diff --git a/src/main/java/com/ai/da/common/RabbitMQ/MQConfig.java b/src/main/java/com/ai/da/common/RabbitMQ/MQConfig.java
index 337f12dd..5442ae06 100644
--- a/src/main/java/com/ai/da/common/RabbitMQ/MQConfig.java
+++ b/src/main/java/com/ai/da/common/RabbitMQ/MQConfig.java
@@ -24,10 +24,13 @@ public class MQConfig {
     public static final String SR_RESULT_QUEUE = "SuperResolution-prod";
 //
 //    public static final String GENERATE_RESULT_QUEUE = "GenerateImage-local";
+//    public static final String GENERATE_RESULT_QUEUE = "GenerateImage-dev";
     public static final String GENERATE_RESULT_QUEUE = "GenerateImage-prod";
 
+//    public static final String TO_PRODUCT_IMAGE_RESULT_QUEUE = "ToProductImage-dev";
     public static final String TO_PRODUCT_IMAGE_RESULT_QUEUE = "ToProductImage-prod";
 
+//    public static final String RELIGHT_RESULT_QUEUE = "Relight-dev";
     public static final String RELIGHT_RESULT_QUEUE = "Relight-prod";
     public MQConfig() {
     }
diff --git a/src/main/java/com/ai/da/common/task/AccountTask.java b/src/main/java/com/ai/da/common/task/AccountTask.java
index b2e0df65..c486f60f 100644
--- a/src/main/java/com/ai/da/common/task/AccountTask.java
+++ b/src/main/java/com/ai/da/common/task/AccountTask.java
@@ -31,20 +31,20 @@ public class AccountTask {
     }
 
     // 每天凌晨0点执行一次
-//    @Scheduled(cron = "0 0 0 * * ?")
+    @Scheduled(cron = "0 0 0 * * ?")
     public void cancelActivityBenefits(){
         // 1、查询当前所有参与了活动且过期的用户
         List<Account> accountList = accountService.getExpiredUserBySystemUser(4);
 
         // 2、将到期用户置为游客
         for(Account account : accountList){
-            log.info("参与活动的用户到期，置为游客");
+            log.info("参与活动的用户{} : {} 于 {} 账号有效期到期，置为游客",account.getId(),account.getUserEmail(),account.getValidEndTime());
             accountService.toVisitor(account);
         }
     }
 
     // 每天检测正式用户到期情况，每天凌晨0点执行
-//    @Scheduled(cron = "0 0 0 * * ?")
+    @Scheduled(cron = "0 0 0 * * ?")
     public void paidUserToVisitor(){
         // 1、查询当前已过期正式用户或试用用户
         List<Account> accountList = accountService.getExpiredUserBySystemUser(1);
@@ -53,7 +53,7 @@ public class AccountTask {
 
         // 2、将到期用户置为游客
         for(Account account : accountList){
-            log.info("用户有效期到期，置为游客");
+            log.info("用户{} : {} 于 {}账号有效期到期，置为游客", account.getId(), account.getUserEmail(),account.getValidEndTime());
             accountService.toVisitor(account);
         }
     }
diff --git a/src/main/java/com/ai/da/common/utils/RedisUtil.java b/src/main/java/com/ai/da/common/utils/RedisUtil.java
index d6e5c100..66ba1ab3 100644
--- a/src/main/java/com/ai/da/common/utils/RedisUtil.java
+++ b/src/main/java/com/ai/da/common/utils/RedisUtil.java
@@ -7,10 +7,7 @@ import org.springframework.stereotype.Component;
 import org.springframework.util.CollectionUtils;
 
 import javax.annotation.Resource;
-import java.util.ArrayList;
-import java.util.List;
-import java.util.Map;
-import java.util.Set;
+import java.util.*;
 import java.util.concurrent.TimeUnit;
 import java.util.stream.Collectors;
 
@@ -154,6 +151,8 @@ public class RedisUtil {
         return redisTemplate.keys(key);
     }
 
+    public Long getSize(String key){return redisTemplate.opsForSet().size(key);}
+
     public List<String> getMultiValue(Set<String> keys){
         return redisTemplate.opsForValue().multiGet(keys);
     }
@@ -216,6 +215,19 @@ public class RedisUtil {
         return redisTemplate.opsForValue().increment(key, 0);
     }
 
+    public Long getViewCount(String key) {
+        Object value = redisTemplate.opsForValue().get(key);
+        if (value instanceof Integer) {
+            return Long.valueOf((Integer) value);
+        } else if (value instanceof Long) {
+            return (Long) value;
+        } else if (value instanceof String) {
+            return Long.valueOf((String) value);
+        } else {
+            throw new IllegalArgumentException("Unexpected value type");
+        }
+    }
+
     public final static String PERSONAL_HOMEPAGE_VIEW_KEY = "PersonalHomepage:view:";
 
     public void increasePersonalHomepageViewCount(Long accountId) {
diff --git a/src/main/java/com/ai/da/controller/SavedCollectionController.java b/src/main/java/com/ai/da/controller/SavedCollectionController.java
index 228646dc..76addf89 100644
--- a/src/main/java/com/ai/da/controller/SavedCollectionController.java
+++ b/src/main/java/com/ai/da/controller/SavedCollectionController.java
@@ -104,9 +104,9 @@ public class SavedCollectionController {
         }
         List<Long> groupIds = page.getRecords().stream().map(UserLikeGroup::getId).collect(Collectors.toList());
         List<UserLikeVO> groupDetails = userLikeService.getGroupDetails(groupIds);
-        if (CollectionUtils.isEmpty(groupDetails)) {
-            throw new BusinessException("groupDetails.not.found");
-        }
+//        if (CollectionUtils.isEmpty(groupDetails)) {
+//            throw new BusinessException("groupDetails.not.found");
+//        }
         Map<Long, List<UserLikeVO>> groupDetailMap = groupDetails.stream()
                 .collect(Collectors.groupingBy(UserLikeVO::getUserLikeGroupId));
 
@@ -117,13 +117,17 @@ public class SavedCollectionController {
                 userLikeGroupVO.setUpdateDate(group.getUpdateDate().getTime());
                 userLikeGroupVO.setAuthor(account.getUserName());
                 //count 和detail
-                List<UserLikeVO> details = groupDetailMap.get(group.getId());
-                for (UserLikeVO detail : details) {
-                    TDesignPythonOutfit tDesignPythonOutfit = designPythonOutfitMapper.selectById(detail.getDesignOutfitId());
-                    detail.setUrl(minioUtil.getPreSignedUrl(tDesignPythonOutfit.getDesignUrl(), 24 * 60));
+                if (groupDetailMap.keySet().contains(group.getId())) {
+                    List<UserLikeVO> details = groupDetailMap.get(group.getId());
+                    for (UserLikeVO detail : details) {
+                        TDesignPythonOutfit tDesignPythonOutfit = designPythonOutfitMapper.selectById(detail.getDesignOutfitId());
+                        detail.setUrl(minioUtil.getPreSignedUrl(tDesignPythonOutfit.getDesignUrl(), 24 * 60));
+                    }
+                    userLikeGroupVO.setGroupDetails(details);
+                    userLikeGroupVO.setSketchCount(CollectionUtils.isEmpty(details) ? 0 : details.size());
+                }else {
+                    userLikeGroupVO.setSketchCount(0);
                 }
-                userLikeGroupVO.setGroupDetails(details);
-                userLikeGroupVO.setSketchCount(CollectionUtils.isEmpty(details) ? 0 : details.size());
                 if (userLikeGroupVO.getOriginal() == 0) {
                     userLikeGroupVO.setOriginalAccountName(accountService.getById(userLikeGroupVO.getOriginalAccountId()).getUserName());
                     Portfolio byId = portfolioService.getByIdAll(userLikeGroupVO.getOriginalPortfolioId());
diff --git a/src/main/java/com/ai/da/mapper/secondary/AttributeRetrievalMapper.java b/src/main/java/com/ai/da/mapper/secondary/AttributeRetrievalMapper.java
index 1c3be31b..772d63df 100644
--- a/src/main/java/com/ai/da/mapper/secondary/AttributeRetrievalMapper.java
+++ b/src/main/java/com/ai/da/mapper/secondary/AttributeRetrievalMapper.java
@@ -17,11 +17,11 @@ import java.util.List;
 public interface AttributeRetrievalMapper {
 
 
-    List<AttributeRetrieval> getSystemSketchPool(@Param("attributeRetrievalAttrDict") AttributeRetrieval attributeRetrievalAttrDict, @Param("tableName") String tableName, @Param("poolNum") int poolNum, @Param("style") String style);
+    List<AttributeRetrieval> getSystemSketchPool(@Param("attributeRetrievalAttrDict") AttributeRetrieval attributeRetrievalAttrDict, @Param("tableName") String tableName, @Param("poolNum") int poolNum, @Param("style") String style, @Param("isFemaleTable") boolean isFemaleTable);
 
-    AttributeRetrieval getSystemRandom(String tableName, String style);
+    AttributeRetrieval getSystemRandom(String tableName, String style, boolean isFemaleTable);
 
-    List<AttributeRetrieval> getSystemSketchPoolBySameCategory(AttributeRetrieval attributeRetrievalAttrDict, String tableName, String style);
+    List<AttributeRetrieval> getSystemSketchPoolBySameCategory(AttributeRetrieval attributeRetrievalAttrDict, String tableName, String style, boolean isFemaleTable);
 
     Long getIdByFileName(String fileName, String tableName);
 
diff --git a/src/main/java/com/ai/da/python/PythonService.java b/src/main/java/com/ai/da/python/PythonService.java
index fd702db0..e6f29713 100644
--- a/src/main/java/com/ai/da/python/PythonService.java
+++ b/src/main/java/com/ai/da/python/PythonService.java
@@ -642,14 +642,22 @@ public class PythonService {
         AttributeRetrieval attributeRetrievalAttrDict = toAttrDict(attrDictJSON);
         String tableName;
         tableName = getTableName(modelSex, styleCategory);
-        List<AttributeRetrieval> attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum, style);
+        boolean isFemaleTable = false;
+        if (tableName.contains("female")) {
+            isFemaleTable = true;
+        }
+        List<AttributeRetrieval> attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum, style, isFemaleTable);
         if (CollectionUtil.isEmpty(attributeRetrievalList) || attributeRetrievalList.size() < poolNum) {
             attributeRetrievalAttrDict.setDesign(null);
-            attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum, style);
+            attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum, style, isFemaleTable);
         }
         if (CollectionUtil.isEmpty(attributeRetrievalList) || attributeRetrievalList.size() < poolNum) {
             attributeRetrievalAttrDict.setSilhouette(null);
-            attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum, style);
+            attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum, style, isFemaleTable);
+        }
+        if (CollectionUtil.isEmpty(attributeRetrievalList) || attributeRetrievalList.size() < poolNum) {
+            style = null;
+            attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPool(attributeRetrievalAttrDict, tableName, poolNum, style, isFemaleTable);
         }
         return toColoectionElementList(attributeRetrievalList, styleCategory, modelSex);
     }
@@ -668,7 +676,10 @@ public class PythonService {
         AttributeRetrieval attributeRetrievalAttrDict = toAttrDict(attrDictJSON);
         String tableName;
         tableName = getTableName(modelSex, styleCategory);
-
+        boolean isFemaleTable = false;
+        if (tableName.contains("female")) {
+            isFemaleTable = true;
+        }
         // 存储非空字段的列表
         List<String> nonNullFields = new ArrayList<>();
         if (attributeRetrievalAttrDict.getType() != null) {
@@ -710,7 +721,7 @@ public class PythonService {
             }
         }
 
-        List<AttributeRetrieval> attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPoolBySameCategory(attributeRetrievalAttrDict, tableName, style);
+        List<AttributeRetrieval> attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPoolBySameCategory(attributeRetrievalAttrDict, tableName, style, isFemaleTable);
         if (CollectionUtil.isEmpty(attributeRetrievalList)) {
             System.out.println(attributeRetrievalAttrDict);
             System.out.println(tableName);
@@ -718,12 +729,13 @@ public class PythonService {
                 attributeRetrievalAttrDict.setType(null);
                 attributeRetrievalAttrDict.setOpeningType(null);
                 attributeRetrievalAttrDict.setSubtype(null);
-                attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPoolBySameCategory(attributeRetrievalAttrDict, tableName, style);
-            }else {
-                attributeRetrievalAttrDict.setType(null);
-                attributeRetrievalAttrDict.setOpeningType(null);
-                attributeRetrievalAttrDict.setSubtype(null);
-                attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPoolBySameCategory(attributeRetrievalAttrDict, tableName, style);
+                attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPoolBySameCategory(attributeRetrievalAttrDict, tableName, style, isFemaleTable);
+            }
+
+            if (CollectionUtil.isEmpty(attributeRetrievalList)) {
+                style = null;
+                attributeRetrievalList = attributeRetrievalMapper.getSystemSketchPoolBySameCategory(attributeRetrievalAttrDict, tableName, style, isFemaleTable);
+
             }
         }
         return toColoectionElementList(attributeRetrievalList, styleCategory, modelSex);
@@ -944,7 +956,11 @@ public class PythonService {
             Integer randomNum = RandomsUtil.randomSysFile(dressings.size());
             String category = dressings.get(randomNum).getStyleCategory();
             String tableName = getTableName(validateElementVO.getModelSex(), category);
-            AttributeRetrieval attributeRetrieval = attributeRetrievalMapper.getSystemRandom(tableName, validateElementVO.getStyle());
+            boolean isFemaleTable = false;
+            if (tableName.contains("female")) {
+                isFemaleTable = true;
+            }
+            AttributeRetrieval attributeRetrieval = attributeRetrievalMapper.getSystemRandom(tableName, validateElementVO.getStyle(), isFemaleTable);
             CollectionElement collectionElement = toCollectionElement(attributeRetrieval, category, validateElementVO.getModelSex());
             return coverSketchToDesignPythonItem(null, collectionElement, validateElementVO);
         }
@@ -984,7 +1000,11 @@ public class PythonService {
         Integer randomNum = RandomsUtil.randomSysFile(dressings.size());
         String category = dressings.get(randomNum).getStyleCategory();
         String tableName = getTableName(validateElementVO.getModelSex(), category);
-        AttributeRetrieval attributeRetrieval = attributeRetrievalMapper.getSystemRandom(tableName, validateElementVO.getStyle());
+        boolean isFemaleTable = false;
+        if (tableName.contains("female")) {
+            isFemaleTable = true;
+        }
+        AttributeRetrieval attributeRetrieval = attributeRetrievalMapper.getSystemRandom(tableName, validateElementVO.getStyle(), isFemaleTable);
         CollectionElement collectionElement = toCollectionElement(attributeRetrieval, category, validateElementVO.getModelSex());
         return coverSketchToDesignPythonItem(null, collectionElement, validateElementVO);
     }
diff --git a/src/main/java/com/ai/da/service/impl/AccountServiceImpl.java b/src/main/java/com/ai/da/service/impl/AccountServiceImpl.java
index 74f2dc33..6a82b081 100644
--- a/src/main/java/com/ai/da/service/impl/AccountServiceImpl.java
+++ b/src/main/java/com/ai/da/service/impl/AccountServiceImpl.java
@@ -322,19 +322,16 @@ public class AccountServiceImpl extends ServiceImpl<AccountMapper, Account> impl
         QueryWrapper<Account> queryWrapper = new QueryWrapper<>();
         queryWrapper.eq("BINARY user_email", email);
         List<Account> accountList = accountMapper.selectList(queryWrapper);
-        log.info(accountList.toString());
         if (CollectionUtil.isEmpty(accountList)) {
             throw new BusinessException("email.does.not.exist", ResultEnum.PROMPT.getCode());
         }
         return accountList.get(0);
     }
 
-    // 忽略大小写
-    private Account getAccountByEmail(String email) {
+    private Account getByEmailIgnoreCase(String email) {
         QueryWrapper<Account> queryWrapper = new QueryWrapper<>();
         queryWrapper.eq("user_email", email);
         List<Account> accountList = accountMapper.selectList(queryWrapper);
-        log.info(accountList.toString());
         if (CollectionUtil.isEmpty(accountList)) {
             throw new BusinessException("email.does.not.exist", ResultEnum.PROMPT.getCode());
         }
@@ -1134,7 +1131,7 @@ public class AccountServiceImpl extends ServiceImpl<AccountMapper, Account> impl
                     Boolean flag = Boolean.FALSE;
                     try {
                         // 不是新用户 直接延长使用期限
-                        userInfo = getAccountByEmail(email);
+                        userInfo = getByEmailIgnoreCase(email);
                     } catch (BusinessException e) {
                         // 通过邮箱找不到用户 说明是新用户 => 创建用户
                         flag = Boolean.TRUE;
diff --git a/src/main/java/com/ai/da/service/impl/DesignServiceImpl.java b/src/main/java/com/ai/da/service/impl/DesignServiceImpl.java
index 40d1fa13..2e2d4e15 100644
--- a/src/main/java/com/ai/da/service/impl/DesignServiceImpl.java
+++ b/src/main/java/com/ai/da/service/impl/DesignServiceImpl.java
@@ -813,9 +813,9 @@ public class DesignServiceImpl extends ServiceImpl<DesignMapper, Design> impleme
 //                return new DesignLikeVO();
 //            }
             List<CollectionElement> oldElements = collectionElementService.getByCollectionId(userLikeGroup.getCollectionId());
-            if (CollectionUtil.isEmpty(oldElements)) {
-                throw new BusinessException("old.elements.not.found");
-            }
+//            if (CollectionUtil.isEmpty(oldElements)) {
+//                throw new BusinessException("old.elements.not.found");
+//            }
             List<DesignItemDetail> designItemDetails = designItemDetailService.selectByDesignItemId(designLikeDTO.getDesignItemId());
             if (CollectionUtil.isEmpty(designItemDetails)) {
                 throw new BusinessException("new.designItemDetails.not.found");
@@ -867,8 +867,11 @@ public class DesignServiceImpl extends ServiceImpl<DesignMapper, Design> impleme
         if (CollectionUtils.isEmpty(hasCollections)) {
             return null;
         }
-        List<Long> oldIds = oldElements.stream().map(CollectionElement::getId).collect(Collectors.toList());
         List<Long> elementIds = hasCollections.stream().map(DesignItemDetail::getCollectionElementId).collect(Collectors.toList());
+        if (CollectionUtils.isEmpty(oldElements)) {
+            return elementIds;
+        }
+        List<Long> oldIds = oldElements.stream().map(CollectionElement::getId).collect(Collectors.toList());
         //本次新增collection个数
         List<Long> adds = elementIds.stream().filter(id -> !oldIds.contains(id)).collect(Collectors.toList());
         if (CollectionUtils.isEmpty(adds)) {
@@ -934,7 +937,7 @@ public class DesignServiceImpl extends ServiceImpl<DesignMapper, Design> impleme
         List<UserLikeVO> userLikeVOS = userLikeService.getGroupDetail(userLike.getUserLikeGroupId());
         if (CollectionUtils.isEmpty(userLikeVOS)) {
             //group 下面没有元素时候 直接删除
-            userLikeGroupService.removeById(userLike.getUserLikeGroupId());
+//            userLikeGroupService.removeById(userLike.getUserLikeGroupId());
         }
         return Boolean.TRUE;
     }
diff --git a/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java b/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java
index 04948a34..b59a7479 100644
--- a/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java
+++ b/src/main/java/com/ai/da/service/impl/PortfolioServiceImpl.java
@@ -23,6 +23,7 @@ import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
 import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
 import com.google.common.base.Function;
 import io.netty.util.internal.StringUtil;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
 import org.springframework.util.CollectionUtils;
@@ -35,6 +36,7 @@ import java.time.LocalDateTime;
 import java.util.*;
 import java.util.stream.Collectors;
 
+@Slf4j
 @Service
 public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio> implements PortfolioService {
 
@@ -76,6 +78,7 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
     @Resource
     private DesignItemDetailPrintMapper designItemDetailPrintMapper;
 
+
     @Resource
     private MinioUtil minioUtil;
 
@@ -436,8 +439,31 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
                 return PageBaseResponse.success(new Page<>());
             }
         }
+        List<Portfolio> topThree = new ArrayList<>();
+
+        if (query.getPage() == 1 &&
+                (query.getGetMyPortfolio() != 1 || query.getGetLikePortfolio() != 1)) {
+            List<Long> topThreeLike = getTopThreeLikeFromRedis(RedisUtil.PORTFOLIO_LIKE_KEY);
+            log.info("top three like 的作品集的id : {}", topThreeLike);
+            List<Long> topThreeView = getTopThreeViewFromRedis(RedisUtil.PORTFOLIO_VIEW_KEY);
+            log.info("top three view 的作品集的id : {}", topThreeView);
+            QueryWrapper<Portfolio> queryLike = new QueryWrapper<>();
+            queryLike.in("id", topThreeLike);
+            QueryWrapper<Portfolio> queryView = new QueryWrapper<>();
+            queryView.in("id", topThreeView);
+            List<Portfolio> topThreeLikePortfolio = baseMapper.selectList(queryLike);
+            List<Portfolio> topThreeViewPortfolio = baseMapper.selectList(queryView);
+            topThree.addAll(topThreeLikePortfolio);
+            topThree.addAll(topThreeViewPortfolio);
+        }
+
         qw.lambda().orderByDesc(Portfolio::getUpdateDate);
         IPage<Portfolio> page = portfolioMapper.selectPage(new Page<>(query.getPage(), query.getSize()), qw);
+        if (!topThree.isEmpty()) {
+            List<Portfolio> records = page.getRecords();
+            records.addAll(0, topThree);
+            page.setRecords(records);
+        }
         IPage<PortfolioVO> convert = page.convert((Function<Portfolio, PortfolioVO>) portfolio -> {
             if (portfolio != null) {
                 PortfolioVO vo = CopyUtil.copyObject(portfolio, PortfolioVO.class);
@@ -670,8 +696,8 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
                 Long designItemDetailIdNew = designItemDetailOld.getId();
                 QueryWrapper<DesignItemDetailPrint> designItemDetailPrintQueryWrapper = new QueryWrapper<>();
                 designItemDetailPrintQueryWrapper.lambda().eq(DesignItemDetailPrint::getDesignItemDetailId, designItemDetailIdOld);
-                DesignItemDetailPrint designItemDetailPrint = designItemDetailPrintMapper.selectOne(designItemDetailPrintQueryWrapper);
-                if (Objects.nonNull(designItemDetailPrint)) {
+                List<DesignItemDetailPrint> designItemDetailPrintList = designItemDetailPrintMapper.selectList(designItemDetailPrintQueryWrapper);
+                for (DesignItemDetailPrint designItemDetailPrint : designItemDetailPrintList) {
                     designItemDetailPrint.setId(null);
                     designItemDetailPrint.setDesignItemDetailId(designItemDetailIdNew);
                     designItemDetailPrintMapper.insert(designItemDetailPrint);
@@ -960,6 +986,65 @@ public class PortfolioServiceImpl extends ServiceImpl<PortfolioMapper, Portfolio
         return resultList;
     }
 
+    private List<Long> getTopThreeLikeFromRedis(String prefix) {
+        // 获取所有与 PORTFOLIO_LIKE_KEY 相关的 keys
+        Set<String> keys = redisUtil.getKeysFromString(prefix + "*");
+
+        List<Map.Entry<String, Long>> portfolioSizes = new ArrayList<>();
+
+        if (keys != null) {
+            for (String key : keys) {
+                // 获取 Set 的 size
+                Long size = redisUtil.getSize(key);
+                // 保存 key 和 size
+                portfolioSizes.add(new AbstractMap.SimpleEntry<>(key, size));
+            }
+            // 按 size 倒序排序
+            portfolioSizes.sort((e1, e2) -> e2.getValue().compareTo(e1.getValue()));
+            // 获取 size 最大的前三个
+            List<Long> top3PortfolioIds = portfolioSizes.stream()
+                    .limit(3)
+                    .map(Map.Entry::getKey)
+                    .map(key -> key.replace(prefix, "")) // 去掉前缀，获取 portfolioId
+                    .map(Long::valueOf)
+                    .collect(Collectors.toList());
+            // 输出 top3PortfolioIds
+            top3PortfolioIds.forEach(System.out::println);
+            return top3PortfolioIds;
+        }
+        return null;
+    }
+
+    private List<Long> getTopThreeViewFromRedis(String prefix) {
+        // Step 1: Get all keys with the specific prefix
+        Set<String> keys = redisUtil.getKeysFromString(prefix + "*");
+// Step 2: Create a map to store portfolioId and its corresponding value
+        Map<Long, Long> portfolioViews = new HashMap<>();
+        if (keys != null) {
+            for (String key : keys) {
+                // Get the value associated with the key
+                Long value = redisUtil.getViewCount(key);
+                if (!Objects.isNull(value)) {
+                    // Extract the portfolioId from the key (assuming the key structure is consistent)
+                    Long portfolioId = Long.valueOf(key.replace(prefix, ""));
+                    portfolioViews.put(portfolioId, value);
+                }
+            }
+        }
+// Step 3: Find the top 3 portfolio IDs with the largest values
+        if (!portfolioViews.isEmpty()){
+            List<Long> top3PortfolioIds = portfolioViews.entrySet().stream()
+                    .sorted(Map.Entry.<Long, Long>comparingByValue().reversed())
+                    .limit(3)
+                    .map(Map.Entry::getKey)
+                    .collect(Collectors.toList());
+
+            System.out.println("Top 3 Portfolio IDs: " + top3PortfolioIds);
+            return top3PortfolioIds;
+        }
+        return null;
+    }
+
     public void follow(Long followeeId) {
         Long accountId = UserContext.getUserHolder().getId();
         // 1、不能关注自己
diff --git a/src/main/resources/mapper/secondary/AttributeRetrievalMapper.xml b/src/main/resources/mapper/secondary/AttributeRetrievalMapper.xml
index bcdfa819..ed6bc6a6 100644
--- a/src/main/resources/mapper/secondary/AttributeRetrievalMapper.xml
+++ b/src/main/resources/mapper/secondary/AttributeRetrievalMapper.xml
@@ -32,7 +32,9 @@
             <if test="style != null">
                 AND style = #{style}
             </if>
-
+            <if test="isFemaleTable">
+                AND deprecated = 0
+            </if>
         </trim>
         ORDER BY
         RAND()
@@ -48,7 +50,9 @@
             <if test="style != null">
                 AND style = #{style}
             </if>
-
+            <if test="isFemaleTable">
+                AND deprecated = 0
+            </if>
         </trim>
         ORDER BY
             RAND()
@@ -73,7 +77,9 @@
             <if test="style != null">
                 AND style = #{style}
             </if>
-
+            <if test="isFemaleTable">
+                AND deprecated = 0
+            </if>
         </trim>
         ORDER BY
         RAND()
diff --git a/src/main/resources/messages_zh.properties b/src/main/resources/messages_zh.properties
index 78656c87..4219585f 100644
--- a/src/main/resources/messages_zh.properties
+++ b/src/main/resources/messages_zh.properties
@@ -182,8 +182,8 @@ OVERALL=整体
 TOPS=上装
 BOTTOMS=下装
 OUTWEAR=外套
-BLOUSE=衬衫
-DRESS=长裙
+BLOUSE=上衣
+DRESS=连衣裙
 TROUSERS=裤子
 SKIRT=短裙
 FEMALE=女装
diff --git a/src/main/resources/payment.properties b/src/main/resources/payment.properties
index b42ffac7..56e5a315 100644
--- a/src/main/resources/payment.properties
+++ b/src/main/resources/payment.properties
@@ -1,12 +1,12 @@
 ##### PayPal
 
 #  developer-sandbox-xp
-paypal.client-id=ATbaebYi7-GXWRWJqwRLYMzKEbwjh4BFRqD4Y13i4lZq0rplWIM_IpPrtPKpdkAt_KrPXd6IJTwsDqa5
-paypal.client-secret=EHWWJqGmmbfjLXqCUpGrvxRYBPPtWvA3hR5ZaAyHlGSVJiHoQPS8skbNaJ9h39VObnchUbgiY2pPu__s
-paypal.receiver.email=sb-ukxfk29608925@business.example.com
-paypal.mode=sandbox
+#paypal.client-id=ATbaebYi7-GXWRWJqwRLYMzKEbwjh4BFRqD4Y13i4lZq0rplWIM_IpPrtPKpdkAt_KrPXd6IJTwsDqa5
+#paypal.client-secret=EHWWJqGmmbfjLXqCUpGrvxRYBPPtWvA3hR5ZaAyHlGSVJiHoQPS8skbNaJ9h39VObnchUbgiY2pPu__s
+#paypal.receiver.email=sb-ukxfk29608925@business.example.com
+#paypal.mode=sandbox
 # local
-paypal.webhook_id=31797347YC028794L
+#paypal.webhook_id=31797347YC028794L
 # dev
 #paypal.webhook_id=51V87014T6406322F
 
@@ -18,12 +18,11 @@ paypal.webhook_id=31797347YC028794L
 #paypal.webhook_id=1WH327112B602422N
 
 #  aida-live-kim
-#paypal.client-id=ASWSIZ3MXJU5w5VOeOHeigWcSw6iinl30ZCipruziKpHclxP0ryf8-7VKG1Ba2VwZwa2DMvGEzTfCTgz
-#paypal.client-secret=EHQg_K5PSqmp4FJlzEcOEH_kFkmq4aBzaI7jridw53L6cOQRULBAnfv2KakRfrsqaU1PDSkO4Co9Vyxc
-#paypal.receiver.email=kimwong@code-create.com.hk
-#paypal.mode=live
-#paypal.webhook_id=41L14847MC833625B
-#paypal.webhook_id=1D107312EX592781K
+paypal.client-id=ASWSIZ3MXJU5w5VOeOHeigWcSw6iinl30ZCipruziKpHclxP0ryf8-7VKG1Ba2VwZwa2DMvGEzTfCTgz
+paypal.client-secret=EHQg_K5PSqmp4FJlzEcOEH_kFkmq4aBzaI7jridw53L6cOQRULBAnfv2KakRfrsqaU1PDSkO4Co9Vyxc
+paypal.receiver.email=kimwong@code-create.com.hk
+paypal.mode=live
+paypal.webhook_id=1D107312EX592781K
 
 ##### Stripe