diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java
index cd1a68112..749658933 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java
@@ -11,23 +11,17 @@ import kong.unirest.HttpResponse;
 import kong.unirest.Unirest;
 import kong.unirest.UnirestException;
 import lombok.extern.slf4j.Slf4j;
-import org.apache.commons.lang3.StringUtils;
 import org.springframework.stereotype.Service;
 
 import javax.annotation.Resource;
 import java.io.IOException;
 import java.io.InputStream;
-import java.net.ConnectException;
-import java.net.SocketTimeoutException;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
 import java.util.stream.Stream;
 
-import static cn.iocoder.yudao.framework.common.exception.util.ServiceExceptionUtil.exception;
-import static cn.iocoder.yudao.module.system.enums.ErrorCodeConstants.*;
-
 /**
  * 训练相关接口
  */
@@ -359,10 +353,24 @@ public class TrainHttpService {
 
     public String getCheckFileList (String url, String name) {
         try {
+            log.info("开始获取文件列表 | URL参数: {}, Name参数: {}", url, name);
             String checkFileList = llmBackendProperties.getCheckFileList();
-            return HttpUtils.get(url + checkFileList + name, null);
-        }catch (Exception e){
-            log.error("获取文件列表失败:{}", e.getMessage());
+            String fullUrl = url + checkFileList + name;
+            log.info("请求完整路径: {}", fullUrl);
+
+            long startTime = System.currentTimeMillis();
+            String result = HttpUtils.get(fullUrl, null);
+            long duration = System.currentTimeMillis() - startTime;
+
+            log.info("HTTP请求完成 | 耗时: {}ms | 结果长度: {}", duration, (result != null ? result.length() : 0));
+            if (result != null) {
+                log.info("结果摘要: {}", result.substring(0, Math.min(result.length(), 50)));
+            } else {
+                log.warn("返回空值");
+            }
+            return result;
+        } catch (Exception e) {
+            log.error("获取文件列表异常 | URL: {} | Name: {} | 错误详情: {}", url, name, e.getMessage(), e);
             return null;
         }
     }