO.getSwitchCategory())) {
                        //非Pin的数据
                        List<CollectionElement> noPinDataByType =
                                getNoPinData(elementVO.getSketchBoardElements(), Collections.singletonList(elementVO.getSwitchCategory()));
                        CollectionElement collectionElement = getRandomSketchLibrary(noPinDataByType, elementVO.getHasUseMd5List());
                        if (Objects.isNull(collectionElement)) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            skirt.setBusinessId(sysFileVO.getId());
                        } else {
                            elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                            skirt = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                        }
                    }
                } else {
                    //非Pin的数据
                    List<CollectionElement> noPinData = getNoPinData(elementVO.getSketchBoardElements(), DesignPythonItem.SKIRT_TROUSERS);
                    CollectionElement collectionElement = getRandomSketchLibrary(noPinData, elementVO.getHasUseMd5List());
                    if (Objects.isNull(collectionElement)) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileSkirt(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        skirt = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        skirt.setBusinessId(sysFileVO.getId());
                    } else {
                        elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                        skirt = coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO);
                    }
                }
                break;
            default:
        }
        return skirt;
    }

    private List<DesignPythonItem> calculatePythonItemBlouse(List<CollectionElement> pinData, ValidateElementVO elementVO, CurrentDesignPictureTypeEnum designPictureType) {
        List<DesignPythonItem> items = Lists.newArrayList();
        //剩余的的PinData
        List<Long> existPinDataIds = elementVO.getExistPinDataIds();
        List<CollectionElement> residuePinData = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
        if (CollectionUtil.isNotEmpty(residuePinData)) {
            //single模式
            if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                if (DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(elementVO.getSwitchCategory())) {
                    //是否包含的Pin
                    Boolean isPin = residuePinData.stream().filter(residue ->
                            elementVO.getSwitchCategory().equals(residue.getLevel2Type())).findFirst().isPresent();
                    //如果包含Pin只传一个
                    if (isPin) {
                        //Pin的数据
                        pinData = getPinDataByLevel2Type(pinData, elementVO.getSwitchCategory());
                        //剩余的的PinData
                        List<CollectionElement> residueInnerPinDataByType = residuePinData(pinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = CollectionUtils.isEmpty(residueInnerPinDataByType) ? null : residueInnerPinDataByType.get(0);
                        if (Objects.nonNull(elementNew)) {
                            items.add(coverToDesignPythonItem(elementNew.getId(), elementVO.getSwitchCategory(), elementNew.getUrl(), elementVO));
                            //去重用
                            existPinDataIds.add(elementNew.getId());
                            //添加MD5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());
                        }
                    }
                }
            } else {
                //是否包含blouse的Pin
                Boolean isPin = residuePinData.stream().filter(residue ->
                        DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(residue.getLevel2Type())).findFirst().isPresent();
                //如果包含Pin只传一个
                if (isPin) {
                    List<CollectionElement> finalPinData = pinData;
                    for (String type : DesignPythonItem.OUTWEAR_DRESS_BLOUSE) {
                        // 剩余的的 PinData
                        List<CollectionElement> residueInnerPinData = residuePinData(finalPinData, existPinDataIds, elementVO.getHasUseMd5List());
                        CollectionElement elementNew = residueInnerPinData.stream()
                                .filter(element -> element.getLevel2Type().equals(type)).findFirst().orElse(null);
                        if (Objects.nonNull(elementNew)) {
                            items.add(coverToDesignPythonItem(elementNew.getId(), type, elementNew.getUrl(), elementVO));
                            // 去重用
                            existPinDataIds.add(elementNew.getId());
                            // 添加md5
                            elementVO.getHasUseMd5List().add(elementNew.getMd5());

                            // 提前结束循环
                            break;
                        }
                    }
                }
            }

        }
        if (CollectionUtil.isNotEmpty(items)) {
            return items;
        }
        switch (designPictureType) {
            case PIN:
                if (CollectionUtil.isEmpty(items)) {
                    //single模式
                    if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                        if (DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(elementVO.getSwitchCategory())) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            item.setBusinessId(sysFileVO.getId());
                            items.add(item);
                            return items;
                        }
                    } else {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileOutwear(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        item.setBusinessId(sysFileVO.getId());
                        items.add(item);
                        return items;
                    }
                }
                break;
//            case USER_LIBRARY:
//                //single模式
//                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
//                    if (DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(elementVO.getSwitchCategory())) {
//                        LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                                Arrays.asList(elementVO.getSwitchCategory()), elementVO.getHasUseMd5List());
//                        if (StringUtils.isEmpty(libraryVo)) {
//                            //系统获取
//                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                            DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                            item.setBusinessId(sysFileVO.getId());
//                            items.add(item);
//                            return items;
//                        }
//                        DesignPythonItem item = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                        item.setBusinessId(libraryVo.getId());
//                        elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                        items.add(item);
//                    }
//                } else {
//                    LibraryVo libraryVo = getRandomLibrary(elementVO.getLibraryVos(),
//                            DesignPythonItem.OUTWEAR_DRESS_BLOUSE, elementVO.getHasUseMd5List());
//                    if (StringUtils.isEmpty(libraryVo)) {
//                        //系统获取
//                        SysFileVO sysFileVO = getRandomSysFileOutwear(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
//                        DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
//                        item.setBusinessId(sysFileVO.getId());
//                        items.add(item);
//                        return items;
//                    }
//                    DesignPythonItem item = coverToDesignPythonItem(null, libraryVo.getLevel2Type(), libraryVo.getUrl(), elementVO);
//                    item.setBusinessId(libraryVo.getId());
//                    elementVO.getHasUseMd5List().add(libraryVo.getMd5());
//                    items.add(item);
//                }
//                break;
            case SYS_FILE:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(elementVO.getSwitchCategory())) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        item.setBusinessId(sysFileVO.getId());
                        items.add(item);
                        return items;
                    }
                } else {
                    //系统获取
                    SysFileVO sysFileVO = getRandomSysFileOutwear(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                    DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                    item.setBusinessId(sysFileVO.getId());
                    items.add(item);
                    return items;
                }
                break;
            case NO_PIN:
                //single模式
                if (SingleOverallEnum.SINGLE.getRealName().equals(elementVO.getSingleOverall())) {
                    if (DesignPythonItem.OUTWEAR_DRESS_BLOUSE.contains(elementVO.getSwitchCategory())) {
                        //非Pin的数据
                        List<CollectionElement> noPinDataByType = getNoPinData(
                                elementVO.getSketchBoardElements(), Collections.singletonList(elementVO.getSwitchCategory()));
                        CollectionElement collectionElement = getRandomSketchLibrary(noPinDataByType, elementVO.getHasUseMd5List());
                        if (Objects.isNull(collectionElement)) {
                            //系统获取
                            SysFileVO sysFileVO = getRandomSysFileByLevel2Type(elementVO.getSwitchCategory(), elementVO.getSysFileIds(), elementVO.getModelSex());
                            DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                            item.setBusinessId(sysFileVO.getId());
                            items.add(item);
                        } else {
                            elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                            items.add(coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO));
                        }
                    }
                } else {
                    //非Pin的数据
                    List<CollectionElement> noPinData = getNoPinData(elementVO.getSketchBoardElements(), DesignPythonItem.OUTWEAR_DRESS_BLOUSE);
                    CollectionElement collectionElement = getRandomSketchLibrary(noPinData, elementVO.getHasUseMd5List());
                    if (Objects.isNull(collectionElement)) {
                        //系统获取
                        SysFileVO sysFileVO = getRandomSysFileOutwear(elementVO.getSysFileVo(), elementVO.getSysFileIds(), elementVO.getModelSex());
                        DesignPythonItem item = coverToDesignPythonItem(null, sysFileVO.getLevel2Type(), sysFileVO.getUrl(), elementVO);
                        item.setBusinessId(sysFileVO.getId());
                        items.add(item);
                    } else {
                        elementVO.getHasUseMd5List().add(collectionElement.getMd5());
                        items.add(coverToDesignPythonItem(collectionElement.getId(), collectionElement.getLevel2Type(), collectionElement.getUrl(), elementVO));
                    }
                }
                break;
            default:
        }
        return items;
    }

    private DesignPythonItem coverToDesignPythonItem(Long elementId, String type, String path,
                                                     ValidateElementVO elementVO) {
        DesignPythonItem designPythonItemBlouse = new DesignPythonItem();
        if (Objects.nonNull(elementId)) {
            designPythonItemBlouse.setElementId(elementId);
            designPythonItemBlouse.setBusinessId(elementId);
        }
        designPythonItemBlouse.setType(type);
        designPythonItemBlouse.setPath(path);
        //所有的icon都是none
        designPythonItemBlouse.setIcon("none");
        CollectionColorDTO randomColor = getRandomColor(elementVO.getColorBoards());
        designPythonItemBlouse.setColor(randomColor.getRgbValue());
        designPythonItemBlouse.setGradient(randomColor.getGradientMinioUrl());
        designPythonItemBlouse.setGradientString(randomColor.getGradientString());
        if (!elementVO.getDesignPythonItemPrint().getPath().equals("none")
                && elementVO.getDesignPrintPictureTypeLayoutList().contains(type)) {
            DesignPythonItemPrint designPythonItemPrint = CopyUtil.copyObject(elementVO.getDesignPythonItemPrint(), DesignPythonItemPrint.class);
            designPythonItemPrint.setIfSingle(false);
            designPythonItemPrint.setPrint_path_list(Collections.singletonList(designPythonItemPrint.getPath()));
            designPythonItemBlouse.setPrint(designPythonItemPrint);
        } else {
            DesignPythonItemPrint designPythonItemPrint = new DesignPythonItemPrint();
            designPythonItemPrint.setIfSingle(false);
            designPythonItemPrint.setPrint_path_list(new ArrayList<>());
            designPythonItemBlouse.setPrint(designPythonItemPrint);
        }
        return designPythonItemBlouse;
    }

    private DesignPythonItem coverSketchToDesignPythonItem(Long elementId, CollectionElement collectionElement, ValidateElementVO elementVO) {
        DesignPythonItem designPythonItemBlouse = new DesignPythonItem();
        if (Objects.nonNull(elementId)) {
            designPythonItemBlouse.setElementId(elementId);
            designPythonItemBlouse.setBusinessId(elementId);
        }
        designPythonItemBlouse.setType(collectionElement.getLevel2Type());
        designPythonItemBlouse.setPath(collectionElement.getUrl());
        //所有的icon都是none
        designPythonItemBlouse.setIcon("none");
        CollectionColorDTO randomColor = getRandomColor(elementVO.getColorBoards());
        designPythonItemBlouse.setColor(randomColor.getRgbValue());
        designPythonItemBlouse.setGradient(randomColor.getGradientMinioUrl());
        designPythonItemBlouse.setGradientString(randomColor.getGradientString());
        if (!elementVO.getDesignPythonItemPrint().getPath().equals("none")
                && elementVO.getDesignPrintPictureTypeLayoutList().contains(collectionElement.getLevel2Type())) {
            DesignPythonItemPrint designPythonItemPrint = CopyUtil.copyObject(elementVO.getDesignPythonItemPrint(), DesignPythonItemPrint.class);
            designPythonItemPrint.setIfSingle(false);
            designPythonItemPrint.setPrint_path_list(Collections.singletonList(designPythonItemPrint.getPath()));
            designPythonItemBlouse.setPrint(designPythonItemPrint);
        } else {
            DesignPythonItemPrint designPythonItemPrint = new DesignPythonItemPrint();
            designPythonItemPrint.setIfSingle(false);
            designPythonItemPrint.setPrint_path_list(new ArrayList<>());
            designPythonItemBlouse.setPrint(designPythonItemPrint);
        }
        return designPythonItemBlouse;
    }

    private List<CollectionElement> residuePinData(List<CollectionElement> pinData, List<Long> existPinDataIds, List<String> hasUseMd5List) {
        if (CollectionUtils.isEmpty(pinData)) {
            return null;
        }
        return pinData.stream().filter(v -> (!existPinDataIds.contains(v.getId()))
                && (!hasUseMd5List.contains(v.getMd5()))).collect(Collectors.toList());
    }

    private DesignPythonBasic coverToBasic(DesignPythonItem designPythonItem, String singleOverall,
                                           String switchCategory, DesignLibraryModelPointVO designLibraryModelPoint) {
        DesignPythonBasic basic = new DesignPythonBasic();
        basic.setSingle_overall(singleOverall);
        basic.setSwitch_category(switchCategory);
//        basic.setSave_name(getPythonOutputPath(
//                StringUtils.isEmpty(designPythonItem.getPath()) ? designPythonItem.getBody_path() : designPythonItem.getPath(),
//                PythonToJavaApiOperationTypeEnum.DESIGN_COLLECTION));
        basic.setScale_bag(0.7);
        basic.setSelf_template(Boolean.FALSE);
        if (Objects.nonNull(designLibraryModelPoint)) {
            basic.setSelf_template(Boolean.TRUE);
        }
        basic.setScale_earrings(0.16);
        basic.setBody_point_test(getMap(designLibraryModelPoint));
        return basic;
    }

    private Map<String, List<Integer>> getMap(DesignLibraryModelPointVO designLibraryModelPointOld) {
        Map<String, List<Integer>> body_point = Maps.newHashMap();
        if (Objects.nonNull(designLibraryModelPointOld)) {
            DesignLibraryModelPointVO designLibraryModelPoint =
                    CopyUtil.copyObject(designLibraryModelPointOld, DesignLibraryModelPointVO.class);
            //自己的template是6个点
            body_point.put("shoulder_left", resolve(designLibraryModelPoint.getShoulderLeft()));
            body_point.put("shoulder_right", resolve(designLibraryModelPoint.getShoulderRight()));
            body_point.put("waistband_left", resolve(designLibraryModelPoint.getWaistbandLeft()));
            body_point.put("waistband_right", resolve(designLibraryModelPoint.getWaistbandRight()));
            body_point.put("hand_point_left", resolve(designLibraryModelPoint.getHandLeft()));
            body_point.put("hand_point_right", resolve(designLibraryModelPoint.getHandRight()));
        } else {
            //默认是13个点
            body_point.put("shoulder_left", Arrays.asList(755, 519));
            body_point.put("shoulder_right", Arrays.asList(912, 519));
            body_point.put("waistband_left", Arrays.asList(777, 725));
            body_point.put("waistband_right", Arrays.asList(891, 725));
            body_point.put("hand_point_left", Arrays.asList(754, 886));
            body_point.put("hand_point_right", Arrays.asList(915, 886));
            body_point.put("head_point_up", Arrays.asList(834, 390));
            body_point.put("head_point_left", Arrays.asList(804, 424));
            body_point.put("head_point_right", Arrays.asList(864, 424));
            body_point.put("toe_left", Arrays.asList(817, 1355));
            body_point.put("toe_right", Arrays.asList(850, 1355));
            body_point.put("ear_point_left", Arrays.asList(802, 439));
            body_point.put("ear_point_right", Arrays.asList(865, 438));
            body_point.put("foot_length", Arrays.asList(784, 1336, 825, 1336));
        }
        return body_point;
    }

    private List<Integer> resolve(List<BigDecimal> list) {
        List<Integer> integerList = Lists.newArrayList();
        list.forEach(l -> {
            integerList.add(new Integer(l.intValue()));
        });
        return integerList;
    }

    private List<CollectionElement> getPinData(ValidateElementVO elementVO) {
        List<CollectionElement> pinData = getPinData(elementVO.getSketchBoardElements(), elementVO.getHasUseMd5List(), elementVO.getModelSex());
        if (elementVO.getSingleOverall().equals(SingleOverallEnum.SINGLE.getRealName())) {
            if (!CollectionUtils.isEmpty(pinData)) {
                return pinData.stream().filter(o -> o.getLevel2Type().equals(elementVO.getSwitchCategory())).collect(Collectors.toList());
            } else {
                return pinData;
            }
        } else {
            return pinData;
        }
    }

    private List<CollectionElement> getPinDataWhole(ValidateElementVO elementVO) {
        List<CollectionElement> pinData = getPinDataWhole(elementVO.getSketchBoardElements(), elementVO.getHasUseMd5List(), elementVO.getModelSex());
        if (elementVO.getSingleOverall().equals(SingleOverallEnum.SINGLE.getRealName())) {
            if (!CollectionUtils.isEmpty(pinData)) {
                return pinData.stream().filter(o -> o.getLevel2Type().equals(elementVO.getSwitchCategory())).collect(Collectors.toList());
            } else {
                return pinData;
            }
        } else {
            return pinData;
        }
    }

    private List<CollectionElement> getPinDataWhole(List<CollectionElement> sketchBoardElements, List<String> hasUseMd5List, String modelSex) {
        if (CollectionUtils.isEmpty(sketchBoardElements)) {
            return null;
        }
        List<CollectionElement> sketchBoardPins = sketchBoardElements
                .stream().filter(v -> v.getHasPin() == 1).collect(Collectors.toList());
        if (modelSex.equals(Sex.MALE.getValue())) {
            sketchBoardPins = sketchBoardPins.stream().filter(o -> MALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
        }
        if (modelSex.equals(Sex.FEMALE.getValue())) {
            sketchBoardPins = sketchBoardPins.stream().filter(o -> FEMALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
        }
        if (CollectionUtils.isEmpty(sketchBoardPins)) {
            return null;
        }
        return sketchBoardPins;
    }

    public final static List<String> FEMALE_CATEGORY = Arrays.asList("Dress", "Blouse", "Skirt", "Trousers", "Outwear");
    public final static List<String> MALE_CATEGORY = Arrays.asList("Tops", "Bottoms", "Outwear");

    private List<CollectionElement> getPinData(List<CollectionElement> sketchBoardElements, List<String> hasUseMd5List, String modelSex) {
        if (CollectionUtils.isEmpty(sketchBoardElements)) {
            return null;
        }
        List<CollectionElement> sketchBoardPins = sketchBoardElements
                .stream().filter(v -> v.getHasPin() == 1 && (!hasUseMd5List.contains(v.getMd5()))).collect(Collectors.toList());
        if (modelSex.equals(Sex.MALE.getValue())) {
            sketchBoardPins = sketchBoardPins.stream().filter(o -> MALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
        }
        if (modelSex.equals(Sex.FEMALE.getValue())) {
            sketchBoardPins = sketchBoardPins.stream().filter(o -> FEMALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
        }
        if (CollectionUtils.isEmpty(sketchBoardPins)) {
            return null;
        }
        return sketchBoardPins;
    }

    private List<CollectionElement> getNoPinData(ValidateElementVO elementVO) {
        if (elementVO.getSingleOverall().equals(SingleOverallEnum.SINGLE.getRealName())) {
            List<CollectionElement> noPinData = getNoPinData(elementVO.getSketchBoardElements(), elementVO.getModelSex());
            if (CollectionUtils.isEmpty(noPinData)) {
                return null;
            }
            return noPinData.stream().filter(o -> o.getLevel2Type().equals(elementVO.getSwitchCategory())).collect(Collectors.toList());
        } else {
            return getNoPinData(elementVO.getSketchBoardElements(), elementVO.getModelSex());
        }
    }

    private List<CollectionElement> getNoPinData(List<CollectionElement> sketchBoardElements, String modelSex) {
        if (CollectionUtils.isEmpty(sketchBoardElements)) {
            return null;
        }
        List<CollectionElement> sketchBoardPins = sketchBoardElements
                .stream().filter(v -> v.getHasPin() == 0).collect(Collectors.toList());
        if (modelSex.equals(Sex.MALE.getValue())) {
            sketchBoardPins = sketchBoardPins.stream().filter(o -> MALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
        }
        if (modelSex.equals(Sex.FEMALE.getValue())) {
            sketchBoardPins = sketchBoardPins.stream().filter(o -> FEMALE_CATEGORY.contains(o.getLevel2Type())).collect(Collectors.toList());
        }
        if (CollectionUtils.isEmpty(sketchBoardPins)) {
            return null;
        }
        return sketchBoardPins;
    }

    private List<CollectionElement> resolveElementFilterHistoryMd5(List<CollectionElement> elemet) {
        //查询历史design数据
        List<String> md5List = elemet.stream().map(CollectionElement::getMd5).collect(Collectors.toList());
        List<DesignHistory> designHistories = designHistoryService.getByMD5List(md5List);
        if (CollectionUtils.isEmpty(designHistories)) {
            return elemet;
        }
        List<String> existMd5List = designHistories.stream().map(DesignHistory::getMd5).collect(Collectors.toList());
        return elemet.stream().filter(f -> !existMd5List.contains(f.getMd5())).collect(Collectors.toList());
    }

    private List<CollectionElement> getPinDataByLevel2Type(List<CollectionElement> sketchBoardElements, String level2Type) {
        if (CollectionUtils.isEmpty(sketchBoardElements)) {
            return null;
        }
        List<CollectionElement> sketchBoardPins = sketchBoardElements
                .stream().filter(v -> v.getHasPin() == 1 && v.getLevel2Type().equals(level2Type)).collect(Collectors.toList());
        if (CollectionUtils.isEmpty(sketchBoardPins)) {
            return null;
        }
        return CopyUtil.copyList(sketchBoardPins, CollectionElement.class);
    }

    private List<CollectionElement> getNoPinData(List<CollectionElement> sketchBoardElements, List<String> Level2TypeList) {
        if (CollectionUtils.isEmpty(sketchBoardElements)) {
            return null;
        }
        List<CollectionElement> sketchBoardPins = sketchBoardElements
                .stream().filter(v -> v.getHasPin() == 0 && Level2TypeList.contains(v.getLevel2Type())).collect(Collectors.toList());
        if (CollectionUtils.isEmpty(sketchBoardPins)) {
            return null;
        }
        return CopyUtil.copyList(sketchBoardPins, CollectionElement.class);
    }

    private SysFileVO getRandomSysFileOutwear(List<SysFileVO> sysFileVo, List<Long> sysFileIds, String modelSex) {
        Long randomIndex = RandomsUtil.randomSysFile(0L, 3L);
        if (CollectionUtils.isEmpty(sysFileVo)) {
            return getRandomSysFileByLevel2Type(DesignPythonItem.OUTWEAR_DRESS_BLOUSE.get(randomIndex.intValue()), sysFileIds, modelSex);
        } else {
            //attribute_retrieval 算法,满足blouse + outwear+dress>8,以及 skirt+trousers>8
            return getRandomSysFileByAttributeRetrieval(DesignPythonItem.OUTWEAR_DRESS_BLOUSE, sysFileVo, sysFileIds);
        }
    }

    private SysFileVO getRandomSysFileMaleTops(List<SysFileVO> sysFileVo, List<Long> sysFileIds, String modelSex) {
        Long randomIndex = RandomsUtil.randomSysFile(0L, 1L);
        if (CollectionUtils.isEmpty(sysFileVo)) {
            return getRandomSysFileByLevel2Type(DesignPythonItem.TOPS.get(randomIndex.intValue()), sysFileIds, modelSex);
        } else {
            //attribute_retrieval 算法,满足blouse + outwear+dress>8,以及 skirt+trousers>8
            return getRandomSysFileByAttributeRetrieval(DesignPythonItem.TOPS, sysFileVo, sysFileIds);
        }
    }

    private SysFileVO getRandomSysFileMaleBottoms(List<SysFileVO> sysFileVo, List<Long> sysFileIds, String modelSex) {
        Long randomIndex = RandomsUtil.randomSysFile(0L, 1L);
        if (CollectionUtils.isEmpty(sysFileVo)) {
            return getRandomSysFileByLevel2Type(DesignPythonItem.BOTTOMS.get(randomIndex.intValue()), sysFileIds, modelSex);
        } else {
            //attribute_retrieval 算法,满足blouse + outwear+dress>8,以及 skirt+trousers>8
            return getRandomSysFileByAttributeRetrieval(DesignPythonItem.BOTTOMS, sysFileVo, sysFileIds);
        }
    }

    private SysFileVO getRandomSysFileSkirt(List<SysFileVO> sysFileVo, List<Long> sysFileIds, String modelSex) {
        Long randomIndex = RandomsUtil.randomSysFile(0L, 2L);
        if (CollectionUtils.isEmpty(sysFileVo)) {
            return getRandomSysFileByLevel2Type(DesignPythonItem.SKIRT_TROUSERS.get(randomIndex.intValue()), sysFileIds, modelSex);
        } else {
            //attribute_retrieval 算法,满足blouse + outwear+dress>8,以及 skirt+trousers>8
            return getRandomSysFileByAttributeRetrieval(DesignPythonItem.SKIRT_TROUSERS, sysFileVo, sysFileIds);
        }
    }

    private SysFileVO getRandomSysFileByLevel2Type(String level2Type, List<Long> sysFileIds, String modelSex) {
        Long maxId = sysFileService.getMaxIdByLevel2Type(level2Type, modelSex);
        Long minId = sysFileService.getMinIdByLevel2Type(level2Type, modelSex);
        Long sysFileId = null;
        do {
            sysFileId = RandomsUtil.randomSysFile(minId, maxId + 1);
        } while (sysFileIds.contains(sysFileId));
        sysFileIds.add(sysFileId);
        return sysFileService.getById(sysFileId);
    }

    private SysFileVO getRandomSysFileByAttributeRetrieval(List<String> level2TypeList, List<SysFileVO> sysFileVo, List<Long> sysFileIds) {
        sysFileVo = sysFileVo.stream().filter(
                        f -> level2TypeList.contains(f.getLevel2Type()) && (!sysFileIds.contains(f.getId())))
                .collect(Collectors.toList());
        Long maxId = (long) sysFileVo.size();
        Long minId = 0L;
        Long key = null;
        Long sysFileId = null;
        do {
            key = RandomsUtil.randomSysFile(minId, maxId);
            sysFileId = sysFileVo.get(key.intValue()).getId();
        } while (sysFileIds.contains(sysFileId));
        sysFileIds.add(sysFileId);
        return sysFileVo.get(key.intValue());
    }

    private CollectionColorDTO getRandomColor(List<CollectionColorDTO> colorBoards) {
        if (colorBoards.size() == 1) {
            return colorBoards.get(0);
        }
        long maxColor = colorBoards.size();
        long minColor = 0;
        Long randomIndex = RandomsUtil.randomSysFile(minColor, maxColor);
        return colorBoards.get(randomIndex.intValue());
    }

    private CollectionElement getRandomSketchLibrary(List<CollectionElement> sketchBoardElementOlds, List<String> hasUseMd5List) {
        if (CollectionUtil.isEmpty(sketchBoardElementOlds)) {
            return null;
        }
        List<CollectionElement> sketchBoardElements = sketchBoardElementOlds.stream().filter(f -> !hasUseMd5List.contains(f.getMd5())).collect(Collectors.toList());
        if (CollectionUtils.isEmpty(sketchBoardElements)) {
            return null;
        }
        if (sketchBoardElements.size() == 1) {
            return sketchBoardElements.get(0);
        }
        long maxSketch = sketchBoardElements.size();
        long minSketch = 0;
        Long randomIndex = RandomsUtil.randomSysFile(minSketch, maxSketch);
        return sketchBoardElements.get(randomIndex.intValue());
    }

    private DesignPythonItemPrint getRandomPrint(ValidateElementVO elementVO, CurrentDesignPrintPictureTypeEnum designPrintPictureType) {
        //print 不取library的 只取element的
        DesignPythonItemPrint print = new DesignPythonItemPrint();
        if (CollectionUtil.isEmpty(elementVO.getPrintBoardElements())) {
            print.setPath("none");
            return print;
        }
        List<CollectionElement> printBoardElements;
        if (designPrintPictureType.equals(CurrentDesignPrintPictureTypeEnum.PIN)) {
            printBoardElements = elementVO.getPrintBoardElements()
                    .stream()
                    .filter(f -> !elementVO.getHasUseMd5List().contains(f.getMd5())).collect(Collectors.toList());
        } else {
            printBoardElements = elementVO.getPrintBoardElements();
        }
        if (CollectionUtil.isEmpty(printBoardElements)) {
            print.setPath("none");
            return print;
        }
        switch (designPrintPictureType) {
            case NO:
                //print 已用完
                print.setPath("none");
                return print;
            case NO_PIN:
                printBoardElements = printBoardElements.stream().filter(f -> f.getHasPin() == 0).collect(Collectors.toList());
                break;
            case PIN:
                printBoardElements = printBoardElements.stream().filter(f -> f.getHasPin() == 1).collect(Collectors.toList());
                break;
            default:
        }

        if (printBoardElements.size() == 1) {
            print.setPath(printBoardElements.get(0).getUrl());
            elementVO.getHasUseMd5List().add(printBoardElements.get(0).getMd5());
            return print;
        }
        long maxPrint = printBoardElements.size();
        long minPrint = 0;
        Long randomIndex = RandomsUtil.randomSysFile(minPrint, maxPrint);
        print.setPath(printBoardElements.get(randomIndex.intValue()).getUrl());
        elementVO.getHasUseMd5List().add(printBoardElements.get(randomIndex.intValue()).getMd5());
        return print;
    }

    private LibraryVo getRandomLibrary(List<LibraryVo> libraryOldVos, List<String> containLevel2Type, List<String> hasUseMd5List) {
        if (CollectionUtils.isEmpty(libraryOldVos)) {
            return null;
        }
        List<LibraryVo> libraryVos = libraryOldVos.stream().filter(f -> (!hasUseMd5List.contains(f.getMd5())) &&
                CollectionLevel1TypeEnum.SKETCH_BOARD.getRealName().equals(f.getLevel1Type())).collect(Collectors.toList());
        if (CollectionUtils.isEmpty(libraryVos)) {
            return null;
        }
        if (StringUtils.isEmpty(containLevel2Type)) {
            if (libraryVos.size() == 1) {
                return libraryVos.get(0);
            }
            long maxLibrary = libraryVos.size();
            long minLibrary = 0;
            Long randomIndex = RandomsUtil.randomSysFile(minLibrary, maxLibrary);
            return libraryVos.get(randomIndex.intValue());
        } else {
            List<LibraryVo> filter = libraryVos.stream().filter(f -> containLevel2Type.contains(f.getLevel2Type())).collect(Collectors.toList());
            if (CollectionUtils.isEmpty(filter)) {
                return null;
            }
            if (filter.size() == 1) {
                return filter.get(0);
            }
            long maxLibrary = filter.size();
            long minLibrary = 0;
            Long randomIndex = RandomsUtil.randomSysFile(minLibrary, maxLibrary);
            return filter.get(randomIndex.intValue());
        }

    }

    /**
     * 生成design服装
     *
     * @param designPythonObjects
     * @return
     */
    public Boolean design(DesignPythonObjects designPythonObjects) {
        //限流校验
        AccessLimitUtils.validate("design", 5);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
        //关闭FastJson的引用检测 防止出现$ref 现象
        String param = JSON.toJSONString(designPythonObjects, SerializerFeature.DisableCircularReferenceDetect);
        log.info("design请求python 参数:####{}", param);
        RequestBody body = RequestBody.create(mediaType, param);
        Request request = new Request.Builder()
//                .url(accessPythonIp + ":" + accessPythonPort + "/api/design")
                .url(fastApiPythonAddress + "/api/design")
//                .url(accessPythonIp + ":10200/aifda/api/v1.0/generate")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        try {
            response = client.newCall(request).execute();
            log.info("PythonService##response###{}", response);
            log.info("PythonService##responseBodyStr###{}", response.body().string());
            log.info("PythonService##responseBodyJson###{}", JSON.toJSONString(response.body()));
        } catch (IOException ioException) {
            log.error("PythonService##design异常###{}", ExceptionUtil.getThrowableList(ioException));
        }
        //去除限流
        AccessLimitUtils.validateOut("design");
        if (Objects.isNull(response)) {
            log.error("PythonService##design异常###{}", "response or body is empty!");
            throw new BusinessException("system error!");
        }
        JSONObject jsonObject = JSON.parseObject(JSON.toJSONString(response));
        log.info("PythonService##jsonObject###{}", jsonObject);
        Boolean result = jsonObject.getBoolean("successful");
        if (result) {
            return Boolean.TRUE;
        }
        log.info("PythonService##design异常jsonObject###{}", jsonObject);
        //生成失败
        throw new BusinessException("generate design exception!");
    }

    /**
     * 生成高级图片（废弃）
     *
     * @param designPath
     * @return
     */
    public String generateHighDesign(String designPath) {
        //限流校验
        AccessLimitUtils.validate("generateHighDesign", 2);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        Map<String, String> content = Maps.newHashMap();
        content.put("img_path", designPath);
        content.put("img_path_out_put", getPythonOutputPath(
                designPath, PythonToJavaApiOperationTypeEnum.GENERATE_ADVANCED_DESIGN));
        MediaType mediaType = MediaType.parse("application/json");
        RequestBody body = RequestBody.create(mediaType, JSON.toJSONString(content));
        Request request = new Request.Builder()
                .url(accessPythonIp + ":11111/aifda/api/v1.0/sketch_to_real")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        try {
            log.info("生成高级design请求入参content###{}", JSON.toJSONString(content));
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService##generateHighDesign异常###{}", ExceptionUtil.getThrowableList(ioException));
        }
        //去除限流
        AccessLimitUtils.validateOut("generateHighDesign");
        if (Objects.isNull(response)) {
            log.error("PythonService##generateHighDesign异常###{}", "response or body is empty!");
            throw new BusinessException("system error!");
        }
        JSONObject jsonObject = JSON.parseObject(JSON.toJSONString(response));
        Boolean result = jsonObject.getBoolean("successful");
        if (result) {
            return content.get("img_path_out_put");
        }
        log.info("生成高级design失败###{}", jsonObject);
        //生成失败
        throw new BusinessException("system error!");
    }

    /**
     * 生成 attribute_retrieval
     *
     * @param sketchUrlList
     * @param modelSex
     * @return
     */
    public DesignAttributeRetrievalDTO generateAttributeRetrieval(List<String> sketchUrlList, Long userId, String modelSex) {
        //限流校验
        AccessLimitUtils.validate("generateAttributeRetrieval", 4);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        Map<String, Object> content = Maps.newHashMap();
        content.put("sketch_upload_img_path", sketchUrlList);
        content.put("userid", userId);
        content.put("colony", modelSex);
        MediaType mediaType = MediaType.parse("application/json");
        System.out.println(JSON.toJSONString(content));
        RequestBody body = RequestBody.create(mediaType, JSON.toJSONString(content));
        Request request = new Request.Builder()
//                .url(accessPythonIp + ":" + accessPythonPort + "/api/attribute_retrieve")
                .url(fastApiPythonAddress + "/api/attribute_retrieve")
//                .url(accessPythonIp+":9991/aifda/api/v1.0/attribute_retrieval")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response;
        String bodyStr;
        try {
            log.info("generateAttributeRetrieval请求入参content###{}", JSON.toJSONString(content));
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            AccessLimitUtils.validateOut("generateAttributeRetrieval");
            log.error("generateAttributeRetrieval异常###{}", ExceptionUtil.getThrowableList(ioException));
            throw new BusinessException("attributeRetrieval.interface.exception");
        }
        //去除限流
        AccessLimitUtils.validateOut("generateAttributeRetrieval");
        if (response.isSuccessful()) {
            try {
                if (Objects.nonNull(response.body())) {
                    bodyStr = response.body().string();
                    return resolveDesignAttributeRetrievalDTO(bodyStr);
                }
                //生成失败
                throw new BusinessException("attributeRetrieval.interface.exception");
            } catch (JSONException | IOException e) {
                log.error("generateAttributeRetrieval异常###{}", e.getMessage());
                throw new BusinessException("attributeRetrieval.interface.exception");
            }
        }
        log.error("generateAttributeRetrieval异常###{}", response);
        //生成失败
        throw new BusinessException("attributeRetrieval.interface.exception");
    }

    private static DesignAttributeRetrievalDTO resolveDesignAttributeRetrievalDTO(String bodyStr) {
        DesignAttributeRetrievalDTO response = new DesignAttributeRetrievalDTO();
        JSONObject jsonObject = JSON.parseObject(bodyStr);
        JSONObject data = jsonObject.getJSONObject("data");
        if (data != null) {
            JSONObject jsonObjectSys = data.getJSONObject("sys_lib_dict");
            if (null == jsonObjectSys || jsonObjectSys.isEmpty()) {
                log.error("generateAttributeRetrieval异常###{}", "jsonObjectSys is empty!");
                throw new BusinessException("attributeRetrieval.interface.exception");
            }
            setUrls(jsonObjectSys, response.getSysFileUrlS());
            JSONObject jsonObjectLibrary = data.getJSONObject("user_lib_dict");
            if (null == jsonObjectLibrary || jsonObjectLibrary.isEmpty()) {
                log.error("generateAttributeRetrieval异常###{}", "jsonObjectLibrary is empty!");
                throw new BusinessException("attributeRetrieval.interface.exception");
            }
            setUrls(jsonObjectLibrary, response.getLibraryUrls());
            return response;
        }
        throw new BusinessException("attributeRetrieval.interface.exception");
    }

    private static void setUrls(JSONObject jsonObjectSys, List<String> urls) {
        List<String> finalUrls = urls;
        SysFileLevel2TypeEnum.ofPythonPath().forEach(path -> {
            JSONArray array = jsonObjectSys.getJSONArray(path);
            List<String> urlList = JSONObject.parseArray(JSON.toJSONString(array), String.class);
            if (CollectionUtil.isNotEmpty(urlList)) {
                finalUrls.addAll(urlList);
            }
        });
    }

    /**
     * 组装和计算designSingle参数
     *
     * @param designSingleDTO
     * @return
     */
    public DesignPythonObjects covertDesignSingleParam(DesignSingleDTO designSingleDTO, String singleOverall,
                                                       String switchCategory, DesignLibraryModelPointVO designLibraryModelPoint) {
        DesignPythonObjects designPythonObjects = new DesignPythonObjects();
        List<DesignPythonObject> objects = Lists.newArrayList();
        designPythonObjects.setObjects(objects);

        DesignPythonObject pythonObject = new DesignPythonObject();
        pythonObject.setItems(coverToDesignSinglePythonItem(designSingleDTO, designLibraryModelPoint));
        pythonObject.setBasic(coverToSingleBasic(pythonObject.getItems().get(0),
                singleOverall, switchCategory, designSingleDTO.getPriority(), designLibraryModelPoint));
        objects.add(pythonObject);
        return designPythonObjects;
    }

    /**
     * 组装和计算设计包括图层的单品的参数，不需要priority
     *
     * @param designSingleDTO
     * @param singleOverall
     * @param switchCategory
     * @param designLibraryModelPoint
     * @return
     */
    public DesignPythonObjects covertDesignSingleParam(DesignSingleIncludeLayersDTO designSingleDTO, String singleOverall,
                                                       String switchCategory, DesignLibraryModelPointVO designLibraryModelPoint) {
        DesignPythonObjects designPythonObjects = new DesignPythonObjects();
        List<DesignPythonObject> objects = Lists.newArrayList();
        designPythonObjects.setObjects(objects);

        DesignPythonObject pythonObject = new DesignPythonObject();
        designPythonObjects.setProcess_id(designSingleDTO.getProcessId());
        pythonObject.setItems(coverToDesignSinglePythonItem(designSingleDTO, designLibraryModelPoint));
        pythonObject.setBasic(coverToSingleBasic(singleOverall, switchCategory, designLibraryModelPoint));
        objects.add(pythonObject);
        return designPythonObjects;
    }

    private List<DesignPythonItem> coverToDesignSinglePythonItem(DesignSingleDTO designSingleDTO, DesignLibraryModelPointVO designLibraryModelPoint) {
        List<DesignSingleItemDTO> designPythonItemDto = designSingleDTO.getClothes();
        if (!CollectionUtils.isEmpty(designSingleDTO.getOthers())) {
            designPythonItemDto.addAll(designSingleDTO.getOthers());
        }
        List<DesignPythonItem> response = CopyUtil.copyList(designPythonItemDto, DesignPythonItem.class, (o, d) -> {
            d.setBusinessId(o.getId());
            d.setIcon("none");
            d.setPrint(resolveDesignSinglePrint(o.getPrintObject(), o.getPath()));
        });
        DesignPythonItem body = new DesignPythonItem();
        body.setType(SysFileLevel2TypeEnum.BODY.getRealName());
        if (Objects.nonNull(designLibraryModelPoint)) {
            body.setBody_path(designLibraryModelPoint.getTemplateUrl());
        } else {
//            body.setBody_path("/home/pangkaicheng/python_code/Multi-layer-Virtual-Try-on/dataset_for_test/Img_model.png");
            body.setBody_path("/workspace/python_code/Multi-layer-Virtual-Try-on/dataset_for_test/Img_model.png");
        }
        response.add(body);
        return response;
    }

    /**
     * 设计包括图层的单品，每次只针对一个单品
     *
     * @param designSingleIncludeLayersDTO
     * @param designLibraryModelPoint
     * @return
     */
    private List<DesignPythonItem> coverToDesignSinglePythonItem(DesignSingleIncludeLayersDTO designSingleIncludeLayersDTO, DesignLibraryModelPointVO designLibraryModelPoint) {
        List<DesignSingleItemDTO> designSingleItemList = designSingleIncludeLayersDTO.getDesignSingleItemDTOList();
        List<DesignPythonItem> response = new ArrayList<>();

        designSingleItemList.forEach(designSingleItem -> {
            Long businessId;
            if (!designSingleIncludeLayersDTO.getIsPreview() && designSingleItem.getChanged()) {
                String s = String.valueOf(designSingleItem.getId());
                businessId = Long.parseLong(s.substring(0, s.length() - 3));
            } else {
                businessId = designSingleItem.getId();
            }

            // 判断是否是渐变色
            String minioPath = null;
            String gradientString = null;
            if (!Objects.isNull(designSingleItem.getGradient())) {
                String colorImg = designSingleItem.getGradient().getColorImg();
                if (StringUtil.isNullOrEmpty(colorImg)) {
                    throw new BusinessException("The base64 data of the image is empty");
                }
                minioPath = minioUtil.base64UploadToPath(colorImg, gradientBucketName, null);
                designSingleItem.getGradient().setColorImg(null);
                gradientString = JSONObject.toJSONString(designSingleItem.getGradient());

                // todo 当渐变色不为空时，是否需要将颜色置为 0 0 0
            }

            response.add(new DesignPythonItem(
                    designSingleItem.getType(),
                    designSingleItem.getPath(),
                    designSingleItem.getColor(),
                    resolveDesignSinglePrint(designSingleItem.getPrintObject(), null),
                    resolveDesignElement(designSingleItem.getTrims()),
                    // businessId designItemDetailId （python端确认没有作用,但是数据库需要存，作用：未知）
//                    designSingleItem.getId(),
                    businessId,
                    pythonTAllInfoService.getImageIdByPath(designSingleItem.getPath()),
                    designSingleItem.getOffset(),
                    designSingleItem.getScale(),
                    designSingleItem.getPriority(),
                    minioPath,
                    gradientString));
        });


        String bodyPath;
        if (Objects.nonNull(designLibraryModelPoint)) {
            bodyPath = designLibraryModelPoint.getTemplateUrl();
        } else {
//            bodyPath = "/workspace/python_code/Multi-layer-Virtual-Try-on/dataset_for_test/Img_model.png";
            bodyPath = "aida-mannequins/model_1693218345.2714432.png";
        }
        response.add(new DesignPythonItem(SysFileLevel2TypeEnum.BODY.getRealName(), bodyPath, pythonTAllInfoService.getImageIdByPath(bodyPath)));
        return response;
    }


    private DesignPythonItemPrint resolveDesignSinglePrint(DesignSinglePrintDTO printObject, String clothesPath) {
        // 没有印花时的参数设置
        if (printObject.getIfSingle().equals(Boolean.FALSE) && CollectionUtil.isEmpty(printObject.getPrints())) {
            return new DesignPythonItemPrint(new ArrayList<>(), false);
        }
        DesignPythonItemPrint print = CopyUtil.copyObject(printObject, DesignPythonItemPrint.class);

        int size = printObject.getPrints().size();
        // 占位符填充数组
        List<List<Double>> location = new ArrayList<>(Collections.nCopies(size, null));
        List<Double> scale = new ArrayList<>(Collections.nCopies(size, null));
        List<Double> angle = new ArrayList<>(Collections.nCopies(size, null));
        ArrayList<String> paths = new ArrayList<>(Collections.nCopies(size, null));

        // 设置印花的位置、大小、旋转角度
        // 优先级越大，越靠近顶层，在传输给python的数组中，越靠前
        List<DesignSinglePrint> prints = printObject.getPrints();
        prints.forEach(p -> {
            p.getLocation().set(0, p.getLocation().get(0));
            p.getLocation().set(1, p.getLocation().get(1));
            Integer priority = p.getPriority();
            location.set(size - priority, p.getLocation());
            scale.set(size - priority, p.getScale());
            angle.set(size - priority, p.getAngle());
            paths.set(size - priority, p.getMinIOPath());
//            log.info("本次print打点locations###{}###fileVO{}", p.getLocation(), JSON.toJSONString(fileVO));
        });
        print.setLocation(location);
        print.setPrint_scale_list(scale);
        print.setPrint_angle_list(angle);
        print.setPrint_path_list(paths);

        return print;
    }

    private DesignPythonItemElement resolveDesignElement(DesignSinglePrintDTO trims) {
        // 没有design element 时的参数设置
        if (Objects.isNull(trims.getIfSingle()) && CollectionUtil.isEmpty(trims.getPrints())) {
            return null;
        }
        DesignPythonItemElement print = new DesignPythonItemElement();

        int size = trims.getPrints().size();
        // 占位符填充数组
        List<List<Double>> location = new ArrayList<>(Collections.nCopies(size, null));
        List<Double> scale = new ArrayList<>(Collections.nCopies(size, null));
        List<Double> angle = new ArrayList<>(Collections.nCopies(size, null));
        ArrayList<String> paths = new ArrayList<>(Collections.nCopies(size, null));

        // 设置印花的位置、大小、旋转角度
        // 优先级越大，越靠近顶层，在传输给python的数组中，越靠前
        List<DesignSinglePrint> prints = trims.getPrints();
        prints.forEach(p -> {
            p.getLocation().set(0, p.getLocation().get(0));
            p.getLocation().set(1, p.getLocation().get(1));
            Integer priority = p.getPriority();
            location.set(size - priority, p.getLocation());
            scale.set(size - priority, p.getScale());
            angle.set(size - priority, p.getAngle());
            paths.set(size - priority, p.getMinIOPath());
//            log.info("本次print打点locations###{}###fileVO{}", p.getLocation(), JSON.toJSONString(fileVO));
        });
        print.setLocation(location);
        print.setElement_scale_list(scale);
        print.setElement_angle_list(angle);
        print.setElement_path_list(paths);

        return print;
    }

    private DesignPythonBasic coverToSingleBasic(DesignPythonItem designPythonItem, String singleOverall,
                                                 String switchCategory, List<String> priority,
                                                 DesignLibraryModelPointVO designLibraryModelPoint) {
        DesignPythonBasic basic = new DesignPythonBasic();
        basic.setSingle_overall(singleOverall);
        basic.setSwitch_category(switchCategory);
        basic.setSave_name(getPythonOutputPath(
                StringUtils.isEmpty(designPythonItem.getPath()) ? designPythonItem.getBody_path() : designPythonItem.getPath(),
                PythonToJavaApiOperationTypeEnum.DESIGN_COLLECTION));
        basic.setPriority(priority);
        basic.setSelf_template(Boolean.FALSE);
        if (Objects.nonNull(designLibraryModelPoint)) {
            basic.setSelf_template(Boolean.TRUE);
        }
        basic.setScale_bag(0.7);
        basic.setScale_earrings(0.16);
        basic.setBody_point_test(getMap(designLibraryModelPoint));
        return basic;
    }

    /**
     * 设计包括图层的单品，不用指定save_name和priority
     *
     * @param singleOverall
     * @param switchCategory
     * @param designLibraryModelPoint
     * @return
     */
    private DesignPythonBasic coverToSingleBasic(String singleOverall, String switchCategory,
                                                 DesignLibraryModelPointVO designLibraryModelPoint) {
        DesignPythonBasic basic = new DesignPythonBasic();
        basic.setSingle_overall(singleOverall);
        basic.setSwitch_category(switchCategory);
        basic.setSelf_template(Boolean.FALSE);
        if (Objects.nonNull(designLibraryModelPoint)) {
            basic.setSelf_template(Boolean.TRUE);
        }
        basic.setScale_bag(0.7);
        basic.setScale_earrings(0.16);
        basic.setBody_point_test(getMap(designLibraryModelPoint));
        basic.setLayer_order(Boolean.TRUE);
        return basic;
    }

    /**
     * 组装和计算designSingle参数
     *
     * @param modelsDotDTO
     * @return
     */
    public DesignPythonObjects covertModelsDotParam(ModelsDotDTO modelsDotDTO, String singleOverall, String switchCategory) {
        DesignPythonObjects designPythonObjects = new DesignPythonObjects();
        List<DesignPythonObject> objects = Lists.newArrayList();
        designPythonObjects.setObjects(objects);
        designPythonObjects.setProcess_id(UUID.randomUUID().toString());
        DesignPythonObject pythonObject = new DesignPythonObject();
        pythonObject.setItems(coverToModelsDotPythonItem(modelsDotDTO));
        pythonObject.setBasic(coverToModelsDotBasic(pythonObject.getItems().get(0), modelsDotDTO));
        objects.add(pythonObject);
        return designPythonObjects;
    }

    private List<DesignPythonItem> coverToModelsDotPythonItem(ModelsDotDTO modelsDotDTO) {
        List<DesignPythonItem> response = Lists.newArrayList();
        if (modelsDotDTO.getTemplateUrl().contains("female")) {
            DesignPythonItem dress = new DesignPythonItem();
            dress.setType(SysFileLevel2TypeEnum.DRESS.getRealName());
            dress.setColor("none");
            dress.setIcon("none");
            DesignPythonItemPrint designPythonItemPrint = new DesignPythonItemPrint();
            designPythonItemPrint.setIfSingle(false);
            designPythonItemPrint.setPrint_path_list(new ArrayList<>());
            dress.setPrint(designPythonItemPrint);
            dress.setPath("aida-sys-image/images/female/blouse/blouse_p5_817.jpg");
            response.add(dress);

            DesignPythonItem skirt = new DesignPythonItem();
            skirt.setType(SysFileLevel2TypeEnum.TROUSERS.getRealName());
            skirt.setColor("none");
            skirt.setIcon("none");
            skirt.setPrint(designPythonItemPrint);
            skirt.setPath("aida-sys-image/images/female/trousers/trousers_974.jpg");
            response.add(skirt);
        } else {
            DesignPythonItem top = new DesignPythonItem();
            top.setType(MalePosition.TOPS.getValue());
            top.setColor("none");
            top.setIcon("none");
            DesignPythonItemPrint designPythonItemPrint = new DesignPythonItemPrint();
            designPythonItemPrint.setIfSingle(false);
            designPythonItemPrint.setPrint_path_list(new ArrayList<>());
            top.setPrint(designPythonItemPrint);
            top.setPath("aida-sys-image/images/male/tops/mens_test_10.png");
            response.add(top);

            DesignPythonItem bottom = new DesignPythonItem();
            bottom.setType(MalePosition.BOTTOMS.getValue());
            bottom.setColor("none");
            bottom.setIcon("none");
            DesignPythonItemPrint designPythonItemPrint1 = new DesignPythonItemPrint();
            designPythonItemPrint1.setIfSingle(false);
            designPythonItemPrint1.setPrint_path_list(new ArrayList<>());
            bottom.setPrint(designPythonItemPrint1);
            bottom.setPath("aida-sys-image/images/male/bottoms/mens_test_10007.png");
            response.add(bottom);
        }

        DesignPythonItem body = new DesignPythonItem();
        body.setType(SysFileLevel2TypeEnum.BODY.getRealName());
        body.setBody_path(modelsDotDTO.getTemplateUrl());
        response.add(body);
        return response;
    }

    private DesignPythonBasic coverToModelsDotBasic(DesignPythonItem designPythonItem, ModelsDotDTO modelsDotDTO) {
        DesignPythonBasic basic = new DesignPythonBasic();
        basic.setSingle_overall(SingleOverallEnum.OVERALL.getRealName());
        basic.setSwitch_category("");
        basic.setSave_name(getPythonOutputPath(
                StringUtils.isEmpty(designPythonItem.getPath()) ? designPythonItem.getBody_path() : designPythonItem.getPath(),
                PythonToJavaApiOperationTypeEnum.DESIGN_COLLECTION));
        basic.setSelf_template(Boolean.TRUE);
        basic.setScale_bag(0.7);
        basic.setScale_earrings(0.16);

        basic.setBody_point_test(getMap(calculateTemplatePoint(modelsDotDTO, modelsDotDTO.getHigh(), modelsDotDTO.getWidth())));
        return basic;
    }

    public DesignLibraryModelPointVO calculateTemplatePoint(ModelsDotDTO modelsDotDTO, Integer high, Integer width) {
        DesignLibraryModelPointVO libraryModelPoint = new DesignLibraryModelPointVO();
        libraryModelPoint.setHandLeft(calculateTemplatePointOne(modelsDotDTO.getHandLeft(), high, width));
        libraryModelPoint.setHandRight(calculateTemplatePointOne(modelsDotDTO.getHandRight(), high, width));
        libraryModelPoint.setShoulderLeft(calculateTemplatePointOne(modelsDotDTO.getShoulderLeft(), high, width));
        libraryModelPoint.setShoulderRight(calculateTemplatePointOne(modelsDotDTO.getShoulderRight(), high, width));
        libraryModelPoint.setWaistbandLeft(calculateTemplatePointOne(modelsDotDTO.getWaistbandLeft(), high, width));
        libraryModelPoint.setWaistbandRight(calculateTemplatePointOne(modelsDotDTO.getWaistbandRight(), high, width));
        return libraryModelPoint;
    }

    private List<BigDecimal> calculateTemplatePointOne(List<BigDecimal> originRatioList, Integer high, Integer width) {
        originRatioList.set(0, originRatioList.get(0).multiply(BigDecimal.valueOf(width)));
        originRatioList.set(1, originRatioList.get(1).multiply(BigDecimal.valueOf(high)));
        return originRatioList;
    }

    public JSONObject designNew(DesignPythonObjects designPythonObjects) {
        // todo 限流校验
//        AccessLimitUtils.validate("design",5);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
        //关闭FastJson的引用检测 防止出现$ref 现象
        String param = JSON.toJSONString(designPythonObjects, SerializerFeature.DisableCircularReferenceDetect);
        log.info("design请求python 参数:####{}", param);
        RequestBody body = RequestBody.create(mediaType, param);
        Request request = new Request.Builder()
                .url(accessPythonIp + ":" + accessPythonPort + "/api/design")
//                .url(fastApiPythonAddress + "/api/design")
//                .url(accessPythonIp + ":10200/aifda/api/v1.0/generate")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response;
        String responseBody;
        try {
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            AccessLimitUtils.validateOut("design");
            log.error("PythonService##design异常###{}", ExceptionUtil.getThrowableList(ioException));
            throw new BusinessException("design.interface.exception");
        }
        //去除限流
//        AccessLimitUtils.validateOut("design");
        if (response.isSuccessful()) {
            try {
                if (Objects.nonNull(response.body())) {
                    responseBody = response.body().string();
                    JSONObject responseObject = JSON.parseObject(responseBody);
                    log.info("PythonService##responseObject###{}", responseObject);
                    return responseObject;
                }
                throw new BusinessException("design.interface.exception");
            } catch (IOException | JSONException e) {
                log.error("PythonService##design异常###{}", e.getMessage());
                throw new BusinessException("design.interface.exception");
            }
        }
        log.error("PythonService##design异常response###{}", response);
        //生成失败
        throw new BusinessException("design.interface.exception");
    }

    /**
     * 暂时未用
     */
    public String generateSketchCaption(String url) {
        //限流校验
        AccessLimitUtils.validate("generateSketchCaption", 5);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
        RequestBody body = RequestBody.create(mediaType, url);
        Request request = new Request.Builder()
                .url(accessPythonIp + ":" + accessPythonPort + "/aida/interrogator")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        String bodyStr = null;
        try {
            log.info("generateSketchCaption请求入参content###{}", url);
            response = client.newCall(request).execute();
            bodyStr = response.body().string();
        } catch (IOException ioException) {
            log.error("generateSketchCaption异常###{}", ExceptionUtil.getThrowableList(ioException));
        }
        //去除限流
        AccessLimitUtils.validateOut("generateSketchCaption");
        if (Objects.isNull(response)) {
            log.error("generateSketchCaption异常###{}", "response or body is empty!");
            throw new BusinessException("system error!");
        }
        JSONObject jsonObject = JSON.parseObject(JSON.toJSONString(response));
        Boolean result = jsonObject.getBoolean("successful");
        if (result) {
            return bodyStr;
        }
        log.info("attribute_retrieval失败###{}", bodyStr);
        //生成失败
        throw new BusinessException("system error!");
    }

    public Boolean generateSketchOrPrint(String params, String port, String servicePath) {
        //限流校验
//        AccessLimitUtils.validate("generateSketchOrPrint", 5);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
//        RequestBody body = RequestBody.create(mediaType, JSON.toJSONString(generateToPythonDTO, SerializerFeature.WriteMapNullValue));
        RequestBody body = RequestBody.create(mediaType, params);
        Request request = new Request.Builder()
//                .url("http://18.167.251.121:9992")
//                .url("http://127.0.0.1:5000/api/diffusion")
//                .url(accessPythonIp + ":" + accessPythonPort + "/api/diffusion")
//                .url(accessPythonIp + ":" + accessPythonPort + "/api/generate_image")
                .url(accessPythonIp + ":" + port + servicePath)
                .method("POST", body)
//                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        String bodyString;
        try {
//            log.info("generateSketchOrPrint请求入参content###{}", JSON.toJSONString(generateToPythonDTO, SerializerFeature.WriteMapNullValue));
            log.info("generateSketchOrPrint请求入参content###{}", params);
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService##generateSketchOrPrint异常###{}", ExceptionUtil.getThrowableList(ioException));
//            throw new BusinessException("generate.interface.error");
            throw new BusinessException(ioException.getMessage());
        }
        //去除限流
//        AccessLimitUtils.validateOut("generateSketchOrPrint");

        // 判断是否生成失败
        if (Objects.isNull(response.body())) {
            log.error("PythonService##generateSketchOrPrint异常###{}", "response or body is empty!");
//            throw new BusinessException("generate.interface.error");
            throw new BusinessException("PythonService##generateSketchOrPrint异常###: response or body is empty!");
        } else if (response.code() != HttpURLConnection.HTTP_OK) {
            log.error("PythonService##generateSketchOrPrint异常###{}", "Response error!Response code ## " + response.code() + " ##");
//            throw new BusinessException("generate.interface.error");
            throw new BusinessException("PythonService##generateSketchOrPrint异常### Response error!Response code ## " + response.code() + " ##");
        } else {
            try {
                bodyString = response.body().string();
            } catch (IOException e) {
                log.error(e.getMessage());
//                throw new BusinessException("generate.interface.error");
                throw new BusinessException(e.getMessage());
            }
        }
        JSONObject jsonObject = JSON.parseObject(bodyString);
        Boolean result = JSON.parseObject(JSON.toJSONString(response)).getBoolean("successful");

        if (result && jsonObject.get("code").equals(200)) {
            log.info("Generate##responseObject###{}", jsonObject);
//            return setGenerateImageList(jsonObject.getJSONObject("data"));
            return Boolean.TRUE;
        } else {
            log.info("generateSketchOrPrintPrint失败###{}", jsonObject);
            log.info("Generate Exception! Code : " + jsonObject.get("code"));
            return Boolean.FALSE;
        }
    }

    public Response sendPostToModel(String content, String portAndRoute, String functionName) {

        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
        RequestBody body = RequestBody.create(mediaType, content);
        Request request = new Request.Builder()
                .url(accessPythonIp + ":" + accessPythonPort + portAndRoute)
//                .url(fastApiPythonAddress + portAndRoute)
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
//        String bodyString = null;
        try {
            log.info(functionName + "请求入参content###{}", content);
            response = client.newCall(request).execute();
//            bodyString = response.body().string();
        } catch (IOException ioException) {
            log.error("PythonService##" + functionName + "异常###{}", ExceptionUtil.getThrowableList(ioException));
        }
        return response;
    }

    private List<String> setGenerateImageList(JSONObject jsonObject) {
        List<String> imageUrlList = JSONObject.parseArray(jsonObject.get("list").toString(), String.class);
        if (imageUrlList.isEmpty()) {
            log.error("PythonService##generateSketchOrPrint异常###{}", "diffusion response list is null");
            // 如果这里返回为空，是判断出错还是返回给前端空
            throw new BusinessException("The data returned on the python side is empty");
        }

        return imageUrlList;
    }
    /** 废弃状态 */
    public String composeLayers(List<OutfitDetailPythonItem> layersDetail) {
        HashMap<String, List<OutfitDetailPythonItem>> layers = new HashMap<>();
        HashMap<String, HashMap<String, List<OutfitDetailPythonItem>>> content = new HashMap<>();
        layers.put("layers", layersDetail);
        content.put("0", layers);
        String jsonString = JSON.toJSONString(content, SerializerFeature.WriteNullStringAsEmpty);

        // todo 添加限流
        Response response = this.sendPostToModel(jsonString, "/api/preview_control", "composeLayers");
        // todo 结束限流

        String bodyString;
        // 生成失败
        if (Objects.isNull(response) || Objects.isNull(response.body())) {
            log.error("PythonService##composeLayers异常###{}", "response or body is empty!");
            throw new BusinessException("compose-layer.interface.exception");
        } else if (response.code() != HttpURLConnection.HTTP_OK) {
            log.error("PythonService##composeLayers异常###{}", "Response error!Response code ## " + response.code() + " ##");
            throw new BusinessException("compose-layer.interface.exception");
        } else {
            try {
                bodyString = response.body().string();
            } catch (IOException e) {
                throw new BusinessException("compose-layer.interface.exception");
            }
        }
        JSONObject jsonObject = JSON.parseObject(bodyString);
        Boolean result = JSON.parseObject(JSON.toJSONString(response)).getBoolean("successful");
        if (result && jsonObject.get("msg").equals("OK!")) {
            return getCompositeImage(jsonObject.getJSONObject("code"));
        }
        log.info("composeLayers 失败###{}", jsonObject);
        //生成失败
        throw new BusinessException("compose-layer.interface.exception");
    }

    private String getCompositeImage(JSONObject jsonObject) {
        JSONObject item0 = jsonObject.getJSONObject("0");
        return item0.getString("synthesis_url");
    }

    public String getClothCategory(String path, String gender) {
        HashMap<String, String> content = new HashMap<>();
        content.put("sketch_img_url", path);
        content.put("colony", gender);
        List<HashMap<String, String>> contents = Collections.singletonList(content);
        String jsonString = JSON.toJSONString(contents, SerializerFeature.WriteNullStringAsEmpty);

        // todo 添加限流
        Response response = this.sendPostToModel(jsonString, "/api/category_recognition", "getClothCategory");
        // todo 结束限流

        String bodyString;
        // 生成失败
        if (Objects.isNull(response) || Objects.isNull(response.body())) {
            log.error("PythonService##GetClothCategory###{}", "response or body is empty!");
            throw new BusinessException("cloth-classification.interface.exception");
        } else if (response.code() != HttpURLConnection.HTTP_OK) {
            log.error("PythonService##GetClothCategory###{}", "Response error!Response code ## " + response.code() + " ##");
            throw new BusinessException("cloth-classification.interface.exception");
        } else {
            try {
                bodyString = response.body().string();
            } catch (IOException e) {
                throw new BusinessException("cloth-classification.interface.exception");
            }
        }
        JSONObject jsonObject = JSON.parseObject(bodyString);
        try {
            Boolean result = JSON.parseObject(JSON.toJSONString(response)).getBoolean("successful");
            if (result && jsonObject.get("msg").equals("OK!")) {
                JSONObject data = jsonObject.getJSONObject("data");
                JSONArray list = JSONArray.parseArray(data.get("list").toString());
                JSONObject map = (JSONObject) list.get(0);
                return map.get("category").toString();
            }
        } catch (NullPointerException e) {
            log.info("getClothCategory 失败###{}，未返回category", jsonObject);
            throw new BusinessException("cloth-classification.interface.exception");
        }
        log.info("getClothCategory 失败###{}", jsonObject);
        //生成失败
        throw new BusinessException("cloth-classification.interface.exception");
    }

    public Boolean cancelGenerateTask(String taskId) {
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
//        String url = accessPythonIp + ":" + accessPythonPort + "/api/generate_cancel/" + taskId;
        String url = fastApiPythonAddress + "/api/generate_cancel/" + taskId;
        Request request = new Request.Builder()
                .url(url)
//                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
//                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        try {
            log.info("cancelGenerateTask请求入参content###{}", taskId);
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService##cancelGenerateTask异常###{}", ExceptionUtil.getThrowableList(ioException));
            return null;
        }
        int responseCode = response.code();
        response.close();

        if (responseCode != HttpURLConnection.HTTP_OK) {
            log.info("generate-python 取消请求失败");
            return Boolean.FALSE;
        }
        log.info("generate-python 取消请求成功");
        return Boolean.TRUE;
    }

    public Boolean superResolution(SuperResolutionDTO superResolutionDTO) throws BusinessException {
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");

        HashMap<String, String> content = new HashMap<>();
        content.put("sr_image_url", superResolutionDTO.getImages());
        content.put("sr_xn", superResolutionDTO.getScale().toString());
        content.put("sr_tasks_id", superResolutionDTO.getUniqueId());

        String jsonString = JSON.toJSONString(content, SerializerFeature.WriteNullStringAsEmpty);
        RequestBody body = RequestBody.create(mediaType, jsonString);
        Request request = new Request.Builder()
                .url(fastApiPythonAddress + "/api/super_resolution")
                .method("POST", body)
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        try {
            log.info("superResolution请求入参content###{}", jsonString);
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService##superResolution异常###{}", ExceptionUtil.getThrowableList(ioException));
            return null;
        }
        int responseCode = response.code();
        response.close();

        if (responseCode != HttpURLConnection.HTTP_OK) {
            // 基本不会有除200以外的code
            log.info("superResolution 请求超分操作失败。 Response code " + response.code());
            throw new BusinessException("superResolution 请求超分操作失败。 Response code " + response.code());
        }
        log.info("superResolution 请求超分操作成功");
        return Boolean.TRUE;
    }

    public String promptTranslate(String text) throws BusinessException {
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");

        HashMap<String, String> content = new HashMap<>();
        content.put("text", text);

        String jsonString = JSON.toJSONString(content, SerializerFeature.WriteNullStringAsEmpty);
        RequestBody body = RequestBody.create(mediaType, jsonString);
        Request request = new Request.Builder()
//                .url(accessPythonIp + ":" + accessPythonPort + "/api/translateToEN")
                .url(fastApiPythonAddress + "/api/translateToEN")
                .method("POST", body)
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        try {
            log.info("promptTranslation请求入参content###{}", jsonString);
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService##promptTranslation异常###{}", ExceptionUtil.getThrowableList(ioException));
            return text;
        }
        int responseCode = response.code();
        String bodyString;
        try {
            bodyString = response.body().string();
            if (responseCode != HttpURLConnection.HTTP_OK) {
                // 基本不会有除200以外的code
                log.info("promptTranslation 用户输入翻译失败。 Response code " + responseCode);
                throw new BusinessException("promptTranslation 用户输入翻译失败。 Response code " + responseCode);
            }
            JSONObject jsonObject = JSON.parseObject(bodyString);
            Boolean result = JSON.parseObject(JSON.toJSONString(response)).getBoolean("successful");
            if (result && jsonObject.get("msg").equals("OK!")) {
                String translated = jsonObject.get("data").toString();
                log.info("翻译或处理后的文本 ： {}", translated);
                return translated;
            }
        } catch (IOException e) {
            log.error("promptTranslation 用户输入翻译失败; error message => " + e.getMessage());
            throw new RuntimeException(e);

        } finally {
            response.close();
        }

        log.info("promptTranslation 用户输入翻译失败，返回用户输入");
        return text;
    }

    public Boolean toProductImage(String url, String taskId, String prompt) {
        // todo 限流校验
//        AccessLimitUtils.validate("design",5);
        OkHttpClient client = new OkHttpClient().newBuilder()
                .connectTimeout(30, TimeUnit.SECONDS)
                .pingInterval(5, TimeUnit.SECONDS)//websocket轮训间隔(单位:秒)
                .readTimeout(60, TimeUnit.SECONDS)//读取超时(单位:秒)
                .writeTimeout(60, TimeUnit.SECONDS)//写入超时(单位:秒)
                .build();
        MediaType mediaType = MediaType.parse("application/json");
        //关闭FastJson的引用检测 防止出现$ref 现象
        Map<String, String> map = new HashMap<>();
        map.put("tasks_id", taskId);
        map.put("image_url", url);
        map.put("prompt", prompt);
        log.info("toProductImage请求python 参数:####{}", map);
        String param = JSON.toJSONString(map, SerializerFeature.WriteNullStringAsEmpty);
        RequestBody body = RequestBody.create(mediaType, param);
        Request request = new Request.Builder()
//                .url(accessPythonIp + ":" + accessPythonPort + "/api/generate_product_image")
                .url(accessPythonIp + ":9996/api/generate_product_image")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response;
        String responseBody;
        try {
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService##toProductImage异常###{}", ExceptionUtil.getThrowableList(ioException));
            throw new BusinessException("toProductImage.interface.exception");
        }
        if (response.isSuccessful()) {
            return Boolean.TRUE;
        }
        log.error("PythonService##toProductImage异常response###{}", response);
        //生成失败
        throw new BusinessException("toProductImage.interface.exception");
    }
}