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.entity.CollectionElement;
import com.ai.da.mapper.entity.DesignHistory;
import com.ai.da.model.dto.*;
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.JSONObject;
import com.alibaba.fastjson.serializer.SerializerFeature;
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.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;
    @Resource
    private PythonTAllInfoService pythonTAllInfoService;

    /**
     * 生成打印的图片 二合一
     *
     * @param printPath
     * @return
     */
    public String generatePrint(List<String> printPath) {
        //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("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")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        try {
            log.info("生成印花请求入参content###{}", JSON.toJSONString(content));
            response = client.newCall(request).execute();
        } catch (IOException ioException) {
            log.error("PythonService##generatePrint异常###{}", ExceptionUtil.getThrowableList(ioException));
        }
        //去除限流
        AccessLimitUtils.validateOut("generatePrint");
        if (Objects.isNull(response)) {
            log.error("PythonService##generatePrint异常###{}", "response or body is empty!");
            throw new BusinessException("generate print exception!");
        }
        JSONObject jsonObject = JSON.parseObject(JSON.toJSONString(response));
        Boolean result = jsonObject.getBoolean("successful");
        if (result) {
            return content.get("fusion_output_path");
        }
        log.info("生成印花失败###{}", jsonObject);
        //生成失败
        throw new BusinessException("generate print exception!");
    }

    /**
     * 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
    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, please try again later");

            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
     * @return
     */
    public DesignPythonObjects covertDesignParam(BigDecimal systemScale, String singleOverall,
                                                 String switchCategory, ValidateElementVO elementVO) {
        DesignPythonObjects designPythonObjects = new DesignPythonObjects();
        List<DesignPythonObject> objects = Lists.newArrayList();
        designPythonObjects.setObjects(objects);
        long pinPrintNum = calculateDesignPinPrintNum(elementVO.getPrintBoardElements());
        long noPinPrintNum = calculateDesignNoPinPrintNum(elementVO.getPrintBoardElements());
        //没有print的
        long noPrintNum = 8 - pinPrintNum - noPinPrintNum;
        elementVO.setNoPinPrintNum(noPinPrintNum);

        //系统比列
        BigDecimal sysRatio = systemScale;
        int pinPictureNum = calculatePinPictureNum(elementVO.getSketchBoardElements(), elementVO.getHasUseMd5List());
        int sysPictureNum = calculateSysPictureNum(sysRatio, pinPictureNum);
        int userPictureNum = calculateUserLibraryPictureNum(sysPictureNum, pinPictureNum);
        int noPinPictureNum = 8 - pinPictureNum - sysPictureNum - userPictureNum;

        for (int i = 0; i < 8; i++) {
            //sketch计算
            CurrentDesignPictureTypeEnum designPictureType =
                    calculateCurrentDesignPictureType(pinPictureNum, sysPictureNum, userPictureNum, noPinPictureNum);
            if (Objects.isNull(designPictureType)) {
                break;
            }
            switch (designPictureType) {
                case PIN:
                    pinPictureNum--;
                    break;
                case USER_LIBRARY:
                    userPictureNum--;
                    break;
                case SYS_FILE:
                    sysPictureNum--;
                    break;
                case NO_PIN:
                    noPinPictureNum--;
                    break;
                default:
            }
            //print计算
            CurrentDesignPrintPictureTypeEnum designPrintPictureType =
                    calculateCurrentDesignPintPictureType(pinPrintNum, noPinPrintNum, noPrintNum);
            if (Objects.isNull(designPrintPictureType)) {
                break;
            }
            switch (designPrintPictureType) {
                case PIN:
                    pinPrintNum--;
                    break;
                case NO_PIN:
                    noPinPrintNum--;
                    break;
                case NO:
                    noPrintNum--;
                    break;
                default:
            }
            //确定本次designSingle是否print
            DesignPythonItemPrint designPythonItemPrint = getRandomPrint(elementVO, designPrintPictureType);
            elementVO.setDesignPythonItemPrint(designPythonItemPrint);
            //参数透传 确定本次designSingle如果需要print对应的种类
            elementVO.setDesignPrintPictureTypeLayoutList(calculateCurrentDesignPintPictureTypeLayout());
            //designSingle具体参数组装
            DesignPythonObject pythonObject = new DesignPythonObject();
            pythonObject.setItems(coverToDesignPythonItem(elementVO, designPictureType));
            pythonObject.setBasic(coverToBasic(pythonObject.getItems().get(0),
                    singleOverall, switchCategory, elementVO.getDesignLibraryModelPoint()));
            objects.add(pythonObject);
        }
        return designPythonObjects;
    }

    //计算当前的图片类型
    private CurrentDesignPictureTypeEnum calculateCurrentDesignPictureType(int pinPictureNum, int sysPictureNum, int userPictureNum, int noPinPictureNum) {
        List<Integer> codes = Lists.newArrayList();
        if (pinPictureNum > 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 (sysPictureNum > 0) {
            codes.add(CurrentDesignPictureTypeEnum.SYS_FILE.getCode());
        }
        if (userPictureNum > 0) {
            codes.add(CurrentDesignPictureTypeEnum.USER_LIBRARY.getCode());
        }
        if (noPinPictureNum > 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() {
        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;
        }
        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 totalNum = printBoardElements.size() / 2;
        long pinNum = printBoardElements.stream().filter(f -> f.getHasPin() == 1).count();
        if (pinNum >= totalNum) {
            return 0;
        }
        return totalNum - pinNum;
    }

    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();
        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);
        }
        //计算填充Hairstyle Earring Shoes Body
        items.addAll(calculatePythonItemHairstyleShoes(elementVO, elementVO.getDesignLibraryModelPoint()));
        return items;
    }

    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());
                pythonItem.setPath(sysFileVO.getUrl());
                pythonItem.setBusinessId(sysFileVO.getId());
                if (SysFileLevel2TypeEnum.SHOES.getRealName().equals(type)) {
                    pythonItem.setColor(getRandomColor(elementVO.getColorBoards()));
                }
            }
        }
        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());
                            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());
                        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());
                            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());
                        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());
                        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());
                    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());
                            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());
                        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;
                    DesignPythonItem.OUTWEAR_DRESS_BLOUSE.forEach(type -> {
                        //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());

                        }
                    });
                }
            }

        }
        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());
                            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());
                        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());
                            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());
                        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());
                        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());
                    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());
                            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());
                        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");
        designPythonItemBlouse.setColor(getRandomColor(elementVO.getColorBoards()));
        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 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(List<CollectionElement> sketchBoardElements, List<String> hasUseMd5List) {
        if (CollectionUtils.isEmpty(sketchBoardElements)) {
            return null;
        }
        List<CollectionElement> sketchBoardPins = sketchBoardElements
                .stream().filter(v -> v.getHasPin() == 1 && (!hasUseMd5List.contains(v.getMd5()))).collect(Collectors.toList());
        if (CollectionUtils.isEmpty(sketchBoardPins)) {
            return null;
        }
        List<CollectionElement> response = resolveElementFilterHistoryMd5(sketchBoardPins);
        if (CollectionUtils.isEmpty(response)) {
            return null;
        }
        return CopyUtil.copyList(sketchBoardPins, CollectionElement.class);
    }

    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) {
        Long randomIndex = RandomsUtil.randomSysFile(0L, 3L);
        if(CollectionUtils.isEmpty(sysFileVo)){
            return getRandomSysFileByLevel2Type(DesignPythonItem.OUTWEAR_DRESS_BLOUSE.get(randomIndex.intValue()), sysFileIds);
        }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 getRandomSysFileSkirt(List<SysFileVO> sysFileVo,List<Long> sysFileIds) {
        Long randomIndex = RandomsUtil.randomSysFile(0L, 2L);
        if(CollectionUtils.isEmpty(sysFileVo)){
            return getRandomSysFileByLevel2Type(DesignPythonItem.SKIRT_TROUSERS.get(randomIndex.intValue()), sysFileIds);
        }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) {
        Long maxId = sysFileService.getMaxIdByLevel2Type(level2Type);
        Long minId = sysFileService.getMinIdByLevel2Type(level2Type);
        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 String getRandomColor(List<CollectionColorDTO> colorBoards) {
        if (colorBoards.size() == 1) {
            return colorBoards.get(0).getRgbValue();
        }
        long maxColor = colorBoards.size();
        long minColor = 0;
        Long randomIndex = RandomsUtil.randomSysFile(minColor, maxColor);
        return colorBoards.get(randomIndex.intValue()).getRgbValue();
    }

    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 = elementVO.getPrintBoardElements()
                .stream()
                .filter(f -> !elementVO.getHasUseMd5List().contains(f.getMd5())).collect(Collectors.toList());
        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("http://18.167.251.121:9991/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
     *
     * @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
     * @return
     */
    public  DesignAttributeRetrievalDTO generateAttributeRetrieval(List<String> sketchUrlList, Long userId) {
        //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);
        MediaType mediaType = MediaType.parse("application/json");
        RequestBody body = RequestBody.create(mediaType, JSON.toJSONString(content));
        Request request = new Request.Builder()
//                .url(accessPythonIp+":11112/aifda/api/v1.0/attribute_retrieval")
                .url(accessPythonIp+":11112/aifda/api/v1.0/attribute_retrieval")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        String bodyStr = null;
        try {
            log.info("generateAttributeRetrieval请求入参content###{}", JSON.toJSONString(content));
            response = client.newCall(request).execute();
            bodyStr = response.body().string();
        } catch (IOException ioException) {
            log.error("generateAttributeRetrieval异常###{}", ExceptionUtil.getThrowableList(ioException));
        }
        //去除限流
        AccessLimitUtils.validateOut("generateAttributeRetrieval");
        if (Objects.isNull(response)) {
            log.error("generateAttributeRetrieval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 resolveDesignAttributeRetrievalDTO(bodyStr);
        }
        log.info("attribute_retrieval失败###{}", bodyStr);
        //生成失败
        throw new BusinessException("system error!");
    }
    private static DesignAttributeRetrievalDTO resolveDesignAttributeRetrievalDTO(String bodyStr){
        DesignAttributeRetrievalDTO response = new DesignAttributeRetrievalDTO();
        JSONObject jsonObject = JSON.parseObject(bodyStr);
        JSONObject jsonObjectSys = jsonObject.getJSONObject("sys_lib_dict");
        if(null == jsonObjectSys || jsonObjectSys.size() == 0){
            log.error("generateAttributeRetrieval异常###{}", "jsonObjectSys is empty!");
            throw new BusinessException("system error!");
        }
        setUrls(jsonObjectSys,response.getSysFileUrlS());
        JSONObject jsonObjectLibrary = jsonObject.getJSONObject("user_lib_dict");
        if(null == jsonObjectLibrary || jsonObjectLibrary.size() == 0){
            log.error("generateAttributeRetrieval异常###{}", "jsonObjectLibrary is empty!");
            throw new BusinessException("system error!");
        }
        setUrls(jsonObjectLibrary,response.getLibraryUrls());
        return response;
    }

    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();
        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 -> {
            response.add(new DesignPythonItem(
                    designSingleItem.getType(),
                    designSingleItem.getPath(),
                    designSingleItem.getColor(),
                    resolveDesignSinglePrint(designSingleItem.getPrintObject(), designSingleItem.getPath()),
                    "none",
                    //  todo businessId 待确认
                    designSingleItem.getId(),
                    pythonTAllInfoService.getImageIdByPath(designSingleItem.getPath())));
        });


        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);
//        if(StringUtils.isEmpty(printObject.getPath())){
//            print.setPrint_path_list(new ArrayList<>());
//        }else {
//            print.setPrint_path_list(Collections.singletonList(printObject.getPath()));
//        }
//        if (StringUtils.isEmpty(clothesPath)
//                || "none".equals(clothesPath)
//                || CollectionUtils.isEmpty(printObject.getPrints())) {
//            return print;
//        }
        //图片宽 高
//        FileVO fileVO = FileUtil.getFileSize(FileUtil.getOriginFile(clothesPath));
       /* List<List<Float>> locations = printObject.getLocation();
        locations.forEach(location -> {
            location.set(0, location.get(0) * fileVO.getWidth());
            location.set(1, location.get(1) * fileVO.getHigh());
        });*/

        List<List<Double>> location = new ArrayList<>(printObject.getPrints().size());
        List<Double> scale = new ArrayList<>(printObject.getPrints().size());
        List<Double> angle = new ArrayList<>(printObject.getPrints().size());
        ArrayList<String> paths = new ArrayList<>(printObject.getPrints().size());

        // 设置印花的位置、大小、旋转角度
        List<DesignSinglePrint> prints = printObject.getPrints();
        prints.forEach(p -> {
            if (printObject.getIfSingle().equals(Boolean.FALSE)){
                scale.add(p.getScale());
                paths.add(p.getPath());
            }else {
                p.getLocation().set(0,p.getLocation().get(0));
                p.getLocation().set(1,p.getLocation().get(1));
                Integer priority = p.getPriority();
                location.add(priority - 1, p.getLocation());
                scale.add(priority - 1,p.getScale());
                angle.add(priority - 1,p.getAngle());
                paths.add(priority - 1,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 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));
        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);

        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();
        DesignPythonItem dress = new DesignPythonItem();
        dress.setType(SysFileLevel2TypeEnum.DRESS.getRealName());
        dress.setColor("none");
        dress.setIcon("none");
        dress.setPrint(new DesignPythonItemPrint("none",
                CollectionLevel1TypeEnum.PRINT_BOARD.getRealName(), 0.3f, Boolean.FALSE));
        dress.setPath("https://www.aida.com.hk/download/sys/images/blouse/blouse_p5_817.jpg");
        response.add(dress);

        DesignPythonItem skirt = new DesignPythonItem();
        skirt.setType(SysFileLevel2TypeEnum.SKIRT.getRealName());
        skirt.setColor("none");
        skirt.setIcon("none");
        skirt.setPrint(new DesignPythonItemPrint("none",
                CollectionLevel1TypeEnum.PRINT_BOARD.getRealName(), 0.3f, Boolean.FALSE));
        skirt.setPath("https://www.aida.com.hk/download/sys/images/trousers/trousers_974.jpg");
        response.add(skirt);

        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("http://18.167.251.121:9991/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()));
            String responseBody = response.body().string();
            JSONObject responseObject =  JSON.parseObject(responseBody);
            return responseObject;
        } 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 (response.isSuccessful()) {
            try {
                String responseBody = response.body().string();
                JSONObject responseObject =  JSON.parseObject(responseBody);
                return responseObject;
            }catch (IOException e) {
                throw new RuntimeException(e);
            }
        }
        log.info("PythonService##design异常jsonObject###{}", jsonObject);
        //生成失败
        throw new BusinessException("generate design exception!");
    }



    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+":2828/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 List<String> generateSketchOrPrint(Long userId,String url,String category, String text, int mode, String modelName) {
        //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");
        Map<String, Object> content = Maps.newHashMap();
        content.put("user_id", userId);
        content.put("image_url", url);
        content.put("category", category);
        content.put("mode",mode);
        content.put("str", text);
        content.put("version",modelName);
        RequestBody body = RequestBody.create(mediaType, JSON.toJSONString(content,SerializerFeature.WriteMapNullValue));
        Request request = new Request.Builder()
//                .url(accessPythonIp + ":2828/aida/diffusion")
//                .url("http://18.167.251.121:9992")
                .url("http://18.167.251.121:9991/api/diffusion")
                .method("POST", body)
                .addHeader("Authorization", "Basic YWlkbGFiOjEyMw==")
                .addHeader("Content-Type", "application/json")
                .build();
        Response response = null;
        String bodyString = null;
        try {
            log.info("generateSketchOrPrint请求入参content###{}", JSON.toJSONString(content,SerializerFeature.WriteMapNullValue));
            response = client.newCall(request).execute();
            bodyString = response.body().string();
//            bodyString = "{\n" +
//                    "    \"code\": 200,\n" +
//                    "    \"data\": {\n" +
//                    "        \"list\": [\n" +
//                    "            \"aida-users/12/print_1695088687_0.png\"\n" +
//                    "        ]\n" +
//                    "    },\n" +
//                    "    \"msg\": \"OK!\"\n" +
//                    "}";
        } catch (IOException ioException) {
            log.error("PythonService##generateSketchOrPrint异常###{}", ExceptionUtil.getThrowableList(ioException));
        }
        //去除限流
        AccessLimitUtils.validateOut("generateSketchOrPrint");
        // 生成失败
        if (Objects.isNull(response) || StringUtil.isNullOrEmpty(bodyString)) {
            log.error("PythonService##generateSketchOrPrint异常###{}", "response or body is empty!");
            throw new BusinessException("generate exception!");
        }
        JSONObject jsonObject = JSON.parseObject(bodyString);
        Boolean result = JSON.parseObject(JSON.toJSONString(response)).getBoolean("successful");
//        Boolean result = Boolean.TRUE;
        if (result && jsonObject.get("code").equals(200)) {
            return setGenerateImageList(jsonObject.getJSONObject("data"));
        }
        log.info("generateSketchOrPrintPrint失败###{}", jsonObject);
        //生成失败
        throw new BusinessException("Generate Exception! Code : " + jsonObject.get("code"));
    }

    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("http://18.167.251.121" + ":" + 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");
            // todo 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;
    }

    public String composeLayers(List<OutfitDetailPythonItem> layersDetail) throws IOException {
        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, "9991/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("generate exception!");
        }else {
            bodyString = response.body().string();
        }
        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("composeLayers Exception!");
    }

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