diff --git a/src/main/java/com/ai/da/mapper/primary/UserLikeGroupMapper.java b/src/main/java/com/ai/da/mapper/primary/UserLikeGroupMapper.java
index bcf63b13..702e6e4d 100644
--- a/src/main/java/com/ai/da/mapper/primary/UserLikeGroupMapper.java
+++ b/src/main/java/com/ai/da/mapper/primary/UserLikeGroupMapper.java
@@ -2,8 +2,11 @@ package com.ai.da.mapper.primary;
 
 import com.ai.da.common.config.mybatis.plus.CommonMapper;
 import com.ai.da.mapper.primary.entity.UserLikeGroup;
+import com.ai.da.mapper.primary.entity.CollectionElementRelModel;
+import org.apache.ibatis.annotations.Param;
 
 import java.util.List;
+import java.util.Map;
 
 /**
  * Mapper 接口
@@ -16,4 +19,57 @@ public interface UserLikeGroupMapper extends CommonMapper<UserLikeGroup> {
     Long insertUserLikeGroup(UserLikeGroup userLikeGroup);
 
     List<UserLikeGroup> getMoreThan50UserLikeAccount();
+    
+    /**
+     * 批量查询模块内容，使用JOIN优化避免N+1查询
+     * @param userLikeGroupId 用户喜欢组ID
+     * @param projectId 项目ID
+     * @param relationTypes 关联类型列表
+     * @return 模块内容映射列表
+     */
+    List<Map<String, Object>> getModuleContentBatch(@Param("userLikeGroupId") Long userLikeGroupId,
+                                                     @Param("projectId") Long projectId,
+                                                     @Param("relationTypes") List<String> relationTypes);
+
+    /**
+     * 批量查询ToProductImageResult及相关数据
+     * @param projectId 项目ID
+     * @param resultType 结果类型
+     * @return ToProductImageResult及相关数据列表
+     */
+    List<Map<String, Object>> getToProductImageResultBatch(@Param("projectId") Long projectId,
+                                                            @Param("resultType") String resultType);
+
+    /**
+     * 批量查询UserLike及相关设计数据
+     * @param relationIds 关联ID列表
+     * @return UserLike及相关数据列表
+     */
+    List<Map<String, Object>> getUserLikeBatch(@Param("relationIds") List<Long> relationIds);
+
+    /**
+     * 批量查询ToProductElement数据
+     * @param elementIds 元素ID列表
+     * @return ToProductElement数据列表
+     */
+    List<Map<String, Object>> getToProductElementBatch(@Param("elementIds") List<Long> elementIds);
+
+    /**
+     * 批量查询TDesignPythonOutfit数据
+     * @param outfitIds 服装ID列表
+     * @return TDesignPythonOutfit数据列表
+     */
+    List<Map<String, Object>> getDesignPythonOutfitBatch(@Param("outfitIds") List<Long> outfitIds);
+
+    /**
+     * 批量查询ToProductImageRecord数据
+     * @param recordIds ToProductImageRecord ID列表
+     * @return 查询结果
+     */
+    List<Map<String, Object>> getToProductImageRecordBatch(@Param("recordIds") List<Long> recordIds);
+
+    /**
+     * 批量查询CollectionElementRelModel
+     */
+    List<CollectionElementRelModel> getCollectionElementRelModelBatch(@Param("collectionElementIds") List<Long> collectionElementIds);
 }
diff --git a/src/main/java/com/ai/da/service/impl/UserLikeGroupServiceImpl.java b/src/main/java/com/ai/da/service/impl/UserLikeGroupServiceImpl.java
index 45946802..6e88c6c2 100644
--- a/src/main/java/com/ai/da/service/impl/UserLikeGroupServiceImpl.java
+++ b/src/main/java/com/ai/da/service/impl/UserLikeGroupServiceImpl.java
@@ -1950,137 +1950,133 @@ public class UserLikeGroupServiceImpl extends ServiceImpl<UserLikeGroupMapper, U
                 moduleChooseVO.setSketchBoard(list);
             }else if (module.equals(Module.design.name())) {
                 DesignModuleChooseVO vo = new DesignModuleChooseVO();
-                QueryWrapper<CollectionSort> userLikeSortQueryWrapper = new QueryWrapper<>();
-                userLikeSortQueryWrapper.lambda().eq(CollectionSort::getProjectId, projectDTO.getId());
-                userLikeSortQueryWrapper.lambda().isNull(CollectionSort::getParentId);
-                userLikeSortQueryWrapper.lambda().eq(CollectionSort::getRelationType, CollectionType.DESIGN.getValue());
-                userLikeSortQueryWrapper.lambda().orderByAsc(CollectionSort::getSort);
-                List<CollectionSort> userLikeSortList = collectionSortMapper.selectList(userLikeSortQueryWrapper);
 
-                if (CollectionUtils.isEmpty(userLikeSortList)) {
+                // 使用批量查询获取design模块的所有数据
+                List<String> relationTypes = Arrays.asList(
+                        CollectionType.DESIGN.getValue(),
+                        CollectionType.TO_PRODUCT_IMAGE.getValue(),
+                        CollectionType.RELIGHT.getValue(),
+                        CollectionType.POSE_TRANSFORM.getValue()
+                );
+
+                List<Map<String, Object>> moduleContentList = userLikeGroupMapper.getModuleContentBatch(
+                        null, projectDTO.getId(), relationTypes);
+
+                if (CollectionUtils.isEmpty(moduleContentList)) {
                     moduleChooseVO.setDesign(vo);
-                }else {
+                } else {
+                    // 按parent_id分组处理数据
+                    Map<Long, List<Map<String, Object>>> groupedByParent = moduleContentList.stream()
+                            .collect(Collectors.groupingBy(item -> {
+                                Object parentId = item.get("parent_id");
+                                return parentId == null ? 0L : ((Number) parentId).longValue();
+                            }));
+
                     List<AllCollectionVO> list = new ArrayList<>();
 
-                    for (CollectionSort collectionSort : userLikeSortList) {
-                        UserLike userLike = userLikeMapper.selectById(collectionSort.getRelationId());
-                        UserLikeVO o = CopyUtil.copyObject(userLike, UserLikeVO.class);
-                        TDesignPythonOutfit tDesignPythonOutfit1 = designPythonOutfitMapper.selectById(o.getDesignOutfitId());
-                        o.setUrl(tDesignPythonOutfit1.getDesignUrl());
-                        if (o.getUrl().contains("/")) {
-                            int index = o.getUrl().lastIndexOf("/");
-                            o.setPictureName(o.getUrl().substring(index + 1));
-                        }
-                        o.setDesignOutfitUrl(getMinioUrl(o.getUrl()));
-                        QueryWrapper<TDesignPythonOutfit> qw = new QueryWrapper<>();
-                        qw.lambda().eq(TDesignPythonOutfit::getDesignItemId, o.getDesignItemId());
-                        List<TDesignPythonOutfit> tDesignPythonOutfits = designPythonOutfitMapper.selectList(qw);
-                        if (CollectionUtil.isNotEmpty(tDesignPythonOutfits)) {
-                            TDesignPythonOutfit tDesignPythonOutfit = tDesignPythonOutfits.get(0);
-                            o.setDesignOutfitId(tDesignPythonOutfit.getId());
-                        }
-
-                        o.setSort(collectionSort.getSort());
-                        o.setUserLikeSortId(collectionSort.getId());
-                        o.setRelationType(collectionSort.getRelationType());
-                        o.setCollectionType(CollectionType.DESIGN.getValue());
-                        o.setResultType(CollectionType.DESIGN.getValue());
-                        QueryWrapper<CollectionSort> childCollectionQw = new QueryWrapper<>();
-                        childCollectionQw.lambda().eq(CollectionSort::getParentId, collectionSort.getId());
-                        childCollectionQw.lambda().orderByAsc(CollectionSort::getSort);
-                        List<CollectionSort> childSortList = collectionSortMapper.selectList(childCollectionQw);
-                        List<AllCollectionVO> childList = new ArrayList<>();
-                        for (CollectionSort userLikeSort : childSortList) {
-                            if (userLikeSort.getRelationType().equals(CollectionType.TO_PRODUCT_IMAGE.getValue())) {
-                                ToProductImageResult toProductImageResult = toProductImageResultMapper.selectById(userLikeSort.getRelationId());
-                                if (isGenerateTaskFailed(toProductImageResult.getStatus(), toProductImageResult.getCreateTime())){
-                                    continue;
-                                }
-                                toProductImageResult.setUrl(getMinioUrl(toProductImageResult.getUrl()));
-                                ToProductImageResultVO toProductImageResultVO = CopyUtil.copyObject(toProductImageResult, ToProductImageResultVO.class);
-
-                                ToProductImageRecord toProductImageRecord = toProductImageRecordMapper.selectById(toProductImageResult.getToProductImageRecordId());
-                                if (Objects.isNull(toProductImageRecord)) {
-                                    log.warn("toProductRecord不存在，projectId:{}, toProductImageResultId:{}", projectDTO.getId(), toProductImageResult.getId());
-                                    continue;
-                                }
-                                toProductImageResultVO.setPrompt(toProductImageRecord.getPrompt());
-
-                                if (toProductImageResultVO.getElementType().equals("ProductElement")) {
-                                    ToProductElement toProductElement = toProductElementMapper.selectById(toProductImageResultVO.getElementId());
-                                    toProductImageResultVO.setSourceUrl(getMinioUrl(toProductElement.getUrl()));
-                                }else if ((toProductImageResultVO.getElementType().equals("DesignOutfit"))) {
-                                    TDesignPythonOutfit tDesignPythonOutfit = designPythonOutfitMapper.selectById(toProductImageResultVO.getElementId());
-                                    toProductImageResultVO.setSourceUrl(getMinioUrl(tDesignPythonOutfit.getDesignUrl()));
-                                }else {
-                                    ToProductImageResult toProductImageResult1 = toProductImageResultMapper.selectById(toProductImageResultVO.getElementId());
-                                    toProductImageResultVO.setSourceUrl(getMinioUrl(toProductImageResult1.getUrl()));
-                                }
-                                toProductImageResultVO.setCollectionType(CollectionType.TO_PRODUCT_IMAGE.getValue());
-                                toProductImageResultVO.setSort(userLikeSort.getSort());
-                                toProductImageResultVO.setUserLikeSortId(userLikeSort.getId());
-                                toProductImageResultVO.setRelationType(userLikeSort.getRelationType());
-                                toProductImageResultVO.setParentId(userLikeSort.getParentId());
-                                childList.add(toProductImageResultVO);
-                            } else if (userLikeSort.getRelationType().equals(CollectionType.RELIGHT.getValue())) {
-                                ToProductImageResult toProductImageResult = toProductImageResultMapper.selectById(userLikeSort.getRelationId());
-                                if (isGenerateTaskFailed(toProductImageResult.getStatus(), toProductImageResult.getCreateTime())){
-                                    continue;
-                                }
-                                toProductImageResult.setUrl(getMinioUrl(toProductImageResult.getUrl()));
-                                ToProductImageResultVO toProductImageResultVO = CopyUtil.copyObject(toProductImageResult, ToProductImageResultVO.class);
-
-                                ToProductImageRecord toProductImageRecord = toProductImageRecordMapper.selectById(toProductImageResult.getToProductImageRecordId());
-                                if (Objects.isNull(toProductImageRecord)) {
-                                    log.warn("toProductRecord不存在，projectId:{}, toProductImageResultId:{}", projectDTO.getId(), toProductImageResult.getId());
-                                    continue;
-                                }
-                                toProductImageResultVO.setPrompt(toProductImageRecord.getPrompt());
-
-                                if (toProductImageResultVO.getElementType().equals("ProductElement")) {
-                                    ToProductElement toProductElement = toProductElementMapper.selectById(toProductImageResultVO.getElementId());
-                                    toProductImageResultVO.setSourceUrl(getMinioUrl(toProductElement.getUrl()));
-                                }else if ((toProductImageResultVO.getElementType().equals("DesignOutfit"))) {
-                                    TDesignPythonOutfit tDesignPythonOutfit = designPythonOutfitMapper.selectById(toProductImageResultVO.getElementId());
-                                    toProductImageResultVO.setSourceUrl(getMinioUrl(tDesignPythonOutfit.getDesignUrl()));
-                                }else {
-                                    ToProductImageResult toProductImageResult1 = toProductImageResultMapper.selectById(toProductImageResultVO.getElementId());
-                                    toProductImageResultVO.setSourceUrl(getMinioUrl(toProductImageResult1.getUrl()));
-                                }
-                                toProductImageResultVO.setCollectionType(CollectionType.RELIGHT.getValue());
-                                toProductImageResultVO.setSort(userLikeSort.getSort());
-                                toProductImageResultVO.setUserLikeSortId(userLikeSort.getId());
-                                toProductImageResultVO.setRelationType(userLikeSort.getRelationType());
-                                toProductImageResultVO.setParentId(userLikeSort.getParentId());
-                                childList.add(toProductImageResultVO);
-                            } else if (userLikeSort.getRelationType().equals(CollectionType.POSE_TRANSFORM.getValue())) {
-                                PoseTransformation item = poseTransformationMapper.selectById(userLikeSort.getRelationId());
-                                if (isGenerateTaskFailed(item.getTaskStatus(), item.getCreateTime())){
-                                    continue;
-                                }
-                                PoseTransformationVO poseTransformationVO = new PoseTransformationVO();
-                                poseTransformationVO.setId(item.getId());
-                                poseTransformationVO.setTaskId(item.getUniqueId());
-                                poseTransformationVO.setProductImage(getMinioUrl(item.getProductImage()));
-                                poseTransformationVO.setGifUrl(getMinioUrl(item.getGifUrl()));
-                                poseTransformationVO.setVideoUrl(getMinioUrl(item.getVideoUrl()));
-                                poseTransformationVO.setFirstFrameUrl(getMinioUrl(item.getFirstFrameUrl()));
-                                poseTransformationVO.setIsLiked(item.getIsLiked());
-                                poseTransformationVO.setCollectionType(CollectionType.POSE_TRANSFORM.getValue());
-                                poseTransformationVO.setSort(userLikeSort.getSort());
-                                poseTransformationVO.setUserLikeSortId(userLikeSort.getId());
-                                poseTransformationVO.setRelationType(userLikeSort.getRelationType());
-                                poseTransformationVO.setResultType(CollectionType.POSE_TRANSFORM.getValue());
-                                poseTransformationVO.setParentId(userLikeSort.getParentId());
-                                poseTransformationVO.setModelName(item.getModelName());
-                                poseTransformationVO.setPoseId(item.getPoseId());
-                                poseTransformationVO.setStatus(item.getTaskStatus());
-                                childList.add(poseTransformationVO);
+                    // 处理顶级design项目（parent_id为null的）
+                    List<Map<String, Object>> topLevelDesigns = groupedByParent.get(0L);
+                    if (topLevelDesigns != null) {
+                        for (Map<String, Object> designData : topLevelDesigns) {
+                            if (!CollectionType.DESIGN.getValue().equals(designData.get("relation_type"))) {
+                                continue;
                             }
-                        }
-                        o.setChildList(childList);
 
-                        list.add(o);
+                            UserLikeVO o = new UserLikeVO();
+                            o.setId(((Number) designData.get("user_like_id")).longValue());
+                            o.setDesignItemId(((Number) designData.get("design_item_id")).longValue());
+                            o.setDesignOutfitId(((Number) designData.get("design_outfit_id")).longValue());
+
+                            String designUrl = (String) designData.get("design_url");
+                            o.setUrl(designUrl);
+                            if (designUrl != null && designUrl.contains("/")) {
+                                int index = designUrl.lastIndexOf("/");
+                                o.setPictureName(designUrl.substring(index + 1));
+                            }
+                            o.setDesignOutfitUrl(getMinioUrl(designUrl));
+
+                            o.setSort(((Number) designData.get("sort")).intValue());
+                            o.setUserLikeSortId(((Number) designData.get("sort_id")).longValue());
+                            o.setRelationType((String) designData.get("relation_type"));
+                            o.setCollectionType(CollectionType.DESIGN.getValue());
+                            o.setResultType(CollectionType.DESIGN.getValue());
+
+                            // 处理子项目
+                            List<AllCollectionVO> childList = new ArrayList<>();
+                            Long parentSortId = ((Number) designData.get("sort_id")).longValue();
+                            List<Map<String, Object>> childItems = groupedByParent.get(parentSortId);
+
+                            if (childItems != null) {
+                                for (Map<String, Object> childData : childItems) {
+                                    String relationType = (String) childData.get("relation_type");
+
+                                    if (CollectionType.TO_PRODUCT_IMAGE.getValue().equals(relationType) ||
+                                            CollectionType.RELIGHT.getValue().equals(relationType)) {
+
+                                        // 检查任务状态
+                                        String status = (String) childData.get("result_status");
+                                        Object createTimeObj = childData.get("result_create_time");
+                                        LocalDateTime createTime = createTimeObj != null ?
+                                                ((java.sql.Timestamp) createTimeObj).toLocalDateTime() : null;
+                                        if (isGenerateTaskFailed(status, createTime)) {
+                                            continue;
+                                        }
+
+                                        ToProductImageResultVO toProductImageResultVO = new ToProductImageResultVO();
+                                        toProductImageResultVO.setId(((Number) childData.get("to_product_result_id")).longValue());
+                                        toProductImageResultVO.setUrl(getMinioUrl((String) childData.get("result_url")));
+                                        toProductImageResultVO.setElementType((String) childData.get("element_type"));
+                                        toProductImageResultVO.setElementId(((Number) childData.get("element_id")).longValue());
+                                        toProductImageResultVO.setPrompt((String) childData.get("prompt"));
+
+                                        // 设置sourceUrl
+                                        String elementType = (String) childData.get("element_type");
+                                        if ("ProductElement".equals(elementType)) {
+                                            toProductImageResultVO.setSourceUrl(getMinioUrl((String) childData.get("element_url")));
+                                        } else if ("DesignOutfit".equals(elementType)) {
+                                            toProductImageResultVO.setSourceUrl(getMinioUrl((String) childData.get("design_url")));
+                                        }
+
+                                        toProductImageResultVO.setSort(((Number) childData.get("sort")).intValue());
+                                        toProductImageResultVO.setUserLikeSortId(((Number) childData.get("sort_id")).longValue());
+                                        toProductImageResultVO.setRelationType(relationType);
+                                        toProductImageResultVO.setParentId(((Number) childData.get("parent_id")).longValue());
+                                        childList.add(toProductImageResultVO);
+
+                                    } else if (CollectionType.POSE_TRANSFORM.getValue().equals(relationType)) {
+                                        // 检查任务状态
+                                        String status = (String) childData.get("pose_status");
+                                        Object createTimeObj = childData.get("pose_create_time");
+                                        LocalDateTime createTime = createTimeObj != null ?
+                                                ((java.sql.Timestamp) createTimeObj).toLocalDateTime() : null;
+                                        if (isGenerateTaskFailed(status, createTime)) {
+                                            continue;
+                                        }
+
+                                        PoseTransformationVO poseTransformationVO = new PoseTransformationVO();
+                                        poseTransformationVO.setId(((Number) childData.get("pose_id")).longValue());
+                                        poseTransformationVO.setTaskId((String) childData.get("pose_unique_id"));
+                                        poseTransformationVO.setProductImage(getMinioUrl((String) childData.get("pose_product_image")));
+                                        poseTransformationVO.setGifUrl(getMinioUrl((String) childData.get("pose_gif_url")));
+                                        poseTransformationVO.setVideoUrl(getMinioUrl((String) childData.get("pose_video_url")));
+                                        poseTransformationVO.setFirstFrameUrl(getMinioUrl((String) childData.get("pose_first_frame_url")));
+                                        poseTransformationVO.setIsLiked(((Number) childData.get("pose_is_liked")).byteValue());
+                                        poseTransformationVO.setCollectionType(CollectionType.POSE_TRANSFORM.getValue());
+                                        poseTransformationVO.setSort(((Number) childData.get("sort")).intValue());
+                                        poseTransformationVO.setUserLikeSortId(((Number) childData.get("sort_id")).longValue());
+                                        poseTransformationVO.setRelationType(relationType);
+                                        poseTransformationVO.setResultType(CollectionType.POSE_TRANSFORM.getValue());
+                                        poseTransformationVO.setParentId(((Number) childData.get("parent_id")).longValue());
+                                        poseTransformationVO.setModelName((String) childData.get("pose_model_name"));
+                                        poseTransformationVO.setPoseId(((Number) childData.get("pose_pose_id")).intValue());
+                                        poseTransformationVO.setStatus(status);
+                                        childList.add(poseTransformationVO);
+                                    }
+                                }
+                            }
+                            o.setChildList(childList);
+                            list.add(o);
+                        }
                     }
                     vo.setUserLikeDetails(list);
                 }
@@ -2126,6 +2122,28 @@ public class UserLikeGroupServiceImpl extends ServiceImpl<UserLikeGroupMapper, U
                 // 准备返回对象
                 ToProductOrRelightVO resultVO = new ToProductOrRelightVO();
 
+                // 批量查询ToProductImageRecord数据
+                List<Long> recordIds = allResults.stream()
+                        .map(ToProductImageResult::getToProductImageRecordId)
+                        .filter(Objects::nonNull)
+                        .distinct()
+                        .collect(Collectors.toList());
+
+                Map<Long, String> recordPromptMap = new HashMap<>();
+                if (!recordIds.isEmpty()) {
+                    List<Map<String, Object>> recordData = userLikeGroupMapper.getToProductImageRecordBatch(recordIds);
+                    recordPromptMap = recordData.stream()
+                            .collect(Collectors.toMap(
+                                    data -> ((Number) data.get("record_id")).longValue(),
+                                    data -> {
+                                        String prompt = (String) data.get("prompt");
+                                        return prompt != null ? prompt : "";  // 提供默认值
+                                    },
+                                    (existing, replacement) -> existing
+                            ));
+                }
+
+
                 // 处理URL转换和分类
                 List<ToProductImageResultVO> likedList = new ArrayList<>();
                 List<ToProductImageResultVO> normalList = new ArrayList<>();
@@ -2137,10 +2155,10 @@ public class UserLikeGroupServiceImpl extends ServiceImpl<UserLikeGroupMapper, U
                     ToProductImageResultVO vo = CopyUtil.copyObject(result, ToProductImageResultVO.class);
                     // 设置sourceUrl
                     setSourceUrl(vo);
-                    // 设置prompt
-                    ToProductImageRecord toProductImageRecord = toProductImageRecordMapper.selectById(result.getToProductImageRecordId());
-                    if (Objects.nonNull(toProductImageRecord)){
-                        vo.setPrompt(toProductImageRecord.getPrompt());
+                    // 设置prompt（使用批量查询结果）
+                    if (result.getToProductImageRecordId() != null) {
+                        String prompt = recordPromptMap.get(result.getToProductImageRecordId());
+                        vo.setPrompt(prompt);
                     }
                     vo.setParentId(getUnlikedResultParentId(result, null));
                     // 按isLike分类
@@ -2196,12 +2214,22 @@ public class UserLikeGroupServiceImpl extends ServiceImpl<UserLikeGroupMapper, U
                         .collect(Collectors.toList());
                 List<CollectionElementVO> list = new ArrayList<>();
                 if (CollectionUtil.isNotEmpty(collectionElements)) {
+                    // 批量查询CollectionElementRelModel数据
+                    List<Long> collectionElementIds = collectionElements.stream()
+                            .map(CollectionElement::getId)
+                            .collect(Collectors.toList());
+                    List<CollectionElementRelModel> relModels = userLikeGroupMapper.getCollectionElementRelModelBatch(collectionElementIds);
+                    Map<Long, CollectionElementRelModel> relModelMap = relModels.stream()
+                            .collect(Collectors.toMap(CollectionElementRelModel::getCollectionElementId, rel -> rel));
+
                     for (CollectionElement collectionElement : collectionElements) {
                         CollectionElementVO collectionElementVO = CopyUtil.copyObject(collectionElement, CollectionElementVO.class);
-                        CollectionElementRelModel relModel = getCollectionElementRelModel(collectionElementVO.getId());
+                        CollectionElementRelModel relModel = relModelMap.get(collectionElementVO.getId());
                         collectionElementVO.setUrl(getMinioUrl(collectionElementVO.getUrl()));
-                        collectionElementVO.setMannequinRelationId(relModel.getRelationId());
-                        collectionElementVO.setMannequinRelationType(relModel.getRelationType());
+                        if (relModel != null) {
+                            collectionElementVO.setMannequinRelationId(relModel.getRelationId());
+                            collectionElementVO.setMannequinRelationType(relModel.getRelationType());
+                        }
                         collectionElementVO.setCollectionId(collectionElement.getId());
                         list.add(collectionElementVO);
                     }
diff --git a/src/main/resources/mapper/primary/UserLikeGroupMapper.xml b/src/main/resources/mapper/primary/UserLikeGroupMapper.xml
index ed91e883..00d7cb95 100644
--- a/src/main/resources/mapper/primary/UserLikeGroupMapper.xml
+++ b/src/main/resources/mapper/primary/UserLikeGroupMapper.xml
@@ -35,4 +35,160 @@
         ORDER BY COUNT(*) DESC
         ;
     </select>
+
+    <!-- 批量查询模块内容，使用JOIN优化避免N+1查询 -->
+    <select id="getModuleContentBatch" resultType="java.util.Map">
+        SELECT 
+            cs.id as sort_id,
+            cs.parent_id,
+            cs.relation_id,
+            cs.relation_type,
+            cs.sort,
+            -- UserLike相关字段
+            ul.id as user_like_id,
+            ul.design_item_id,
+            ul.design_outfit_id,
+            -- TDesignPythonOutfit相关字段
+            tdpo.design_url,
+            -- ToProductImageResult相关字段
+            tpir.id as to_product_result_id,
+            tpir.url as result_url,
+            tpir.element_type,
+            tpir.element_id,
+            tpir.status as result_status,
+            tpir.create_time as result_create_time,
+            tpir.to_product_image_record_id,
+            -- ToProductImageRecord相关字段
+            tpir2.prompt,
+            -- ToProductElement相关字段
+            tpe.url as element_url,
+            -- PoseTransformation相关字段
+            pt.unique_id as pose_task_id,
+            pt.product_image as pose_product_image,
+            pt.gif_url as pose_gif_url,
+            pt.video_url as pose_video_url,
+            pt.first_frame_url as pose_first_frame_url,
+            pt.is_liked as pose_is_liked,
+            pt.model_name as pose_model_name,
+            pt.pose_id,
+            pt.task_status as pose_status,
+            pt.create_time as pose_create_time
+        FROM collection_sort cs
+        LEFT JOIN t_user_like ul ON cs.relation_type = 'Design' AND cs.relation_id = ul.id
+        LEFT JOIN t_design_python_outfit tdpo ON ul.design_outfit_id = tdpo.id
+        LEFT JOIN to_product_image_result tpir ON cs.relation_type IN ('ToProductImage', 'Relight') AND cs.relation_id = tpir.id
+        LEFT JOIN to_product_image_record tpir2 ON tpir.to_product_image_record_id = tpir2.id
+        LEFT JOIN to_product_element tpe ON tpir.element_type = 'ProductElement' AND tpir.element_id = tpe.id
+        LEFT JOIN t_pose_transformation pt ON cs.relation_type = 'PoseTransform' AND cs.relation_id = pt.id
+        WHERE cs.project_id = #{projectId}
+        <if test="relationTypes != null and relationTypes.size() > 0">
+            AND cs.relation_type IN
+            <foreach collection="relationTypes" item="type" open="(" separator="," close=")">
+                #{type}
+            </foreach>
+        </if>
+        ORDER BY cs.parent_id, cs.sort
+    </select>
+
+    <!-- 批量查询ToProductImageResult及相关数据 -->
+    <select id="getToProductImageResultBatch" resultType="java.util.Map">
+        SELECT 
+            tpir.id,
+            tpir.url,
+            tpir.element_type,
+            tpir.element_id,
+            tpir.status,
+            tpir.create_time,
+            tpir.is_like,
+            tpir.to_product_image_record_id,
+            tpir.project_id,
+            tpir.result_type,
+            -- ToProductImageRecord相关字段
+            tpir2.prompt,
+            -- ToProductElement相关字段
+            tpe.url as element_url,
+            -- TDesignPythonOutfit相关字段
+            tdpo.design_url as outfit_url
+        FROM to_product_image_result tpir
+        LEFT JOIN to_product_image_record tpir2 ON tpir.to_product_image_record_id = tpir2.id
+        LEFT JOIN to_product_element tpe ON tpir.element_type = 'ProductElement' AND tpir.element_id = tpe.id
+        LEFT JOIN t_design_python_outfit tdpo ON tpir.element_type = 'DesignOutfit' AND tpir.element_id = tdpo.id
+        WHERE tpir.project_id = #{projectId}
+        AND tpir.result_type = #{resultType}
+    </select>
+
+    <!-- 批量查询UserLike及相关设计数据 -->
+    <select id="getUserLikeBatch" resultType="java.util.Map">
+        SELECT 
+            ul.id,
+            ul.design_item_id,
+            ul.design_outfit_id,
+            ul.account_id,
+            ul.create_date,
+            ul.update_date,
+            -- TDesignPythonOutfit相关字段
+            tdpo.design_url,
+            tdpo.design_item_id as outfit_design_item_id
+        FROM t_user_like ul
+        LEFT JOIN t_design_python_outfit tdpo ON ul.design_outfit_id = tdpo.id
+        WHERE ul.id IN
+        <foreach collection="relationIds" item="id" open="(" separator="," close=")">
+            #{id}
+        </foreach>
+    </select>
+
+    <!-- 批量查询ToProductElement数据 -->
+    <select id="getToProductElementBatch" resultType="java.util.Map">
+        SELECT 
+            id,
+            url,
+            project_id,
+            create_time,
+            update_time
+        FROM to_product_element
+        WHERE id IN
+        <foreach collection="elementIds" item="id" open="(" separator="," close=")">
+            #{id}
+        </foreach>
+    </select>
+
+    <!-- 批量查询design模块的python outfit数据 -->
+    <select id="getDesignPythonOutfitBatch" resultType="java.util.Map">
+        SELECT 
+            tpo.id as outfit_id,
+            tpo.parent_id,
+            tpo.url as outfit_url,
+            tpo.is_liked as outfit_is_liked,
+            cs.sort,
+            cs.id as sort_id
+        FROM t_design_python_outfit tpo
+        LEFT JOIN collection_sort cs ON cs.relation_id = tpo.id AND cs.relation_type = 'DesignPythonOutfit'
+        WHERE tpo.parent_id IN 
+        <foreach collection="outfitIds" item="outfitId" open="(" close=")" separator=",">
+            #{outfitId}
+        </foreach>
+        ORDER BY tpo.parent_id, cs.sort
+    </select>
+
+    <!-- 批量查询ToProductImageRecord数据 -->
+    <select id="getToProductImageRecordBatch" resultType="java.util.Map">
+        SELECT 
+            id as record_id,
+            prompt
+        FROM to_product_image_record
+        WHERE id IN 
+        <foreach collection="recordIds" item="recordId" open="(" close=")" separator=",">
+            #{recordId}
+        </foreach>
+    </select>
+
+    <!-- 批量查询CollectionElementRelModel -->
+    <select id="getCollectionElementRelModelBatch" resultType="com.ai.da.mapper.primary.entity.CollectionElementRelModel">
+        SELECT id, collection_element_id, relation_id, relation_type
+        FROM collection_element_rel_model
+        WHERE collection_element_id IN
+        <foreach collection="collectionElementIds" item="collectionElementId" open="(" separator="," close=")">
+            #{collectionElementId}
+        </foreach>
+    </select>
 </mapper>