diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncDataSetService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncDataSetService.java
index 327986bc4..b730a47dc 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncDataSetService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncDataSetService.java
@@ -1,6 +1,5 @@
 package cn.iocoder.yudao.module.llm.service.async;
 
-import cn.hutool.json.JSONObject;
 import cn.iocoder.yudao.framework.common.util.collection.CollectionUtils;
 import cn.iocoder.yudao.module.llm.controller.admin.dataset.vo.DatasetQuestionRespVO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.dataset.DatasetDO;
@@ -8,7 +7,6 @@ import cn.iocoder.yudao.module.llm.dal.mysql.dataset.DatasetMapper;
 import cn.iocoder.yudao.module.llm.service.dataset.vo.AigcDatasetVo;
 import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcDatasetFileRespV0;
-import cn.iocoder.yudao.module.llm.service.http.vo.ModelCompletionsReqVO;
 import com.baomidou.mybatisplus.core.toolkit.StringUtils;
 import com.fasterxml.jackson.databind.ObjectMapper;
 import org.slf4j.Logger;
@@ -33,15 +31,15 @@ public class AsyncDataSetService {
     private static final Logger log = LoggerFactory.getLogger(AsyncKnowledgeBase.class);
 
     @Async
-    public void JsonFileWrite(DatasetDO datasetDO,List<DatasetQuestionRespVO> datasetQuestionList) {
+    public void JsonFileWrite (DatasetDO datasetDO, List<DatasetQuestionRespVO> datasetQuestionList) {
         List<AigcDatasetVo> aigcDatasetVoList = new ArrayList<>();
         datasetQuestionList.forEach(dataSource -> {
             AigcDatasetVo aigcDatasetVo = new AigcDatasetVo();
-            aigcDatasetVo.setInstruction(StringUtils.isNotBlank(dataSource.getSystem())?dataSource.getSystem():"");
-            aigcDatasetVo.setInput(StringUtils.isNotBlank(dataSource.getQuestion())?dataSource.getQuestion():"");
-            if (!CollectionUtils.isAnyEmpty(dataSource.getDatasetAnswerRespVO())){
-                aigcDatasetVo.setOutput(StringUtils.isNotBlank(dataSource.getDatasetAnswerRespVO().get(0).getAnswer())?dataSource.getDatasetAnswerRespVO().get(0).getAnswer():"");
-            }else {
+            aigcDatasetVo.setInstruction(StringUtils.isNotBlank(dataSource.getSystem()) ? dataSource.getSystem() : "");
+            aigcDatasetVo.setInput(StringUtils.isNotBlank(dataSource.getQuestion()) ? dataSource.getQuestion() : "");
+            if (!CollectionUtils.isAnyEmpty(dataSource.getDatasetAnswerRespVO())) {
+                aigcDatasetVo.setOutput(StringUtils.isNotBlank(dataSource.getDatasetAnswerRespVO().get(0).getAnswer()) ? dataSource.getDatasetAnswerRespVO().get(0).getAnswer() : "");
+            } else {
                 aigcDatasetVo.setOutput("");
             }
             aigcDatasetVoList.add(aigcDatasetVo);
@@ -54,16 +52,16 @@ public class AsyncDataSetService {
                 sb.append(json).append("\n"); // 每个 JSON 对象后换行
             }
             InputStream inputStream = new ByteArrayInputStream(sb.toString().getBytes());
-            AigcDatasetFileRespV0 aigcDatasetFileRespV0 = trainHttpService.AigcUploadFile(new HashMap<>(),"http://36.103.199.104:5123", inputStream, datasetDO.getDatasetName() + "new"+datasetDO.getId() + ".json");
-            if (aigcDatasetFileRespV0 != null){
-                datasetMapper.setJobid(datasetDO.getId(),aigcDatasetFileRespV0.getFileId());
+            AigcDatasetFileRespV0 aigcDatasetFileRespV0 = trainHttpService.AigcUploadFile(new HashMap<>(), "http://36.103.199.104:5123", inputStream, datasetDO.getDatasetName() + "new" + datasetDO.getId() + ".json");
+            if (aigcDatasetFileRespV0 != null) {
+                datasetMapper.setJobid(datasetDO.getId(), aigcDatasetFileRespV0.getFileId());
 
                 String s3Url = aigcDatasetFileRespV0.getS3Url();
                 int lastIndex = s3Url.lastIndexOf("/storage");
 
                 //todo 1111
                 String url = s3Url.substring(lastIndex + 1);
-                datasetMapper.setUrl(datasetDO.getId(),url);
+                datasetMapper.setUrl(datasetDO.getId(), url);
 
                 log.info("[JsonFileWrite][写入文件成功]");
             }
@@ -74,45 +72,92 @@ public class AsyncDataSetService {
     }
 
 
-    public String JsonFileWriteFine(String hostUrl,DatasetDO datasetDO,List<DatasetQuestionRespVO> datasetQuestionList) {
-        List<AigcDatasetVo> aigcDatasetVoList = new ArrayList<>();
-        datasetQuestionList.forEach(dataSource -> {
-            AigcDatasetVo aigcDatasetVo = new AigcDatasetVo();
-            aigcDatasetVo.setInstruction(StringUtils.isNotBlank(dataSource.getSystem())?dataSource.getSystem():"");
-            aigcDatasetVo.setInput(StringUtils.isNotBlank(dataSource.getQuestion())?dataSource.getQuestion():"");
-            if (!CollectionUtils.isAnyEmpty(dataSource.getDatasetAnswerRespVO())){
-                aigcDatasetVo.setOutput(StringUtils.isNotBlank(dataSource.getDatasetAnswerRespVO().get(0).getAnswer())?dataSource.getDatasetAnswerRespVO().get(0).getAnswer():"");
-            }else {
-                aigcDatasetVo.setOutput("");
-            }
-            aigcDatasetVoList.add(aigcDatasetVo);
-        });
-        ObjectMapper mapper = new ObjectMapper();
-        StringBuilder sb = new StringBuilder();
+    public String JsonFileWriteFine (String hostUrl, DatasetDO datasetDO, List<DatasetQuestionRespVO> datasetQuestionList) {
         try {
+            log.info("开始生成 JSON 文件并上传，数据集ID: {}", datasetDO.getId());
+
+            // 构建 AigcDatasetVo 列表
+            log.debug("正在构建 AigcDatasetVo 列表...");
+            List<AigcDatasetVo> aigcDatasetVoList = new ArrayList<>();
+            for (DatasetQuestionRespVO dataSource : datasetQuestionList) {
+                AigcDatasetVo aigcDatasetVo = new AigcDatasetVo();
+                aigcDatasetVo.setInstruction(StringUtils.isNotBlank(dataSource.getSystem()) ? dataSource.getSystem() : "");
+                aigcDatasetVo.setInput(StringUtils.isNotBlank(dataSource.getQuestion()) ? dataSource.getQuestion() : "");
+
+                // 检查答案列表是否为空
+                if (!CollectionUtils.isAnyEmpty(dataSource.getDatasetAnswerRespVO())) {
+                    aigcDatasetVo.setOutput(StringUtils.isNotBlank(dataSource.getDatasetAnswerRespVO().get(0).getAnswer()) ?
+                            dataSource.getDatasetAnswerRespVO().get(0).getAnswer() : "");
+                } else {
+                    aigcDatasetVo.setOutput("");
+                }
+                aigcDatasetVoList.add(aigcDatasetVo);
+            }
+            log.debug("AigcDatasetVo 列表构建完成。记录数量: {}", aigcDatasetVoList.size());
+
+            // 将 AigcDatasetVo 列表转换为 JSON 字符串
+            log.debug("正在将 AigcDatasetVo 列表转换为 JSON 字符串...");
+            ObjectMapper mapper = new ObjectMapper();
+            StringBuilder sb = new StringBuilder();
             for (AigcDatasetVo aigcDatasetVo : aigcDatasetVoList) {
                 String json = mapper.writeValueAsString(aigcDatasetVo);
-                sb.append(json).append("\n"); // 每个 JSON 对象后换行
+                sb.append(json).append("\n");
             }
+
+            // 将 JSON 字符串转换为输入流
+            log.debug("正在将 JSON 字符串转换为输入流...");
             InputStream inputStream = new ByteArrayInputStream(sb.toString().getBytes());
-            AigcDatasetFileRespV0 aigcDatasetFileRespV0 = trainHttpService.AigcUploadFile(new HashMap<>(),hostUrl, inputStream, datasetDO.getDatasetName() + "new"+datasetDO.getId() + ".json");
-            if (aigcDatasetFileRespV0 != null){
-                datasetMapper.setJobid(datasetDO.getId(),aigcDatasetFileRespV0.getFileId());
 
+            // 上传文件
+            log.info("正在上传 JSON 文件...");
+            String fileName = datasetDO.getDatasetName() + "new" + datasetDO.getId() + ".json";
+            AigcDatasetFileRespV0 aigcDatasetFileRespV0 = trainHttpService.AigcUploadFile(new HashMap<>(), hostUrl, inputStream, fileName);
+
+            if (aigcDatasetFileRespV0 != null) {
+                log.debug("文件上传成功。文件ID: {}", aigcDatasetFileRespV0.getFileId());
+
+                // 更新数据集的 Job ID
+                log.debug("正在更新数据集的 Job ID...");
+                datasetMapper.setJobid(datasetDO.getId(), aigcDatasetFileRespV0.getFileId());
+
+                log.info("hostUrl:{}", hostUrl);
+                // 更新数据集的 URL
                 String s3Url = aigcDatasetFileRespV0.getS3Url();
-                int lastIndex = s3Url.lastIndexOf("/storage");
+                log.info("s3Url:{}", s3Url);
+
+                //                int lastIndex = s3Url.lastIndexOf("/storage");
+                //                String url = s3Url.substring(lastIndex + 1);
+                //                log.info("url:{}", url);
+                // 找到 "/uploads" 的位置
+                int uploadsIndex = s3Url.indexOf("/uploads");
+                if (uploadsIndex == -1) {
+                    log.error("s3Url 中未找到 '/uploads' 路径");
+                    return "";
+                }
+
+                // 提取 "/uploads" 及之后的部分
+                String uploadsPath = s3Url.substring(uploadsIndex);
+                log.info("uploadsPath: {}", uploadsPath);
+
+                // 构建新的完整 URL
+                String newUrl = hostUrl + uploadsPath;
+                log.info("newUrl: {}", newUrl);
+                datasetMapper.setUrl(datasetDO.getId(), newUrl);
+
+                // 返回结果
+                String result = newUrl.substring(hostUrl.length());
+                log.info("JSON 文件生成并上传成功。返回结果: {}", result);
 
-                //todo 1111
-                String url = s3Url.substring(lastIndex + 1);
-                datasetMapper.setUrl(datasetDO.getId(),url);
-                String result = url.substring(hostUrl.length());
-                log.info("[JsonFileWrite][写入文件成功]");
                 return result;
+            } else {
+                log.error("文件上传失败。数据集ID: {}", datasetDO.getId());
+                return "";
             }
+
         } catch (IOException e) {
-            // 记录异常信息
-            log.error("[JsonFileWrite][写入文件失败] {}", e.getMessage());
+            log.error("生成或上传 JSON 文件时发生异常。数据集ID: {}", datasetDO.getId(), e);
+            return "";
         }
-        return "";
     }
+
 }
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 29ad222b3..aad2fed39 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
@@ -133,7 +133,7 @@ public class AsyncFineTuningTaskService {
                 updateObj.setStatus(FinetuningTaskStatusEnum.WAITING.getStatus());
                 updateObj.setJobModelName(resp.getFineTunedModel());
                 updateObj.setTrainLog(resp.getTrainLog());
-                log.info("微调任务创建成功。任务ID: {}, 任务模型名称: {} , 任务状态: {}", fineTuningTask.getId(), fineTuningTask.getJobModelName(),FinetuningTaskStatusEnum.WAITING.getStatus());
+                log.info("微调任务创建成功。任务ID: {}, 任务模型名称: {} , 任务状态: {}", fineTuningTask.getId(), resp.getFineTunedModel(), FinetuningTaskStatusEnum.WAITING.getStatus());
             } else {
                 updateObj.setStatus(FinetuningTaskStatusEnum.FAILED.getStatus());
                 log.error("微调任务创建失败。任务ID: {}", fineTuningTask.getId());
@@ -146,7 +146,7 @@ public class AsyncFineTuningTaskService {
 
         } catch (Exception e) {
             log.error("创建微调任务时发生异常。任务ID: {}", fineTuningTask.getId(), e);
-            e.printStackTrace();
+            throw e;
         }
     }
 
@@ -177,7 +177,9 @@ public class AsyncFineTuningTaskService {
         AigcFineTuningCreateReqVO req = new AigcFineTuningCreateReqVO();
         req.setModel(fineTuningTask.getBaseModel());
         req.setTrainEpoch((fineTuningTask.getEpoch() == 0) ? 1 : fineTuningTask.getEpoch());
-        req.setTrainEpoch((fineTuningTask.getSaveSteps() == 0) ? 1 : fineTuningTask.getSaveSteps());
+        int saveStep = Optional.ofNullable(fineTuningTask.getSaveSteps())
+                               .orElse(0) + 1;
+        req.setTrainEpoch(saveStep);
         req.setSuffix(fineTuningTask.getTaskName());
         req.setRemark(fineTuningTask.getTaskIntro());
         req.setTrainBatchSize(fineTuningTask.getBatchSize());
@@ -194,7 +196,7 @@ public class AsyncFineTuningTaskService {
     @Async
     public void startFineTuningTask (FineTuningTaskDO fineTuningTask) {
         log.info(" ===== 开始微调任务 ===== stopFinetuning");
-        String modelName = fineTuningTask.getJobModelName()+"-"+fineTuningTask.getDeployCount()+1;
+        String modelName = fineTuningTask.getJobModelName() + "-" + fineTuningTask.getDeployCount() + 1;
         try {
             log.info("开始调用HTTP服务开始微调任务，任务模型名称: {}", modelName);
             createTuning(fineTuningTask);
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncKnowledgeBase.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncKnowledgeBase.java
index 137f0103e..3124fa3a0 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncKnowledgeBase.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncKnowledgeBase.java
@@ -75,14 +75,14 @@ public class AsyncKnowledgeBase {
                     if (lastIndex != -1) {
                         String extension = knowledge.getDocumentName().substring(lastIndex + 1).toLowerCase();
                         log.info("文档扩展名: {}", extension);
-
-                        if ("txt".equals(extension)) {
-                            log.info("文档为 txt 文件，直接上传嵌入，文档 ID: {}", knowledge.getId());
-                            ragHttpService.embedUploadFile(regUploadReqVO);
-                        } else {
-                            log.info("文档为非 txt 文件，调用知识嵌入方法，文档 ID: {}", knowledge.getId());
-                            knowledgeEmbed(knowledge, knowledge.getKnowledgeBaseId());
-                        }
+                        knowledgeEmbed(knowledge, knowledge.getKnowledgeBaseId());
+//                        if ("txt".equals(extension)) {
+//                            log.info("文档为 txt 文件，直接上传嵌入，文档 ID: {}", knowledge.getId());
+//                            ragHttpService.embedUploadFile(regUploadReqVO);
+//                        } else {
+//                            log.info("文档为非 txt 文件，调用知识嵌入方法，文档 ID: {}", knowledge.getId());
+//                            knowledgeEmbed(knowledge, knowledge.getKnowledgeBaseId());
+//                        }
                     } else {
                         log.warn("文档无扩展名，跳过处理，文档 ID: {}", knowledge.getId());
                     }
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
index d561d87c8..cc76c78f6 100644
--- 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
@@ -9,6 +9,7 @@ import cn.iocoder.yudao.module.llm.dal.mysql.modelservice.ModelServiceMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.servername.ServerNameMapper;
 import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
 import cn.iocoder.yudao.module.llm.service.http.vo.*;
+import com.alibaba.fastjson.JSON;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 import org.springframework.scheduling.annotation.Async;
@@ -80,29 +81,90 @@ public class AsyncModelServiceService {
     //模型服务开启
     @Async
     public void startModelService(ModelServiceDO updateObj) {
+//        try {
+//            ModelServiceDO modelServiceDO = modelServiceMapper.selectById(updateObj.getId());
+//            ServerNameDO serverNameDO = serverNameMapper.selectById(modelServiceDO.getGpuType());
+//            if (modelServiceDO.getJobId() != null){
+//                AigcModelDeployVO modelDeployVO = trainHttpService.modelUndeploy(new HashMap<>(),serverNameDO.getHost(), modelServiceDO.getJobId());
+//            }
+//            AigcModelDeploySaveReq aigcModelDeploySaveReq = new AigcModelDeploySaveReq(modelServiceDO.getBaseModelName(),
+//                    "gpu");
+//            ModelDeployRespVO modelDeployRespVO = trainHttpService.modelDeploy(new HashMap<>(),serverNameDO.getHost(), aigcModelDeploySaveReq);
+//            log.info("modelDeploy info {}",modelDeployRespVO);
+//            if (modelDeployRespVO.getMessage().equals("error")){
+//                updateObj.setStatus(3);
+//            }else {
+//                updateObj.setStatus(1);
+//                updateObj.setJobId(modelDeployRespVO.getId());
+//                updateObj.setModelUrl(modelDeployRespVO.getPort()+DEFAULT_MODEL_URL_SUFFIX);
+//            }
+//
+//            modelServiceMapper.updateById(updateObj);
+//        }catch(Exception e){
+////            updateObj.setStatus(3);
+//            modelServiceMapper.updateById(updateObj);
+//        };
         try {
+            log.info("开始启动模型服务，服务ID: {}", updateObj.getId());
+
+            // 查询模型服务信息
+            log.info("正在查询模型服务信息，服务ID: {}", updateObj.getId());
             ModelServiceDO modelServiceDO = modelServiceMapper.selectById(updateObj.getId());
-            ServerNameDO serverNameDO = serverNameMapper.selectById(modelServiceDO.getGpuType());
-            if (modelServiceDO.getJobId() != null){
-                AigcModelDeployVO modelDeployVO = trainHttpService.modelUndeploy(new HashMap<>(),serverNameDO.getHost(), modelServiceDO.getJobId());
+            if (modelServiceDO == null) {
+                log.error("未找到模型服务信息，服务ID: {}", updateObj.getId());
+                throw new RuntimeException("模型服务信息不存在");
             }
-            AigcModelDeploySaveReq aigcModelDeploySaveReq = new AigcModelDeploySaveReq(modelServiceDO.getBaseModelName(),
-                    "gpu");
-            ModelDeployRespVO modelDeployRespVO = trainHttpService.modelDeploy(new HashMap<>(),serverNameDO.getHost(), aigcModelDeploySaveReq);
-            log.info("modelDeploy info {}",modelDeployRespVO);
-            if (modelDeployRespVO.getMessage().equals("error")){
-                updateObj.setStatus(3);
-            }else {
-                updateObj.setStatus(1);
-                updateObj.setJobId(modelDeployRespVO.getId());
-                updateObj.setModelUrl(modelDeployRespVO.getPort()+DEFAULT_MODEL_URL_SUFFIX);
+            log.info("模型服务信息查询成功。服务名称: {}", modelServiceDO.getBaseModelName());
+
+            // 查询 GPU 服务器信息
+            log.info("正在查询 GPU 服务器信息，GPU 类型: {}", modelServiceDO.getGpuType());
+            ServerNameDO serverNameDO = serverNameMapper.selectById(modelServiceDO.getGpuType());
+            if (serverNameDO == null) {
+                log.error("未找到 GPU 服务器信息，GPU 类型: {}", modelServiceDO.getGpuType());
+                throw new RuntimeException("GPU 服务器信息不存在");
+            }
+            log.info("GPU 服务器信息查询成功。主机地址: {}", serverNameDO.getHost());
+
+            // 如果已有任务 ID，则先卸载模型
+            if (modelServiceDO.getJobId() != null) {
+                log.info("检测到已有任务 ID，正在卸载模型，任务ID: {}", modelServiceDO.getJobId());
+                AigcModelDeployVO modelDeployVO = trainHttpService.modelUndeploy(new HashMap<>(), serverNameDO.getHost(), modelServiceDO.getJobId());
+                log.info("模型卸载完成。卸载结果: {}", JSON.toJSONString(modelDeployVO));
             }
 
+            // 构建模型部署请求
+            log.debug("正在构建模型部署请求...");
+            AigcModelDeploySaveReq aigcModelDeploySaveReq = new AigcModelDeploySaveReq(
+                    modelServiceDO.getBaseModelName(), "gpu");
+            log.debug("模型部署请求参数: {}", JSON.toJSONString(aigcModelDeploySaveReq));
+
+            // 发起模型部署请求
+            log.info("正在发起模型部署请求...");
+            ModelDeployRespVO modelDeployRespVO = trainHttpService.modelDeploy(new HashMap<>(), serverNameDO.getHost(), aigcModelDeploySaveReq);
+            log.info("模型部署请求完成。部署结果: {}", JSON.toJSONString(modelDeployRespVO));
+
+            // 更新模型服务状态
+            if ("error".equals(modelDeployRespVO.getMessage())) {
+                log.error("模型部署失败。服务ID: {}", updateObj.getId());
+                updateObj.setStatus(3);
+            } else {
+                log.info("模型部署成功。服务ID: {}", updateObj.getId());
+                updateObj.setStatus(1);
+                updateObj.setJobId(modelDeployRespVO.getId());
+                updateObj.setModelUrl(modelDeployRespVO.getPort() + DEFAULT_MODEL_URL_SUFFIX);
+            }
+
+            // 更新数据库
+            log.info("正在更新数据库中的模型服务状态...");
             modelServiceMapper.updateById(updateObj);
-        }catch(Exception e){
-//            updateObj.setStatus(3);
+            log.info("数据库更新完成。服务ID: {}", updateObj.getId());
+
+        } catch (Exception e) {
+            log.error("启动模型服务时发生异常。服务ID: {}", updateObj.getId(), e);
+            updateObj.setStatus(3);
             modelServiceMapper.updateById(updateObj);
-        };
+        }
+
     }
 
     //调型服务关闭
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/basemodel/BaseModelTaskService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/basemodel/BaseModelTaskService.java
index eca11d2d2..dbeafe0dc 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/basemodel/BaseModelTaskService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/basemodel/BaseModelTaskService.java
@@ -4,9 +4,9 @@ import cn.iocoder.yudao.module.llm.controller.admin.basemodel.vo.BaseModelSaveRe
 import cn.iocoder.yudao.module.llm.dal.dataobject.basemodel.BaseModelDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.servername.ServerNameDO;
 import cn.iocoder.yudao.module.llm.dal.mysql.servername.ServerNameMapper;
-import cn.iocoder.yudao.module.llm.enums.ModelDeployConstantEnum;
 import cn.iocoder.yudao.module.llm.handler.AigcCustomDateTimeDeserializer;
 import cn.iocoder.yudao.module.llm.service.basemodel.vo.ModelListRes;
+import cn.iocoder.yudao.module.llm.service.http.FineTuningTaskHttpService;
 import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcModelDeploySaveReq;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcModelDeployVO;
@@ -43,7 +43,11 @@ public class BaseModelTaskService {
     @Resource
     ServerNameMapper serverNameMapper;
 
+    @Resource
+    private FineTuningTaskHttpService fineTuningTaskHttpService;
+
     private static final String DEFAULT_MODEL_URL_SUFFIX = "/v1/chat/completions";
+
     // 减少维护 先注释掉
     @Scheduled(cron ="0 0/1 * * * ?")
     public void synchronous() throws JsonProcessingException {
@@ -73,7 +77,7 @@ public class BaseModelTaskService {
                 // 构建查询参数并查询模型部署信息
                 String query = "?filter={\"id\":" + modelId + "}";
                 log.debug("正在查询模型部署信息，查询参数: {}", query);
-                String res = trainHttpService.modelTableQuery(new HashMap<>(), serverName.getHost(), "model_deploy", query);
+                String res = fineTuningTaskHttpService.modelTableQuery(new HashMap<>(), serverName.getHost(), "model_deploy", query);
                 log.debug("模型部署信息查询成功。响应内容: {}", res);
 
                 // 解析响应内容
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 e52960471..3a2ef34bd 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
@@ -1,5 +1,6 @@
 package cn.iocoder.yudao.module.llm.service.finetuningtask;
 
+import cn.hutool.core.util.ObjectUtil;
 import cn.iocoder.yudao.module.llm.dal.dataobject.finetuningtask.FineTuningTaskDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.servername.ServerNameDO;
 import cn.iocoder.yudao.module.llm.dal.mysql.finetuningtask.FineTuningTaskMapper;
@@ -7,6 +8,7 @@ import cn.iocoder.yudao.module.llm.dal.mysql.servername.ServerNameMapper;
 import cn.iocoder.yudao.module.llm.enums.FineTuningTaskStatusConstants;
 import cn.iocoder.yudao.module.llm.enums.FinetuningTaskStatusEnum;
 import cn.iocoder.yudao.module.llm.service.basemodel.vo.ModelListRes;
+import cn.iocoder.yudao.module.llm.service.http.FineTuningTaskHttpService;
 import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcFineTuningDetailRespVO;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcModelDeployVO;
@@ -40,9 +42,13 @@ public class FineTuningTaskSyncService {
 
     @Resource
     FineTuningTaskMapper fineTuningTaskMapper;
+
     @Resource
     ServerNameMapper serverNameMapper;
 
+    @Resource
+    private FineTuningTaskHttpService fineTuningTaskHttpService;
+
     @Scheduled(cron = "0 */1 * * * ?")
     public void updateFineTuningTaskStatus() {
         Log.info("FineTuningTaskSync 定时任务启动");
@@ -57,7 +63,7 @@ public class FineTuningTaskSyncService {
                 }
                 String hostUrl = serverNameDO!=null ?serverNameDO.getHost():"";
                 String queryJobs = "?filter={\"job_id\":\""+fineTuningTaskDO.getJobId()+"\"}";
-                String respJobs = trainHttpService.modelTableQuery(new HashMap<>(), hostUrl,"fine_tuning_train_job",queryJobs);
+                String respJobs = fineTuningTaskHttpService.modelTableQuery(new HashMap<>(), hostUrl,"fine_tuning_train_job",queryJobs);
                 AigcFineTuningDetailRespVO resp = new AigcFineTuningDetailRespVO();
                 try {
                     ObjectMapper mapper = new ObjectMapper();
@@ -74,6 +80,9 @@ public class FineTuningTaskSyncService {
                     continue;
                 }
                 FineTuningTaskDO updateObj = new FineTuningTaskDO();
+                if (ObjectUtil.isAllEmpty(resp.getTrain_status())){
+                    continue;
+                }
                 Integer status = FineTuningTaskStatusConstants.getStatus(resp.getTrain_status());
                 if(status != null){
                     updateObj.setId(fineTuningTaskDO.getId());
@@ -109,7 +118,7 @@ public class FineTuningTaskSyncService {
                         updateObj.setStatus(2);
                         // 获取模型id
                         String querModels = "?filter={\"model_name\":\""+resp.getFine_tuned_model()+"\"}";
-                        String resModels = trainHttpService.modelTableQuery(new HashMap<>(),hostUrl, "models",querModels);
+                        String resModels = fineTuningTaskHttpService.modelTableQuery(new HashMap<>(),hostUrl, "models",querModels);
                         log.info("获取 aigc models 表数据 info {}",resModels);
                         JSONArray jsonArrayModels = JSONArray.parseArray(resModels);
 
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 6707a31f4..215cc52bf 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
@@ -2,6 +2,7 @@ package cn.iocoder.yudao.module.llm.service.http;
 
 import cn.hutool.http.HttpRequest;
 import cn.hutool.http.HttpResponse;
+import cn.iocoder.yudao.framework.common.exception.ErrorCode;
 import cn.iocoder.yudao.framework.common.util.http.HttpUtils;
 import cn.iocoder.yudao.module.llm.dal.dataobject.finetuningtask.FineTuningTaskDO;
 import cn.iocoder.yudao.module.llm.framework.backend.config.LLMBackendProperties;
@@ -16,10 +17,15 @@ import org.springframework.stereotype.Service;
 
 import javax.annotation.Resource;
 import java.io.IOException;
+import java.net.ConnectException;
+import java.net.SocketTimeoutException;
 import java.util.Map;
 import java.util.Objects;
 import java.util.concurrent.TimeUnit;
 
+import static cn.iocoder.yudao.framework.common.exception.util.ServiceExceptionUtil.exception;
+import static cn.iocoder.yudao.module.system.enums.ErrorCodeConstants.*;
+
 /**
  * @Description 微调任务相关接口
  */
@@ -88,16 +94,16 @@ public class FineTuningTaskHttpService {
         //  TODO: 在上个方法中已经将数据集的文件id赋予，调试时需要写死再放开
         //  String fileId = "6237ed4d-a046-479c-80d6-8579a0283994";
         //  req.setFileId(fileId);
-
+        String requestUrl = url + llmBackendProperties.getFinetuningCreate();
         try {
             // 记录请求信息
-            log.info("开始创建微调任务，请求URL: {}", url + llmBackendProperties.getFinetuningCreate());
+            log.info("开始创建微调任务，请求URL: {}", requestUrl);
             log.info("请求头: {}", headers);
             log.info("请求体: {}", JSON.toJSONString(req));
 
             // 发起 HTTP 请求
             log.debug("正在发起 HTTP POST 请求...");
-            String res = HttpUtils.post(url + llmBackendProperties.getFinetuningCreate(), headers, JSON.toJSONString(req));
+            String res = HttpUtils.post(requestUrl, headers, JSON.toJSONString(req));
             log.info("HTTP 请求完成。响应内容: {}", res);
 
             // 解析响应
@@ -110,8 +116,56 @@ public class FineTuningTaskHttpService {
             return aigcFineTuningCreateRespVO;
 
         } catch (Exception e) {
-            log.error("创建微调任务时发生异常。请求URL: {}", url + llmBackendProperties.getFinetuningCreate(), e);
-            throw new RuntimeException("微调任务创建失败", e);
+            log.error("创建微调任务时发生异常。请求URL: {}", requestUrl, e);
+            handleHttpException(e);
+        }
+        return null;
+    }
+
+
+    /**
+     * 根据表名称查询数据
+     */
+    public String modelTableQuery(Map<String, String> headers, String urlHost, String tableName, String query) {
+        // 构建完整请求 URL
+        String url = String.format(urlHost + llmBackendProperties.getTableDataQuery(), tableName);
+        url = url + query;
+
+        try {
+            // 记录请求信息
+            log.info("开始查询模型表数据，请求URL: {}", url);
+
+            // 发起 HTTP GET 请求
+            String response = HttpUtils.get(url, headers);
+            log.info("HTTP 请求完成。响应内容: {}", response);
+
+            // 返回响应数据
+            return response;
+
+        } catch (Exception e) {
+            log.error("查询模型表数据时发生异常。请求URL: {}", url, e);
+            handleHttpException(e);
+        }
+
+        return "";
+    }
+
+    /**
+     * 统一处理 HTTP 请求异常
+     */
+    private void handleHttpException(Exception e) {
+        if (e instanceof ConnectException||StringUtils.contains(e.getMessage(), "Connection refused")) {
+            log.error("连接算法服务失败，请检查算法服务是否正常。");
+            throw exception(HTTP_CONNECTION_REFUSED);
+        } else if (e instanceof SocketTimeoutException || StringUtils.contains(e.getMessage(), "connect timed out")) {
+            log.error("连接算法服务超时，请检查网络或算法服务是否正常。");
+            throw exception(HTTP_CONNECTION_TIMEOUT);
+        } else if (e instanceof IOException) {
+            log.error("HTTP 请求发生 IO 异常: {}", e.getMessage());
+            throw exception(HTTP_IO_ERROR);
+        } else {
+            log.error("未知异常: {}", e.getMessage());
+            throw new RuntimeException("HTTP 请求发生未知异常", e);
         }
     }
 }
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/ModelService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/ModelService.java
index 660b08eef..017daec5a 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/ModelService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/ModelService.java
@@ -65,41 +65,68 @@ public class ModelService {
      * @return
      */
     public ModelCompletionsRespVO modelCompletions (String url, ModelCompletionsReqVO req) {
-        if (StringUtils.isBlank(req.getModel())) {
-            req.setModel(DEFAULT_MODEL_ID);
-        }
-
-        log.info("request: {}", req);
-        String result;
-        if (StringUtils.isBlank(url)) {
-            log.info("url1: {}", llmBackendProperties.getModelCompletions());
-            result = HttpUtils.post(llmBackendProperties.getModelCompletions(), null, JSON.toJSONString(req));
-        } else {
-            log.info("url2: {}", url);
-            result = HttpUtils.post(url, null, JSON.toJSONString(req));
-        }
-        log.info("11 response: {}", result);
-        if (StringUtils.isBlank(result)) {
-            return null;
-        }
         try {
+            log.info("开始处理模型补全请求...");
+
+            // 检查模型是否为空，若为空则设置默认模型
+            if (StringUtils.isBlank(req.getModel())) {
+                log.debug("模型ID为空，设置为默认模型: {}", DEFAULT_MODEL_ID);
+                req.setModel(DEFAULT_MODEL_ID);
+            }
+
+            // 记录请求信息
+            log.info("请求参数: {}", JSON.toJSONString(req));
+
+            // 发起 HTTP POST 请求
+            String result;
+            if (StringUtils.isBlank(url)) {
+                log.info("URL为空，使用默认URL: {}", llmBackendProperties.getModelCompletions());
+                result = HttpUtils.post(llmBackendProperties.getModelCompletions(), null, JSON.toJSONString(req));
+            } else {
+                log.info("使用指定URL: {}", url);
+                result = HttpUtils.post(url, null, JSON.toJSONString(req));
+            }
+
+            log.info("HTTP 请求完成。响应内容: {}", result);
+
+            // 检查响应是否为空
+            if (StringUtils.isBlank(result)) {
+                log.warn("响应内容为空，返回 null");
+                return null;
+            }
+
+            // 解析响应内容
+            log.info("正在解析响应内容...");
             ChatCompletion chatCompletion = JSON.parseObject(result, ChatCompletion.class);
+
+            // 检查响应内容是否包含错误信息
             if (StringUtils.isBlank(chatCompletion.getDetail())) {
+                log.info("响应内容无错误信息，提取回答内容...");
+
+                // 提取回答内容
                 String respContent = chatCompletion.getChoices().get(0).getMessage().getContent();
                 String patternString = "(<think>.*?</think>)";
                 Pattern pattern = Pattern.compile(patternString, Pattern.DOTALL);
                 Matcher matcher = pattern.matcher(respContent);
                 String answerContent = matcher.replaceAll("");
-                // 没有detail，就是没有错误
+
+                // 构建返回对象
                 ModelCompletionsRespVO respVO = new ModelCompletionsRespVO();
                 respVO.setSystem("助手");
                 respVO.setQuestion(req.getMessages().get(req.getMessages().size() - 1).getContent());
                 respVO.setAnswer(answerContent);
+
+                log.info("模型补全请求处理成功。返回结果: {}", JSON.toJSONString(respVO));
                 return respVO;
+
+            } else {
+                log.warn("响应内容包含错误信息，返回 null");
+                return null;
             }
-            return null;
+
         } catch (Exception e) {
-            throw new RuntimeException(e);
+            log.error("处理模型补全请求时发生异常。", e);
+            throw new RuntimeException("模型补全请求处理失败", e);
         }
     }
 
@@ -144,7 +171,7 @@ public class ModelService {
         ServerNameDO server = getServerByType(gpuType);
         String baseUrl = server.getHost();
         if (baseUrl == null || baseUrl.trim().isEmpty()) {
-            log.warn("GPU: Type: {} , Name: {} , Host: {}", gpuType, server.getCardServerName(), baseUrl);
+            log.info("GPU: Type: {} , Name: {} , Host: {}", gpuType, server.getCardServerName(), baseUrl);
             return Collections.emptyList();
         }
 
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java
index 9eeaa76a0..59d340c59 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java
@@ -395,11 +395,11 @@ public class RagHttpService {
         log.info("成功获取文件字节数组，文件大小: {} 字节", fileBytes.length);
 
         // 创建 OkHttpClient 实例
-        log.info("创建 OkHttpClient 实例，设置超时时间为 30 分钟");
+        log.info("创建 OkHttpClient 实例，设置超时时间为 3 分钟");
         OkHttpClient client = new OkHttpClient.Builder()
-                .connectTimeout(30, TimeUnit.MINUTES)
-                .readTimeout(30, TimeUnit.MINUTES)
-                .writeTimeout(30, TimeUnit.MINUTES)
+                .connectTimeout(3, TimeUnit.MINUTES)
+                .readTimeout(3, TimeUnit.MINUTES)
+                .writeTimeout(3, TimeUnit.MINUTES)
                 .build();
 
         // 创建 MultipartBody
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 214b41260..12309ad4b 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
@@ -11,17 +11,23 @@ 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
  */
@@ -145,19 +151,6 @@ public class TrainHttpService {
         return null;
     }
 
-
-    /**
-     * 根据表名称查询数据
-     */
-    public String modelTableQuery (Map<String, String> headers, String urlHost, String tableName, String query) {
-        String url = String.format(urlHost + llmBackendProperties.getTableDataQuery(), tableName);
-        url = url + query;
-        String res = HttpUtils.get(url, headers);
-        log.info(" model query info :{}", res);
-        return res;
-
-    }
-
     public AigcFineTuningDetailRespVO finetuningDetail (Map<String, String> headers, String jobId) {
         login(headers);
         String finetuningDetail = llmBackendProperties.getFinetuningDetail();
@@ -228,32 +221,70 @@ public class TrainHttpService {
     }
 
     public ModelDeployRespVO modelDeploy (Map<String, String> headers, String url, AigcModelDeploySaveReq req) {
-        //        login(headers);
-        String modelDeploy = llmBackendProperties.getModelDeploy();
-        log.info(" modelDeploy request:{}", JSON.toJSONString(req));
-        String res = HttpUtils.post(url + modelDeploy, headers, JSON.toJSONString(req));
-        log.info(" modelDeploy:{}", res);
-        JSONObject parseObject = JSON.parseObject(res);
-        ModelDeployRespVO modelDeployRespVO = new ModelDeployRespVO();
+        try {
+            log.info("开始部署模型，请求URL: {}", url + llmBackendProperties.getModelDeploy());
 
-        log.info("--- {}", parseObject);
-        if (parseObject.containsKey("error")) {
-            modelDeployRespVO.setMessage("error");
+            // 记录请求参数
+            log.info("请求参数: {}", JSON.toJSONString(req));
+
+            // 发起 HTTP POST 请求
+            String res = HttpUtils.post(url + llmBackendProperties.getModelDeploy(), headers, JSON.toJSONString(req));
+            log.info("HTTP 请求完成。响应内容: {}", res);
+
+            // 解析响应内容
+            log.debug("正在解析响应内容...");
+            JSONObject parseObject = JSON.parseObject(res);
+            ModelDeployRespVO modelDeployRespVO = new ModelDeployRespVO();
+
+            // 检查响应是否包含错误
+            if (parseObject.containsKey("error")) {
+                log.error("模型部署失败。响应中包含错误信息: {}", parseObject.getString("error"));
+                modelDeployRespVO.setMessage("error");
+                return modelDeployRespVO;
+            }
+
+            // 解析响应为 ModelDeployRespVO 对象
+            modelDeployRespVO = JSON.parseObject(res.getBytes(), ModelDeployRespVO.class);
+            log.info("模型部署成功。部署结果: {}", JSON.toJSONString(modelDeployRespVO));
+
+            // 返回结果
             return modelDeployRespVO;
-        }
-        modelDeployRespVO = JSON.parseObject(res.getBytes(), ModelDeployRespVO.class);
 
-        return modelDeployRespVO;
+        } catch (Exception e) {
+            log.error("部署模型时发生异常。请求URL: {}", url + llmBackendProperties.getModelDeploy(), e);
+            ModelDeployRespVO errorResp = new ModelDeployRespVO();
+            errorResp.setMessage("error");
+            return errorResp;
+        }
     }
 
     public AigcModelDeployVO modelUndeploy (Map<String, String> headers, String url, Long deployId) {
-        //        login(headers);
-        String modelDeploy = llmBackendProperties.getModelUndeploy();
-        String res = HttpUtils.post(url + modelDeploy + deployId, headers, "");
-        log.info(" modelDeploy:{}", res);
-        AigcModelDeployVO modelDeployRespVO = JSON.parseObject(res, AigcModelDeployVO.class);
-        log.info(" modelDeploy:{}", modelDeployRespVO);
-        return modelDeployRespVO;
+        try {
+            log.info("开始卸载模型部署，部署ID: {}", deployId);
+
+            // 构建请求 URL
+            String modelDeploy = llmBackendProperties.getModelUndeploy();
+            String requestUrl = url + modelDeploy + deployId;
+            log.info("构建请求 URL: {}", requestUrl);
+
+            // 发起 HTTP POST 请求
+            log.info("正在发起 HTTP POST 请求...");
+            String res = HttpUtils.post(requestUrl, headers, "");
+            log.info("HTTP 请求完成。响应内容: {}", res);
+
+            // 解析响应内容
+            log.info("正在解析响应内容...");
+            AigcModelDeployVO modelDeployRespVO = JSON.parseObject(res, AigcModelDeployVO.class);
+            log.info("响应解析完成。模型卸载结果: {}", JSON.toJSONString(modelDeployRespVO));
+
+            // 返回结果
+            return modelDeployRespVO;
+
+        } catch (Exception e) {
+            log.error("卸载模型部署时发生异常。部署ID: {}", deployId, e);
+            throw new RuntimeException("模型卸载失败", e);
+        }
+
     }
 
     /**
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 752b0747c..2bab4ae3e 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
@@ -147,14 +147,22 @@ public class ModelServiceServiceImpl implements ModelServiceService {
     public void deleteModelService (Long id) {
         // 校验存在
         validateModelServiceExists(id);
+
         // 校验使用
         validateModelUse(id);
 
         ModelServiceDO modelServiceDO = modelServiceMapper.selectById(id);
         ServerNameDO serverNameDO = serverNameService.getServerName(modelServiceDO.getGpuType());
-        trainHttpService.modelUndeploy(new HashMap<>(), serverNameDO.getHost(),modelServiceDO.getJobId());
-        // 删除
+
+        // 发起模型卸载请求
+        log.info("正在发起模型卸载请求，服务ID: {}", id);
+        trainHttpService.modelUndeploy(new HashMap<>(), serverNameDO.getHost(), modelServiceDO.getJobId());
+        log.info("模型卸载请求完成，服务ID: {}", id);
+
+        // 删除模型服务
+        log.debug("正在删除模型服务，服务ID: {}", id);
         modelServiceMapper.deleteById(id);
+        log.info("模型服务删除成功，服务ID: {}", id);
     }
 
     /**
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceTaskSyncService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceTaskSyncService.java
index c9d53bad6..d08407490 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceTaskSyncService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelservice/ModelServiceTaskSyncService.java
@@ -1,39 +1,26 @@
 package cn.iocoder.yudao.module.llm.service.modelservice;
 
-import cn.hutool.json.JSONObject;
 import cn.iocoder.yudao.framework.common.util.collection.CollectionUtils;
-import cn.iocoder.yudao.module.llm.controller.admin.dataset.dto.DataJsonTemplate;
 import cn.iocoder.yudao.module.llm.dal.dataobject.modelservice.ModelServiceDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.servername.ServerNameDO;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelservice.ModelServiceMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.servername.ServerNameMapper;
 import cn.iocoder.yudao.module.llm.enums.ModelDeployConstantEnum;
 import cn.iocoder.yudao.module.llm.handler.AigcCustomDateTimeDeserializer;
-import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
+import cn.iocoder.yudao.module.llm.service.http.FineTuningTaskHttpService;
 import cn.iocoder.yudao.module.llm.service.http.vo.AigcModelDeployVO;
-import cn.iocoder.yudao.module.llm.service.http.vo.AigcRespVO;
-import com.alibaba.fastjson.JSON;
 import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
-import com.esotericsoftware.kryo.serializers.TimeSerializers;
-import com.fasterxml.jackson.core.JsonProcessingException;
 import com.fasterxml.jackson.core.type.TypeReference;
 import com.fasterxml.jackson.databind.ObjectMapper;
 import com.fasterxml.jackson.databind.module.SimpleModule;
 import com.fasterxml.jackson.datatype.jsr310.JavaTimeModule;
-import com.fasterxml.jackson.datatype.jsr310.deser.LocalDateTimeDeserializer;
-import com.fasterxml.jackson.datatype.jsr310.ser.LocalDateTimeSerializer;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.scheduling.annotation.Scheduled;
 import org.springframework.stereotype.Component;
 
 
 import javax.annotation.Resource;
-import java.net.URLEncoder;
 import java.time.LocalDateTime;
-import java.time.OffsetDateTime;
-import java.time.format.DateTimeFormatter;
-import java.util.Collections;
-import java.util.Comparator;
 import java.util.HashMap;
 import java.util.List;
 
@@ -41,15 +28,15 @@ import java.util.List;
 @Component
 @Slf4j
 public class ModelServiceTaskSyncService {
-    @Resource
-    private TrainHttpService trainHttpService;
+
     @Resource
     private ModelServiceMapper modelServiceMapper;
 
     @Resource
     ServerNameMapper serverNameMapper;
 
-
+    @Resource
+    private FineTuningTaskHttpService fineTuningTaskHttpService;
 
     @Scheduled(cron = "0 */2 * * * ?")
     public void syncStatusModels() {
@@ -70,7 +57,7 @@ public class ModelServiceTaskSyncService {
                     String query = "?filter={\"id\":"+jobid+"}";
                     ServerNameDO serverNameDO = serverNameMapper.selectById(modelServiceDO.getGpuType());
                     String hostUrl = serverNameDO!=null ?serverNameDO.getHost():"";
-                    String res = trainHttpService.modelTableQuery(new HashMap<>(), hostUrl,"model_deploy",query);
+                    String res = fineTuningTaskHttpService.modelTableQuery(new HashMap<>(), hostUrl,"model_deploy",query);
                     log.info("获取 aigc model_deploy 表数据 info {}",res);
                     ObjectMapper mapper = new ObjectMapper();
                     mapper.registerModule(new JavaTimeModule());
diff --git a/yudao-module-system/yudao-module-system-api/src/main/java/cn/iocoder/yudao/module/system/enums/ErrorCodeConstants.java b/yudao-module-system/yudao-module-system-api/src/main/java/cn/iocoder/yudao/module/system/enums/ErrorCodeConstants.java
index 96052dc72..74861f344 100644
--- a/yudao-module-system/yudao-module-system-api/src/main/java/cn/iocoder/yudao/module/system/enums/ErrorCodeConstants.java
+++ b/yudao-module-system/yudao-module-system-api/src/main/java/cn/iocoder/yudao/module/system/enums/ErrorCodeConstants.java
@@ -163,4 +163,8 @@ public interface ErrorCodeConstants {
     // ========== 站内信发送 1-002-028-000 ==========
     ErrorCode NOTIFY_SEND_TEMPLATE_PARAM_MISS = new ErrorCode(1_002_028_000, "模板参数({})缺失");
 
+    // ========== HTTP 模块错误码 1-003-000-000==========
+    ErrorCode HTTP_CONNECTION_REFUSED = new ErrorCode(1_003_000_000, "HTTP 请求失败，连接被拒绝");
+    ErrorCode HTTP_CONNECTION_TIMEOUT = new ErrorCode(1_003_000_001, "HTTP 请求失败，连接超时");
+    ErrorCode HTTP_IO_ERROR = new ErrorCode(1_003_000_002, "HTTP 请求失败，IO 异常");
 }
diff --git a/yudao-server/src/main/resources/application-prod.yaml b/yudao-server/src/main/resources/application-prod.yaml
index ed83d6f95..dd791ff57 100644
--- a/yudao-server/src/main/resources/application-prod.yaml
+++ b/yudao-server/src/main/resources/application-prod.yaml
@@ -249,23 +249,23 @@ llm:
     #################### 8123: RAG服务、训练集和标注相关API。 ###################
     ### RAG服务
     #RAG健康检查 GET
-    rag_health: http://36.103.199.248:8123/health
+    rag_health: http://127.0.0.1:8123/health
     #上传并向量化 POST
-    rag_embed: http://36.103.199.248:8123/embed
+    rag_embed: http://127.0.0.1:8123/embed
     #获取所有向量id GET
-    rag_ids: http://36.103.199.248:8123/ids
+    rag_ids: http://127.0.0.1:8123/ids
     #根据id获取文档 GET
-    rag_documents: http://36.103.199.248:8123/documents
+    rag_documents: http://127.0.0.1:8123/documents
     #根据id删除文档 DEL
-    rag_documents_del: http://36.103.199.248:8123/documents
+    rag_documents_del: http://127.0.0.1:8123/documents
     #根据file_id检索向量 POST
-    rag_query: http://36.103.199.248:8123/query
+    rag_query: http://127.0.0.1:8123/query
     #支持多个文件id查询向量 GET
-    rag_query_multiple: http://36.103.199.248:8123/query_multiple
+    rag_query_multiple: http://127.0.0.1:8123/query_multiple
     # 知识库向量嵌入
-    embed: http://36.103.199.248:8123/embed
+    embed: http://127.0.0.1:8123/embed
     # 知识库查询
-    embed_query: http://36.103.199.248:8123/query
+    embed_query: http://127.0.0.1:8123/query
 
     #### LLM train and service api 训练集、标注相关API
     # 训练集列表 GET
@@ -283,26 +283,28 @@ llm:
 
     #################### 9000: 大模型管理、微调任务、文件上传和模型部署相关API。 ###################
     # 大模型列表 GET
-    models_list: http://36.103.199.248:9000/api/models
+    models_list: http://127.0.0.1:9000/api/models
     # 登录 POST
-    login: http://36.103.199.248:9000/api/auth/login
-    account: http://36.103.199.248:9000/api/auth/account
+    login: http://127.0.0.1:9000/api/auth/login
+    account: http://127.0.0.1:9000/api/auth/account
     login_username: admin
     login_password: admin
     # 微调任务详情 GET
-    finetuning_detail: http://36.103.199.248:9000/api/finetuning
+    finetuning_detail: http://127.0.0.1:9000/api/finetuning
     # 微调任务取消
-    finetuning_cancel: http://36.103.199.248:9000/api/finetuning/%s/cancel
+    finetuning_cancel: http://127.0.0.1:9000/api/finetuning/%s/cancel
     # 微调文件列表 GET
-    finetuning_file_list: http://36.103.199.248:9000/api/files?purpose=fine-tune
+    finetuning_file_list: http://127.0.0.1:9000/api/files?purpose=fine-tune
     # 模型部署
-    model_create: http://36.103.199.248:9000/api/models
+    model_create: http://127.0.0.1:9000/api/models
     # aigc模型推理
-    aigc_model_completions: http://36.103.199.248:9000/api/channels/chat/completions
-    # 微调文件上传
+    aigc_model_completions: http://127.0.0.1:9000/api/channels/chat/completions
+
+
     #################### 5123: 微调任务、模型部署、文件管理、提示词优化、自动评估、文生图等API。 ###################
-    aigc_file_upload: /api/files
     # 创建微调任务 POST
+    # 微调文件上传
+    aigc_file_upload: /api/files
     finetuning_create: /llm/finetuning
     # 日志获取
     finetuning_log: /llm/get_log
@@ -330,9 +332,9 @@ llm:
     #################### 30000: 大模型对话相关API。 ###################
     #### 大模型对话
     # 模型列表 GET
-    base_model_list: http://36.103.199.248:30000/model/v1/models
+    base_model_list: http://127.0.0.1:30000/model/v1/models
     # 模型对话 POST
-    model_completions: http://36.103.199.248:30000/v1/chat/completions
+    model_completions: http://127.0.0.1:30000/v1/chat/completions
 
     #################### 48080: 应用和管理服务相关API。 ###################
     application_api: http://localhost:48080/admin-api/llm/application/api/apiKey/chat