diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelservice/ModelServiceController.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelservice/ModelServiceController.java
index 87556c874..6bc3d5887 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelservice/ModelServiceController.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelservice/ModelServiceController.java
@@ -53,6 +53,22 @@ public class ModelServiceController {
         return success(true);
     }
 
+    @PutMapping("/active")
+    @Operation(summary = "开启模型服务")
+    @PreAuthorize("@ss.hasPermission('llm:model-service:update')")
+    public CommonResult<Boolean> activeModelService(@Valid @RequestBody ModelServiceSaveReqVO updateReqVO) {
+        modelServiceService.active(updateReqVO);
+        return success(true);
+    }
+
+    @PutMapping("/unactive")
+    @Operation(summary = "关闭模型服务")
+    @PreAuthorize("@ss.hasPermission('llm:model-service:update')")
+    public CommonResult<Boolean> unactiveModelService(@Valid @RequestBody ModelServiceSaveReqVO updateReqVO) {
+        modelServiceService.unactive(updateReqVO);
+        return success(true);
+    }
+
     @GetMapping("/all")
     @Operation(summary = "查询所有模型服务")
     @PreAuthorize("@ss.hasPermission('llm:model-service:query')")
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
new file mode 100644
index 000000000..4c248e94b
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncFineTuningTaskService.java
@@ -0,0 +1,50 @@
+package cn.iocoder.yudao.module.llm.service.async;
+
+import cn.iocoder.yudao.module.llm.dal.dataobject.finetuningtask.FineTuningTaskDO;
+import cn.iocoder.yudao.module.llm.dal.mysql.finetuningtask.FineTuningTaskMapper;
+import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
+import org.springframework.scheduling.annotation.Async;
+import org.springframework.stereotype.Service;
+
+import javax.annotation.Resource;
+import java.util.HashMap;
+
+@Service
+public class AsyncFineTuningTaskService {
+
+    @Resource
+    private FineTuningTaskMapper fineTuningTaskMapper;
+
+    @Resource
+    private TrainHttpService trainHttpService;
+
+    //大模型平台创建调优任务
+    @Async
+    public void createTuning(FineTuningTaskDO fineTuningTask) {
+        try {
+            trainHttpService.finetuningCreate(new HashMap<>(),new String());
+        }catch(Exception e){
+
+        };
+    }
+
+    //调优任务部署
+    @Async
+    public void startFineTuningTask() {
+        try {
+
+        }catch(Exception e){
+
+        };
+    }
+
+    //调优任务停止
+    @Async
+    public void stopFineTuningTask() {
+        try {
+
+        }catch(Exception e){
+
+        };
+    }
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncModelServiceService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncModelServiceService.java
new file mode 100644
index 000000000..404a4d853
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncModelServiceService.java
@@ -0,0 +1,34 @@
+package cn.iocoder.yudao.module.llm.service.async;
+
+import cn.iocoder.yudao.module.llm.dal.mysql.finetuningtask.FineTuningTaskMapper;
+import org.springframework.scheduling.annotation.Async;
+import org.springframework.stereotype.Service;
+
+import javax.annotation.Resource;
+
+@Service
+public class AsyncModelServiceService {
+
+    @Resource
+    private FineTuningTaskMapper fineTuningTaskMapper;
+
+    //模型服务开启
+    @Async
+    public void startModelService() {
+        try {
+
+        }catch(Exception e){
+
+        };
+    }
+
+    //调型服务关闭
+    @Async
+    public void stopModelService() {
+        try {
+
+        }catch(Exception e){
+
+        };
+    }
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskServiceImpl.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskServiceImpl.java
index e4ffc1047..beee97dda 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskServiceImpl.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/finetuningtask/FineTuningTaskServiceImpl.java
@@ -1,29 +1,28 @@
 package cn.iocoder.yudao.module.llm.service.finetuningtask;
 
+import cn.iocoder.yudao.framework.common.pojo.PageResult;
+import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
+import cn.iocoder.yudao.module.llm.controller.admin.finetuningtask.vo.FineTuningTaskPageReqVO;
+import cn.iocoder.yudao.module.llm.controller.admin.finetuningtask.vo.FineTuningTaskRespVO;
+import cn.iocoder.yudao.module.llm.controller.admin.finetuningtask.vo.FineTuningTaskSaveReqVO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.basemodel.BaseModelDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.dataset.DatasetDO;
-import cn.iocoder.yudao.module.llm.dal.dataobject.modelservice.ModelServiceDO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.finetuningtask.FineTuningTaskDO;
 import cn.iocoder.yudao.module.llm.dal.mysql.basemodel.BaseModelMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.dataset.DatasetMapper;
+import cn.iocoder.yudao.module.llm.dal.mysql.finetuningtask.FineTuningTaskMapper;
+import cn.iocoder.yudao.module.llm.service.async.AsyncFineTuningTaskService;
 import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
 import com.baomidou.mybatisplus.core.conditions.update.LambdaUpdateWrapper;
 import com.baomidou.mybatisplus.core.toolkit.CollectionUtils;
 import org.springframework.stereotype.Service;
-import javax.annotation.Resource;
 import org.springframework.validation.annotation.Validated;
-import org.springframework.transaction.annotation.Transactional;
 
-import java.util.*;
+import javax.annotation.Resource;
+import java.util.List;
+import java.util.Map;
 import java.util.stream.Collectors;
 
-import cn.iocoder.yudao.module.llm.controller.admin.finetuningtask.vo.*;
-import cn.iocoder.yudao.module.llm.dal.dataobject.finetuningtask.FineTuningTaskDO;
-import cn.iocoder.yudao.framework.common.pojo.PageResult;
-import cn.iocoder.yudao.framework.common.pojo.PageParam;
-import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
-
-import cn.iocoder.yudao.module.llm.dal.mysql.finetuningtask.FineTuningTaskMapper;
-
 import static cn.iocoder.yudao.framework.common.exception.util.ServiceExceptionUtil.exception;
 import static cn.iocoder.yudao.module.llm.enums.ErrorCodeConstants.FINE_TUNING_TASK_NOT_EXISTS;
 
@@ -43,12 +42,16 @@ public class FineTuningTaskServiceImpl implements FineTuningTaskService {
     private BaseModelMapper baseModelMapper;
     @Resource
     private DatasetMapper datasetMapper;
+    @Resource
+    private AsyncFineTuningTaskService asyncFineTuningTaskService;
 
     @Override
     public Long createFineTuningTask(FineTuningTaskSaveReqVO createReqVO) {
         // 插入
         FineTuningTaskDO fineTuningTask = BeanUtils.toBean(createReqVO, FineTuningTaskDO.class);
         fineTuningTaskMapper.insert(fineTuningTask);
+        //todo 调用模型服务，创建调优任务
+        asyncFineTuningTaskService.createTuning(fineTuningTask);
         // 返回
         return fineTuningTask.getId();
     }
@@ -127,26 +130,25 @@ public class FineTuningTaskServiceImpl implements FineTuningTaskService {
         return result;
     }
 
-    /**
-     * 停止服务
-     * @param id
-     */
-    @Override
-    public void stopFineTuningTask(Long id) {
-        fineTuningTaskMapper.stopStartTask(id,0);
-    }
 
     @Override
     public void startFineTuningTask(Long id) {
         fineTuningTaskMapper.stopStartTask(id,1);
+        //todo 调用模型服务，开启调优任务
+        asyncFineTuningTaskService.startFineTuningTask();
     }
 
     @Override
-    public PageResult<FineTuningTaskDO> getFineTuningTaskPage(FineTuningTaskPageReqVO pageReqVO) {
-        PageResult<FineTuningTaskDO> pageResult = fineTuningTaskMapper.selectPage(pageReqVO);
-        PageResult<FineTuningTaskRespVO> result = BeanUtils.toBean(pageResult, FineTuningTaskRespVO.class);
+    public void stopFineTuningTask(Long id) {
+        fineTuningTaskMapper.stopStartTask(id,0);
+        //todo 调用模型服务，停止调优任务
+        asyncFineTuningTaskService.stopFineTuningTask();
+    }
 
+
+    @Override
+    public PageResult<FineTuningTaskDO> getFineTuningTaskPage(FineTuningTaskPageReqVO pageReqVO) {
         return fineTuningTaskMapper.selectPage(pageReqVO);
     }
 
-}
\ No newline at end of file
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceService.java
index 888623b1d..e1ad3ff29 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceService.java
@@ -57,4 +57,8 @@ public interface ModelServiceService {
      * @return
      */
     List<ModelServiceDO> getModelServiceList();
+
+    void active(ModelServiceSaveReqVO updateReqVO);
+
+    void unactive(ModelServiceSaveReqVO updateReqVO);
 }
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceServiceImpl.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceServiceImpl.java
index 283b80830..98ec652b1 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceServiceImpl.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceServiceImpl.java
@@ -1,5 +1,6 @@
 package cn.iocoder.yudao.module.llm.service.modelservice;
 
+import cn.iocoder.yudao.module.llm.service.async.AsyncModelServiceService;
 import org.springframework.stereotype.Service;
 import javax.annotation.Resource;
 import org.springframework.validation.annotation.Validated;
@@ -29,6 +30,9 @@ public class ModelServiceServiceImpl implements ModelServiceService {
     @Resource
     private ModelServiceMapper modelServiceMapper;
 
+    @Resource
+    private AsyncModelServiceService asyncModelServiceService;
+
     @Override
     public Long createModelService(ModelServiceSaveReqVO createReqVO) {
         // 插入
@@ -76,4 +80,25 @@ public class ModelServiceServiceImpl implements ModelServiceService {
         return modelServiceMapper.selectList();
     }
 
+    @Override
+    public void active(ModelServiceSaveReqVO updateReqVO) {
+        ModelServiceDO updateObj = BeanUtils.toBean(updateReqVO, ModelServiceDO.class);
+        updateObj.setStatus(1);
+        modelServiceMapper.updateById(updateObj);
+
+        //todo 开启模型服务
+        asyncModelServiceService.startModelService();
+    }
+
+    @Override
+    public void unactive(ModelServiceSaveReqVO updateReqVO) {
+        ModelServiceDO updateObj = BeanUtils.toBean(updateReqVO, ModelServiceDO.class);
+        updateObj.setStatus(0);
+        modelServiceMapper.updateById(updateObj);
+
+        //todo 关闭模型服务
+        asyncModelServiceService.stopModelService();
+
+    }
+
 }