diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncFineTuningTaskService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncFineTuningTaskService.java
index 3ae0cc52c..926a4f30f 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncFineTuningTaskService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncFineTuningTaskService.java
@@ -18,6 +18,7 @@ import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcFineTuningCreateReqVO;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcFineTuningCreateRespVO;
 import lombok.extern.slf4j.Slf4j;
+import org.jetbrains.annotations.Nullable;
 import org.springframework.beans.factory.annotation.Value;
 import org.springframework.context.annotation.Lazy;
 import org.springframework.scheduling.annotation.Async;
@@ -65,18 +66,10 @@ public class AsyncFineTuningTaskService {
         try {
             log.info("开始创建微调任务，任务ID: {}", fineTuningTask.getId());
 
-            // 查询 GPU 类型对应的服务器信息
-            log.debug("正在查询 GPU 类型对应的服务器信息，GPU 类型: {}", fineTuningTask.getGpuType());
-            ServerNameDO serverNameDO = serverNameMapper.selectById(fineTuningTask.getGpuType());
+            ServerNameDO serverNameDO = getServerNameDO(fineTuningTask);
             if (serverNameDO == null) {
-                log.error("未找到 GPU 类型对应的服务器信息，任务将被取消。GPU 类型: {}", fineTuningTask.getGpuType());
-                FineTuningTaskDO updateObj = new FineTuningTaskDO();
-                updateObj.setId(fineTuningTask.getId());
-                updateObj.setStatus(FinetuningTaskStatusEnum.CANCELLED.getStatus());
-                fineTuningTaskMapper.updateById(updateObj);
                 return;
             }
-            log.debug("服务器信息查询成功。服务器主机: {}", serverNameDO.getHost());
 
             // 构建微调任务请求对象
             log.debug("正在构建微调任务请求对象...");
@@ -150,6 +143,29 @@ public class AsyncFineTuningTaskService {
         }
     }
 
+    /**
+     * 获取微调任务服务器信息
+     *
+     * @param fineTuningTask 微调任务
+     * @return 微调任务服务器信息
+     */
+    @Nullable
+    private ServerNameDO getServerNameDO (FineTuningTaskDO fineTuningTask) {
+        // 查询 GPU 类型对应的服务器信息
+        log.debug("正在查询 GPU 类型对应的服务器信息，GPU 类型: {}", fineTuningTask.getGpuType());
+        ServerNameDO serverNameDO = serverNameMapper.selectById(fineTuningTask.getGpuType());
+        if (serverNameDO == null) {
+            log.error("未找到 GPU 类型对应的服务器信息，任务将被取消。GPU 类型: {}", fineTuningTask.getGpuType());
+            FineTuningTaskDO updateObj = new FineTuningTaskDO();
+            updateObj.setId(fineTuningTask.getId());
+            updateObj.setStatus(FinetuningTaskStatusEnum.CANCELLED.getStatus());
+            fineTuningTaskMapper.updateById(updateObj);
+            return null;
+        }
+        log.debug("服务器信息查询成功。服务器主机: {}", serverNameDO.getHost());
+        return serverNameDO;
+    }
+
     private static AigcFineTuningCreateReqVO getAigcFineTuningCreateReqVO (FineTuningTaskDO fineTuningTask) {
         AigcFineTuningCreateReqVO req = new AigcFineTuningCreateReqVO();
         req.setModel(fineTuningTask.getBaseModel());
@@ -203,8 +219,14 @@ public class AsyncFineTuningTaskService {
     public void stopFinetuning (FineTuningTaskDO fineTuningTaskDO) {
         log.info(" ===== 停止微调任务 ===== stopFinetuning");
         try {
+
+            ServerNameDO serverNameDO = getServerNameDO(fineTuningTaskDO);
+            if (serverNameDO == null) {
+                return;
+            }
+
             log.info("开始调用HTTP服务停止微调任务，任务模型名称: {}", fineTuningTaskDO.getJobModelName());
-            fineTuningTaskHttpService.stopFinetuning(fineTuningTaskDO);
+            fineTuningTaskHttpService.stopFinetuning(serverNameDO.getHost(), fineTuningTaskDO);
             log.info("HTTP服务调用成功，任务模型名称: {}", fineTuningTaskDO.getJobModelName());
         } catch (Exception e) {
             log.error("调用HTTP服务停止微调任务时发生异常，任务模型名称: {}", fineTuningTaskDO.getJobModelName(), e);
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/FineTuningTaskHttpService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/FineTuningTaskHttpService.java
index 3d0f18ff9..72af2d12d 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/FineTuningTaskHttpService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/FineTuningTaskHttpService.java
@@ -13,7 +13,6 @@ import lombok.extern.slf4j.Slf4j;
 import org.springframework.stereotype.Service;
 
 import javax.annotation.Resource;
-import java.util.HashMap;
 import java.util.Map;
 
 /**
@@ -31,11 +30,11 @@ public class FineTuningTaskHttpService {
      *
      * @param fineTuningTaskDO 微调任务数据对象，包含任务的相关信息
      */
-    public void stopFinetuning(FineTuningTaskDO fineTuningTaskDO) {
+    public void stopFinetuning (String host, FineTuningTaskDO fineTuningTaskDO) {
         log.info(" ===== 停止微调任务 ===== stopFinetuning");
 
         // 1. 获取停止微调任务的URL
-        String url = llmBackendProperties.getStopFinetuning();
+        String url = host + llmBackendProperties.getStopFinetuning();
         log.info("获取停止微调任务的URL: {}", url);
 
         // 2. 发送HTTP POST请求，停止微调任务