diff --git a/music-houduan/src/main/java/com/test/musichouduan/controller/HotMusicController.java b/music-houduan/src/main/java/com/test/musichouduan/controller/HotMusicController.java
index 0cfdf6f..04d80f9 100644
--- a/music-houduan/src/main/java/com/test/musichouduan/controller/HotMusicController.java
+++ b/music-houduan/src/main/java/com/test/musichouduan/controller/HotMusicController.java
@@ -49,6 +49,7 @@ public class HotMusicController {
      * 主要用于测试或紧急情况。
      * @return 响应结果
      */
+    @SaIgnore
     @GetMapping("/refresh-cache")
     public Result<String> refreshHotMusicCache() {
         // 异步执行，立即返回，不阻塞当前请求
diff --git a/music-houduan/src/main/java/com/test/musichouduan/dto/MusicDTO.java b/music-houduan/src/main/java/com/test/musichouduan/dto/MusicDTO.java
index 616f9b6..dc2c534 100644
--- a/music-houduan/src/main/java/com/test/musichouduan/dto/MusicDTO.java
+++ b/music-houduan/src/main/java/com/test/musichouduan/dto/MusicDTO.java
@@ -71,6 +71,11 @@ public class MusicDTO {
      */
     private String singer;
 
+    /**
+     * 歌手头像
+     */
+    private String singerAvatar;
+
     /**
      * 音乐类型列表
      */
diff --git a/music-houduan/src/main/java/com/test/musichouduan/repository/MusicRepository.java b/music-houduan/src/main/java/com/test/musichouduan/repository/MusicRepository.java
index 835e73a..be68b15 100644
--- a/music-houduan/src/main/java/com/test/musichouduan/repository/MusicRepository.java
+++ b/music-houduan/src/main/java/com/test/musichouduan/repository/MusicRepository.java
@@ -113,4 +113,12 @@ public interface MusicRepository extends JpaRepository<Music, Long>, JpaSpecific
      */
     @Query("SELECT t.name, COUNT(m) FROM Music m JOIN m.types t GROUP BY t.name ORDER BY COUNT(m) DESC")
     List<Object[]> countByMusicType();
+
+    /**
+     * 查询所有音乐，并立即加载关联的歌手信息
+     *
+     * @return 音乐列表
+     */
+    @Query("SELECT DISTINCT m FROM Music m LEFT JOIN FETCH m.singers")
+    List<Music> findAllWithSingers();
 }
diff --git a/music-houduan/src/main/java/com/test/musichouduan/service/impl/FileServiceImpl.java b/music-houduan/src/main/java/com/test/musichouduan/service/impl/FileServiceImpl.java
index e9dcf89..3a31639 100644
--- a/music-houduan/src/main/java/com/test/musichouduan/service/impl/FileServiceImpl.java
+++ b/music-houduan/src/main/java/com/test/musichouduan/service/impl/FileServiceImpl.java
@@ -95,7 +95,7 @@ public class FileServiceImpl implements FileService {
             int duration = audioFile.getAudioHeader().getTrackLength();
             return duration;
         } catch (Exception e) {
-            logger.error("获取音乐时长失败", e);
+            logger.error("获取音乐 '{}' 时长失败", file.getOriginalFilename(), e);
             return 0;
         } finally {
             if (tempFile != null) {
diff --git a/music-houduan/src/main/java/com/test/musichouduan/service/impl/MusicServiceImpl.java b/music-houduan/src/main/java/com/test/musichouduan/service/impl/MusicServiceImpl.java
index ae3ebcd..7043b13 100644
--- a/music-houduan/src/main/java/com/test/musichouduan/service/impl/MusicServiceImpl.java
+++ b/music-houduan/src/main/java/com/test/musichouduan/service/impl/MusicServiceImpl.java
@@ -240,18 +240,8 @@ public class MusicServiceImpl implements MusicService {
     @Transactional(readOnly = true) // 使用只读事务，提高查询性能
     @Override
     public CompletableFuture<List<MusicDTO>> updateHotMusicCache() {
-        // 为了处理大数据量，我们使用分页查询来代替一次性加载所有数据
-        List<Music> allMusic = new ArrayList<>();
-        Page<Music> musicPage;
-        int pageNum = 0;
-        int pageSize = 500; // 每次查询500条
-
-        do {
-            Pageable pageable = PageRequest.of(pageNum, pageSize);
-            musicPage = musicRepository.findAll(pageable);
-            allMusic.addAll(musicPage.getContent());
-            pageNum++;
-        } while (musicPage.hasNext());
+        // 使用 JOIN FETCH 一次性加载所有音乐及其关联的歌手信息
+        List<Music> allMusic = musicRepository.findAllWithSingers();
 
         // 使用并行流来加速计算过程
         allMusic.parallelStream().forEach(music -> {
@@ -659,6 +649,11 @@ public class MusicServiceImpl implements MusicService {
             List<String> singerNames = music.getSingers().stream().map(Singer::getName).collect(Collectors.toList());
             musicDTO.setSingerNames(singerNames);
             musicDTO.setSinger(String.join("、", singerNames));
+
+            // 设置歌手头像
+            if (music.getSingers().size() == 1) {
+                musicDTO.setSingerAvatar(music.getSingers().iterator().next().getAvatar());
+            }
         }
 
         // 如果传入了用户ID，则查询该用户的收藏和点赞状态
diff --git a/music-qianduan/src/api/music.js b/music-qianduan/src/api/music.js
index 69569cc..3c0745d 100644
--- a/music-qianduan/src/api/music.js
+++ b/music-qianduan/src/api/music.js
@@ -73,7 +73,19 @@ export function getHotMusic(limit = 10) {
   // 更新：调用新的热门音乐接口
   return api.get('/hot-music/list', {
     params: { limit }
-  })
+  }).then(res => {
+    if (res.code === 200 && res.data && Array.isArray(res.data)) {
+      res.data.forEach(item => {
+        if (item.cover) {
+          item.cover = processMusicUrl(item.cover);
+        }
+        if (item.singerAvatar) {
+          item.singerAvatar = processMusicUrl(item.singerAvatar);
+        }
+      });
+    }
+    return res;
+  });
 }
 
 /**
diff --git a/music-qianduan/src/views/MusicDetail.vue b/music-qianduan/src/views/MusicDetail.vue
index dbb4dc1..2ef7f1d 100644
--- a/music-qianduan/src/views/MusicDetail.vue
+++ b/music-qianduan/src/views/MusicDetail.vue
@@ -170,7 +170,7 @@
         </div>
 
         <div v-if="relatedMusic.length > 0 && activeTab === 'lyric'" class="related-music">
-          <h2>相关推荐</h2>
+          <h2>热门推荐</h2>
           <el-row :gutter="20">
             <el-col
               v-for="item in relatedMusic"
@@ -182,7 +182,7 @@
             >
               <div class="music-card" @click="goToMusic(item.id)">
                 <div class="card-cover">
-                  <img :src="item.cover || '/default-cover.jpg'" alt="封面">
+                  <img :src="item.cover || item.singerAvatar || '/default-cover.jpg'" alt="封面">
                   <div class="play-icon" @click.stop="playRelatedMusic(item)">
                     <el-icon><VideoPlay /></el-icon>
                   </div>
@@ -312,6 +312,7 @@ const fetchRelatedMusic = async () => {
     if (res.code === 200) {
       // 过滤掉当前音乐
       relatedMusic.value = (res.data || []).filter(item => item.id !== music.value?.id)
+      console.log('相关音乐:', relatedMusic.value)
     }
   } catch (error) {
     console.error('获取相关音乐失败:', error)