diff --git a/src/main/java/com/ai/da/mapper/primary/entity/UserPreferenceLogTest.java b/src/main/java/com/ai/da/mapper/primary/entity/UserPreferenceLogTest.java
index 07ba59fa..5ae48805 100644
--- a/src/main/java/com/ai/da/mapper/primary/entity/UserPreferenceLogTest.java
+++ b/src/main/java/com/ai/da/mapper/primary/entity/UserPreferenceLogTest.java
@@ -23,5 +23,8 @@ public class UserPreferenceLogTest implements Serializable {
     private Long accountId;
     private String path;
     private LocalDateTime dataTime;
+    private String category;
+    private String style;
+    private Long sysFileId;
 
 }
diff --git a/src/main/java/com/ai/da/python/PythonService.java b/src/main/java/com/ai/da/python/PythonService.java
index 19d851a2..58694454 100644
--- a/src/main/java/com/ai/da/python/PythonService.java
+++ b/src/main/java/com/ai/da/python/PythonService.java
@@ -3960,27 +3960,27 @@ public class PythonService {
 
     public List<String> getSystemSketchByCategory(String category, Long brandId, Double brandScale,String style) {
         //******3.1.2版本临时使用java推荐方案去解决style未使用的问题**********
-        try {
-            //使用新库attribute_retrieval_style，表命名修改为elementVO.getModelSex().toLowerCase() + "_" + styleCategory.toLowerCase()比如female_skirt,与传入的category保持一致
-            Integer countByStyle = attributeRetrievalMapper.getCountByStyle(category, style);
-            //根据数量随机获取一个系统sketch
-            if (countByStyle > 0) {
-                //获取一个不大于countByStyle的随机整数
-                Integer randomNum = RandomUtils.nextInt(0, countByStyle);
-                //返回格式为 dress/0902000649.jpg
-                String oneSystemSketchRadom = attributeRetrievalMapper.getOneSystemSketchRadom(category, style,randomNum);
-                String imgName = oneSystemSketchRadom.split("/")[1];
-                //补齐正确格式aida-sys-image/images/male/tops/mens_test_5689.png
-                //裁切category前半部分
-                String sex = category.split("_")[0];
-                String realCategory = category.split("_")[1];
-                String path = "aida-sys-image/images/" + sex + "/" +realCategory +"/" +imgName;
-                return Arrays.asList(path);
-            }
-        } catch (Exception e) {
-            log.info("推荐失败:{}",e.getMessage());
-            throw new BusinessException("system.error");
-        }
+//        try {
+//            //使用新库attribute_retrieval_style，表命名修改为elementVO.getModelSex().toLowerCase() + "_" + styleCategory.toLowerCase()比如female_skirt,与传入的category保持一致
+//            Integer countByStyle = attributeRetrievalMapper.getCountByStyle(category, style);
+//            //根据数量随机获取一个系统sketch
+//            if (countByStyle > 0) {
+//                //获取一个不大于countByStyle的随机整数
+//                Integer randomNum = RandomUtils.nextInt(0, countByStyle);
+//                //返回格式为 dress/0902000649.jpg
+//                String oneSystemSketchRadom = attributeRetrievalMapper.getOneSystemSketchRadom(category, style,randomNum);
+//                String imgName = oneSystemSketchRadom.split("/")[1];
+//                //补齐正确格式aida-sys-image/images/male/tops/mens_test_5689.png
+//                //裁切category前半部分
+//                String sex = category.split("_")[0];
+//                String realCategory = category.split("_")[1];
+//                String path = "aida-sys-image/images/" + sex + "/" +realCategory +"/" +imgName;
+//                return Arrays.asList(path);
+//            }
+//        } catch (Exception e) {
+//            log.info("推荐失败:{}",e.getMessage());
+//            throw new BusinessException("system.error");
+//        }
         //**********************end***********************************
         AuthPrincipalVo userHolder = UserContext.getUserHolder();
 
@@ -3999,13 +3999,19 @@ public class PythonService {
         String brandIdParam = (brandId != null) ? "" + brandId : "-1";
         String brandScaleParam = (brandScale != null) ? String.format("%.2f", brandScale) : "0.00";
 
-        String url = String.format("%s:%s/api/recommend/%d/%s/1/%s/%s",
+        String baseUrl = String.format("%s:%s/api/recommend/%d/%s",
                 "http://18.167.251.121",
                 accessPythonPort,
                 userHolder.getId(),
-                category,
-                brandIdParam,
-                brandScaleParam);
+                category);
+
+// 如果style不为空，则添加到查询参数中
+        String url;
+        if (style != null && !style.isEmpty()) {
+            url = baseUrl + "?style=" + style;
+        } else {
+            url = baseUrl;
+        }
 
         log.info("Recommendation request URL: {}", url);
 
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 2c73a9bc..696440ae 100644
--- a/src/main/java/com/ai/da/service/impl/DesignServiceImpl.java
+++ b/src/main/java/com/ai/da/service/impl/DesignServiceImpl.java
@@ -23,6 +23,7 @@ import com.alibaba.fastjson.JSONArray;
 import com.alibaba.fastjson.JSONException;
 import com.alibaba.fastjson.JSONObject;
 import com.alibaba.fastjson.serializer.SerializerFeature;
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
 import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
 import com.baomidou.mybatisplus.core.metadata.IPage;
 import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
@@ -1134,7 +1135,19 @@ public class DesignServiceImpl extends ServiceImpl<DesignMapper, Design> impleme
 
                 UserPreferenceLogTest userPreferenceLogTest = new UserPreferenceLogTest();
                 userPreferenceLogTest.setPath(designItemDetail.getPath());
+                SysFile sysFile = sysFileService.getOne(new LambdaQueryWrapper<SysFile>().eq(SysFile::getUrl, designItemDetail.getPath()));
                 userPreferenceLogTest.setAccountId(userHolder.getId());
+                if (sysFile != null){
+                    userPreferenceLogTest.setCategory(sysFile.getLevel3Type().toLowerCase()+"_"+sysFile.getLevel2Type().toLowerCase());
+                    userPreferenceLogTest.setSysFileId(sysFile.getId());
+                    userPreferenceLogTest.setStyle(sysFile.getStyle());
+                }else {
+                    log.error("sysFile not found:{}",designItemDetail.getPath());
+                    SendEmailUtil.commonExceptionReminder("url在sysFile里找不到"+designItemDetail.getPath(), new String[]{"litianxiangxtt@163.com"});
+
+                    continue;
+                }
+
 //                userPreferenceLogTest.setUserLikeGroupId(userLike.getUserLikeGroupId());
                 userPreferenceLogTest.setDataTime(designItemDetail.getCreateDate().toInstant()
                         .atZone(ZoneId.systemDefault())