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 5dbec90fd..eca11d2d2 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
@@ -11,6 +11,7 @@ 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;
 import cn.iocoder.yudao.module.llm.service.http.vo.ModelDeployRespVO;
+import com.alibaba.fastjson.JSON;
 import com.alibaba.fastjson.JSONArray;
 import com.alibaba.fastjson.JSONObject;
 import com.esotericsoftware.minlog.Log;
@@ -19,6 +20,7 @@ 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 lombok.extern.slf4j.Slf4j;
 import org.springframework.scheduling.annotation.Scheduled;
 import org.springframework.stereotype.Component;
 
@@ -29,6 +31,7 @@ import java.util.List;
 import java.util.stream.Collectors;
 
 @Component
+@Slf4j
 public class BaseModelTaskService {
 
     @Resource
@@ -44,44 +47,90 @@ public class BaseModelTaskService {
     // 减少维护 先注释掉
     @Scheduled(cron ="0 0/1 * * * ?")
     public void synchronous() throws JsonProcessingException {
-        List<BaseModelDO> baseModelList = baseModelService.getBaseModelList();
-        for (BaseModelDO baseModelDO : baseModelList) {
-            Long modelId = baseModelDO.getModelId();
-            Long gpuId = baseModelDO.getGpuId();
-            ServerNameDO serverNameDO1 = serverNameMapper.selectById(gpuId);
-            String query = "?filter={\"id\":" + modelId + "}";
-            String res = trainHttpService.modelTableQuery(new HashMap<>(), serverNameDO1.getHost(),"model_deploy", query);
+        try {
+            log.info("开始同步基础模型信息...");
 
-            ObjectMapper mapper = new ObjectMapper();
-            mapper.registerModule(new JavaTimeModule());
-            SimpleModule module = new SimpleModule();
-            module.addDeserializer(LocalDateTime.class, new AigcCustomDateTimeDeserializer());
-            mapper.registerModule(module);
-            // 获取gpuhost主机
-            ServerNameDO serverNameDO = serverNameMapper.selectById(baseModelDO.getGpuId());
-            List<AigcModelDeployVO> aigcModelDeployVOS = mapper.readValue(res,new TypeReference<List<AigcModelDeployVO>>() {});
-            if (!aigcModelDeployVOS.isEmpty()) {
-                AigcModelDeployVO latestRecord = aigcModelDeployVOS.get(0);
-                String status = latestRecord.getStatus();
-                if(status.equals("stop")){
+            // 获取所有基础模型列表
+            log.debug("正在查询所有基础模型列表...");
+            List<BaseModelDO> baseModelList = baseModelService.getBaseModelList();
+            log.info("成功查询到 {} 个基础模型。", baseModelList.size());
 
-                    AigcModelDeploySaveReq aigcModelDeploySaveReq = new AigcModelDeploySaveReq(baseModelDO.getAigcModelName(),
-                            "gpu");
-                    ModelDeployRespVO modelDeployRespVO = trainHttpService.modelDeploy(new HashMap<>(),serverNameDO.getHost(), aigcModelDeploySaveReq);
-                    if (!modelDeployRespVO.getMessage().equals("error")) {
-                        BaseModelSaveReqVO baseModelSaveReqVO = new BaseModelSaveReqVO();
-                        baseModelSaveReqVO.setId(baseModelDO.getId());
-                        baseModelSaveReqVO.setModelId(modelDeployRespVO.getId());
-                        baseModelSaveReqVO.setChatUrl(modelDeployRespVO.getPort() + DEFAULT_MODEL_URL_SUFFIX);
-                        baseModelService.updateBaseModel(new BaseModelSaveReqVO());
+            // 遍历每个基础模型
+            for (BaseModelDO baseModelDO : baseModelList) {
+                Long modelId = baseModelDO.getModelId();
+                Long gpuId = baseModelDO.getGpuId();
+                log.debug("正在处理基础模型，模型ID: {}, GPU ID: {}", modelId, gpuId);
+
+                // 查询 GPU 服务器信息
+                log.debug("正在查询 GPU 服务器信息，GPU ID: {}", gpuId);
+                ServerNameDO serverName = serverNameMapper.selectById(gpuId);
+                if (serverName == null) {
+                    log.error("未找到 GPU 服务器信息，GPU ID: {}", gpuId);
+                    continue;
+                }
+                log.debug("GPU 服务器信息查询成功。主机地址: {}", serverName.getHost());
+
+                // 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);
+                log.debug("模型部署信息查询成功。响应内容: {}", res);
+
+                // 解析响应内容
+                log.debug("正在解析模型部署信息...");
+                ObjectMapper mapper = new ObjectMapper();
+                mapper.registerModule(new JavaTimeModule());
+                SimpleModule module = new SimpleModule();
+                module.addDeserializer(LocalDateTime.class, new AigcCustomDateTimeDeserializer());
+                mapper.registerModule(module);
+                List<AigcModelDeployVO> aigcModelDeploys = mapper.readValue(res, new TypeReference<List<AigcModelDeployVO>>() {});
+                log.debug("模型部署信息解析完成。记录数量: {}", aigcModelDeploys.size());
+
+                if (!aigcModelDeploys.isEmpty()) {
+                    AigcModelDeployVO latestRecord = aigcModelDeploys.get(0);
+                    String status = latestRecord.getStatus();
+                    log.debug("最新模型部署记录状态: {}", status);
+
+                    // 如果模型状态为 "stop"，则重新部署
+                    if ("stop".equals(status)) {
+                        log.info("模型状态为 'stop'，正在重新部署模型...");
+
+                        // 构建模型部署请求
+                        AigcModelDeploySaveReq aigcModelDeploySaveReq = new AigcModelDeploySaveReq(
+                                baseModelDO.getAigcModelName(), "gpu");
+                        log.debug("模型部署请求参数: {}", JSON.toJSONString(aigcModelDeploySaveReq));
+
+                        // 发起模型部署请求
+                        ModelDeployRespVO modelDeployRespVO = trainHttpService.modelDeploy(
+                                new HashMap<>(), serverName.getHost(), aigcModelDeploySaveReq);
+                        log.debug("模型部署请求完成。响应内容: {}", JSON.toJSONString(modelDeployRespVO));
+
+                        // 更新基础模型信息
+                        if (!"error".equals(modelDeployRespVO.getMessage())) {
+                            log.info("模型部署成功。正在更新基础模型信息...");
+                            BaseModelSaveReqVO baseModelSaveReqVO = new BaseModelSaveReqVO();
+                            baseModelSaveReqVO.setId(baseModelDO.getId());
+                            baseModelSaveReqVO.setModelId(modelDeployRespVO.getId());
+                            baseModelSaveReqVO.setChatUrl(modelDeployRespVO.getPort() + DEFAULT_MODEL_URL_SUFFIX);
+                            baseModelService.updateBaseModel(baseModelSaveReqVO);
+                            log.info("基础模型信息更新完成。模型ID: {}", baseModelDO.getId());
+                        } else {
+                            log.error("模型部署失败。模型ID: {}", baseModelDO.getId());
+                        }
                     }
+                } else {
+                    log.warn("未找到模型部署记录。模型ID: {}", modelId);
                 }
             }
+
+            log.info("基础模型信息同步完成。");
+        } catch (Exception e) {
+            log.error("同步基础模型信息时发生异常。", e);
+            throw e;
         }
     }
 
 
-
 //    @Scheduled(cron ="0 0/1 * * * ?")
     public void updateBaseModel() {
         Log.info("定时任务启动");
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 8afabb096..976396488 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
@@ -263,6 +263,10 @@ public class FineTuningTaskServiceImpl implements FineTuningTaskService {
                 .map(FineTuningTaskDO::getGpuType)
                 .filter(Objects::nonNull)
                 .collect(Collectors.toList());
+
+        if (CollectionUtils.isEmpty(gpuTypeIds)){
+            return respVOS;
+        }
         List<ServerNameDO> serverNameDOS = serverNameMapper.selectList(new LambdaQueryWrapper<ServerNameDO>()
                 .in(ServerNameDO::getId, gpuTypeIds));
         Map<Long, ServerNameDO> longServerNameDOMap = cn.iocoder.yudao.framework.common.util.collection.CollectionUtils
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 614f5e0c2..9c014e423 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
@@ -157,8 +157,8 @@ public class TrainHttpService {
         try {
             // 记录请求信息
             log.info("开始创建微调任务，请求URL: {}", url + llmBackendProperties.getFinetuningCreate());
-            log.debug("请求头: {}", headers);
-            log.debug("请求体: {}", JSON.toJSONString(req));
+            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...");