修改逻辑如下

     * 创建验证任务
     * 如果有验证集（testBatchNumList）则在任务目录下创建train文件夹下放trainBatchNumList的数据
     *                                           创建val文件夹下放testBatchNumList有标注的数据
     * 如果没有验证集（testBatchNumList）则在任务目录下直接创建image、label、result等文件夹

taais-admin/src/main/java/com/taais/TaaisApplication.java

@@ -1,5 +1,6 @@
 package com.taais;
 
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.boot.SpringApplication;
 import org.springframework.boot.autoconfigure.SpringBootApplication;
 import org.springframework.boot.autoconfigure.jdbc.DataSourceAutoConfiguration;
@@ -10,11 +11,12 @@ import org.springframework.scheduling.annotation.EnableScheduling;
  *
  * @author wgk
  */
+@Slf4j
 @EnableScheduling
 @SpringBootApplication(exclude = {DataSourceAutoConfiguration.class}, scanBasePackages = {"com.taais"})
 public class TaaisApplication {
     public static void main(String[] args) {
         SpringApplication.run(TaaisApplication.class, args);
-        System.out.println("Taais 启动成功! 🎉🎉🎉🎉🎉");
+        log.info("Taais start successed! v2025/8/13🎉🎉🎉🎉🎉");
     }
 }

taais-modules/taais-biz/src/main/java/com/taais/biz/service/impl/TargetIdentificationTaskServiceImpl.java

@@ -228,12 +228,20 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
         return null;
     }
 
+    /**
+     * 创建验证任务
+     * 如果有验证集（testBatchNumList）则在任务目录下创建train文件夹下放trainBatchNumList的数据
+     *                                           创建val文件夹下放testBatchNumList有标注的数据
+     * 如果没有验证集（testBatchNumList）则在任务目录下直接创建image、label、result等文件夹
+     * @param taskId
+     * @param taskDto
+     * @return
+     */
     private Map<String, String> createTrainTask(Long taskId, CreateTargetIdentificationTaskDto taskDto) {
         List<TaskDto> algTaskList = taskDto.getAlgTaskList();
         List<String> trainBatchNumList = taskDto.getTrainBatchNumList();
-        if (trainBatchNumList.isEmpty()) {
-            return null;
-        }
+        List<String> testBatchNumList = taskDto.getTestBatchNumList();
+        boolean hasValidate = false;
         TargetIdentificationSubtaskBo subtask = new TargetIdentificationSubtaskBo();
         subtask.setName("训练");
         subtask.setStatus(BizConstant.TASK_STATUS_PENDING);
@@ -256,6 +264,17 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
 
             List<String> params = List.of(algTask.getParams().split(";;;"));
 
+            if (testBatchNumList != null && !testBatchNumList.isEmpty()) {
+                // 检查是否有验证集
+                for (String batchNum : testBatchNumList) {
+                    boolean hasValidationSet = hasValidationSet(batchNum);
+                    if(hasValidationSet){
+                        hasValidate = true;
+                        break;
+                    }
+            }}
+
+
             for (int i = 0; i < trainBatchNumList.size(); i++) {
                 String batchNum = trainBatchNumList.get(i);
                 TargetIdentificationSubtaskDetailsBo subtaskDetail = new TargetIdentificationSubtaskDetailsBo();
@@ -272,7 +291,19 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
                 subtaskDetail.setPreprocessPath(subtaskPath);
                 subtaskDetail.setResultPath(subtaskPath + "/result");
                 subtaskDetail.setIndex((long) i);
-                copyFilesToPath(batchNum, subtaskPath);
+
+                // 如果有验证集（testBatchNumList）则在任务目录下创建train文件夹下放trainBatchNumList的数据
+                //                                           创建val文件夹下放testBatchNumList有标注的数据
+                // 如果没有验证集（testBatchNumList）则在任务目录下直接创建image、label、result等文件夹
+                if(hasValidate){
+                    String testBatchNum = testBatchNumList.get(0);
+                    // 创建
+                    copyFilesToPath(batchNum, subtaskPath, "/train");
+                    copyFilesToPath(testBatchNum, subtaskPath,"/val", true);
+                } else {
+                    copyFilesToPath(batchNum, subtaskPath,"");
+                }
+
 
                 subtaskDetailsService.insert(subtaskDetail);
             }
@@ -289,18 +320,19 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
      * @param batch
      * @param path
      */
-    private void copyFilesToPath(String batch, String path) {
+    private void copyFilesToPath(String batch, String path , String namePrefix) {
+        String all_path = path + namePrefix;
         String[] batches = batch.split(",");
 
-        File dir = new File(PATH_PREFIX + path);
+        File dir = new File(PATH_PREFIX + all_path);
         if (!dir.exists()) {
             dir.mkdirs();
         }
-        dir = new File(PATH_PREFIX + path + "/images");
+        dir = new File(PATH_PREFIX + all_path + "/images");
         if (!dir.exists()) {
             dir.mkdirs();
         }
-        dir = new File(PATH_PREFIX + path + "/labels");
+        dir = new File(PATH_PREFIX + all_path + "/labels");
         if (!dir.exists()) {
             dir.mkdirs();
         }
@@ -318,12 +350,13 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
                 String relativePath = WORK_DIR + strings[strings.length - 1];
                 relativePath = relativePath.replace("\\", "/").replace("//", "/");
                 File file = new File(relativePath);
-                System.out.println(file.getAbsolutePath());
+                log.info(file.getAbsolutePath());
+                System.out.println();
                 if (file.exists()) {
                     try {
-                        File dist = new File(PATH_PREFIX + path + "/images/" + file.getName());
+                        File dist = new File(PATH_PREFIX + all_path + "/images/" + file.getName());
                         FileUtils.copyFile(file, dist);
-                        System.out.println("file dist: " + dist.getAbsolutePath());
+                        log.info("file dist: " + dist.getAbsolutePath());
                     } catch (IOException e) {
                         Log.debug("bug found");
                         continue;
@@ -336,9 +369,9 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
                     file = new File(relativePath);
                     if (file.exists()) {
                         try {
-                            File dist = new File(PATH_PREFIX + path + "/labels/" + file.getName());
+                            File dist = new File(PATH_PREFIX + all_path + "/labels/" + file.getName());
                             FileUtils.copyFile(file, dist);
-                            System.out.println("file dist: " + dist.getAbsolutePath());
+                            log.info("file dist: " + dist.getAbsolutePath());
                         } catch (IOException e) {
                             Log.debug("bug found");
                             continue;
@@ -354,18 +387,19 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
      * @param batch
      * @param path
      */
-    private void copyFilesToPath(String batch, String path, boolean moveLabelFile) {
+    private void copyFilesToPath(String batch, String path, String namePrefix, boolean moveLabelFile) {
+        String allPath = path + namePrefix;
         String[] batches = batch.split(",");
 
-        File dir = new File(PATH_PREFIX + path);
+        File dir = new File(PATH_PREFIX + allPath);
         if (!dir.exists()) {
             dir.mkdirs();
         }
-        dir = new File(PATH_PREFIX + path + "/images");
+        dir = new File(PATH_PREFIX + allPath + "/images");
         if (!dir.exists()) {
             dir.mkdirs();
         }
-        dir = new File(PATH_PREFIX + path + "/labels");
+        dir = new File(PATH_PREFIX + allPath + "/labels");
         if (!dir.exists()) {
             dir.mkdirs();
         }
@@ -393,9 +427,9 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
                             continue;
                         }
                         try {
-                            File dist = new File(PATH_PREFIX + path + "/labels/" + file.getName());
+                            File dist = new File(PATH_PREFIX + allPath + "/labels/" + file.getName());
                             FileUtils.copyFile(file, dist);
-                            System.out.println("file dist: " + dist.getAbsolutePath());
+                            log.info("file dist: " + dist.getAbsolutePath());
                         } catch (IOException e) {
                             log.error("e happens: {}", e.getMessage());
                             continue;
@@ -412,10 +446,10 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
                 file = new File(relativePath);
                 if (file.exists()) {
                     try {
-                        File dist = new File(PATH_PREFIX + path + "/images/" + file.getName());
+                        File dist = new File(PATH_PREFIX + allPath + "/images/" + file.getName());
                         log.info("get filename: {}", file.getName());
                         FileUtils.copyFile(file, dist);
-                        System.out.println("file dist: " + dist.getAbsolutePath());
+                        log.info("file dist: " + dist.getAbsolutePath());
                     } catch (IOException e) {
                         Log.debug("bug found");
                         continue;
@@ -514,7 +548,7 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
                 if (hasValidationSet(batchNum)) {
                     subtaskDetail.setName(algName + "_验证");
                     subtaskDetail.setParameters(params.get(1));
-                    copyFilesToPath(batchNum, subtaskPath, true);
+                    copyFilesToPath(batchNum, subtaskPath, "",true);
                     subtaskDetail.setType(algorithmModelVo.getVerifyUrl() + ";;;" + (records != null ? records.get(algName) : ""));
                     subtaskDetailsService.insert(subtaskDetail);
                     // reset to '测试'
@@ -528,7 +562,7 @@ public class TargetIdentificationTaskServiceImpl extends BaseServiceImpl<TargetI
                 subtaskDetail.setPreprocessPath(subtaskDetail.getPreprocessPath() + "/images");
                 subtaskDetail.setType(algorithmModelVo.getTestUrl() + ";;;" + (records != null ? records.get(algName) : ""));
                 if (hasTestSet(batchNum)) {
-                    copyFilesToPath(batchNum, subtaskPath, false);
+                    copyFilesToPath(batchNum, subtaskPath, "", false);
                     subtaskDetailsService.insert(subtaskDetail);
                 }
             }