diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskSyncService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskSyncService.java
index 64b652ff6..83f58d734 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskSyncService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskSyncService.java
@@ -99,42 +99,47 @@ public class FineTuningTaskSyncService {
                         //todo 模型工厂的功能有问题，暂时写死
                         jobModelName = "Qwen2.5-0.5B-Instruct-147";
                         String checkFileList = trainHttpService.getCheckFileList(jobModelName);
-                        String checkpoint = "";
+                        List<String> checkpoints = new ArrayList<>();
+                        List<String> fileUrls = new ArrayList<>();
                         List<String> fileList = JSONArray.parseArray(checkFileList,String.class);
+                        Map<String,String> map = new HashMap<>();
                         for (String s : fileList) {
                             if(s.contains("checkpoint")){
-                                checkpoint = s;
+                                checkpoints.add(s);
                             }
                         }
-                        String filePath = "/" + checkpoint + "/trainer_state.json";
-                        String fileUrl = trainHttpService.getCheckFile(jobModelName, filePath);
-                        try {
-                            URL url = new URL(fileUrl);
-                            URLConnection urlConnection = url.openConnection();
-                            InputStream inputStream = urlConnection.getInputStream();
-                            BufferedReader reader = new BufferedReader(new InputStreamReader(inputStream));
-                            String line;
-                            StringBuilder content = new StringBuilder();
-                            while ((line = reader.readLine()) != null) {
-                                content.append(line + "\n");
+                        if(checkpoints.size() > 0){
+                            for (String checkpoint : checkpoints) {
+                                String filePath = "/" + checkpoint + "/trainer_state.json";
+                                fileUrls.add(filePath);
+                                String fileUrl = trainHttpService.getCheckFile(jobModelName, filePath);
+                                try {
+                                    URL url = new URL(fileUrl);
+                                    URLConnection urlConnection = url.openConnection();
+                                    InputStream inputStream = urlConnection.getInputStream();
+                                    BufferedReader reader = new BufferedReader(new InputStreamReader(inputStream));
+                                    String line;
+                                    StringBuilder content = new StringBuilder();
+                                    while ((line = reader.readLine()) != null) {
+                                        content.append(line + "\n");
+                                    }
+                                    reader.close();
+                                    map.put(checkpoint,content.toString());
+                                } catch (MalformedURLException e) {
+                                    e.printStackTrace();
+                                } catch (IOException e) {
+                                    e.printStackTrace();
+                                }
                             }
-                            reader.close();
-                            System.out.println(content.toString());
-                            updateObj.setCheckPointData(content.toString());
-                            updateObj.setCheckPointFilePath(fileUrl);
-                        } catch (MalformedURLException e) {
-                            e.printStackTrace();
-                        } catch (IOException e) {
-                            e.printStackTrace();
                         }
 
+                        updateObj.setCheckPointFilePath(JSONObject.toJSONString(fileUrls));
+                        updateObj.setCheckPointData(JSONObject.toJSONString(map));
 
                     }catch (Exception e){
                         log.error(" error {}",e.getMessage());
                     }
-
                     fineTuningTaskMapper.updateById(updateObj);
-
                 }
                 else {
                     updateObj.setStatus(status);