welcome

Reviewed-on: #178

src/main/java/com/kamco/cd/training/code/service/CommonCodeService.java

@@ -125,6 +125,7 @@ public class CommonCodeService {
     return commonCodeCoreService.getCode(parentCodeCd, childCodeCd);
   }
 
+  // TODO 미사용시작
   /**
    * 공통코드 이름 조회
    *
@@ -136,6 +137,8 @@ public class CommonCodeService {
     return commonCodeCoreService.getCode(parentCodeCd, childCodeCd);
   }
 
+  // TODO 미사용 끝
+
   public List<CodeDto> getTypeCode(String type) {
     return Enums.getCodes(type);
   }

src/main/java/com/kamco/cd/training/common/download/DownloadExecutor.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.common.download;
 
 import com.kamco.cd.training.common.download.dto.DownloadSpec;
@@ -46,3 +47,4 @@ public class DownloadExecutor {
         .body(body);
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/common/download/DownloadPaths.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.common.download;
 
 import org.springframework.util.AntPathMatcher;
@@ -17,3 +18,4 @@ public final class DownloadPaths {
     return false;
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/common/enums/DeployTargetType.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.common.enums;
 
 import com.kamco.cd.training.common.utils.enums.CodeExpose;
@@ -17,3 +18,4 @@ public enum DeployTargetType implements EnumType {
   private final String id;
   private final String text;
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/common/enums/ModelMngStatusType.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.common.enums;
 
 import com.kamco.cd.training.common.utils.enums.CodeExpose;
@@ -25,3 +26,4 @@ public enum ModelMngStatusType implements EnumType {
     return desc;
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/common/enums/ProcessStepType.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.common.enums;
 
 import com.kamco.cd.training.common.utils.enums.CodeExpose;
@@ -18,3 +19,4 @@ public enum ProcessStepType implements EnumType {
   private final String id;
   private final String text;
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/config/StartupLogger.java

@@ -57,7 +57,7 @@ public class StartupLogger {
             """
 
           ╔════════════════════════════════════════════════════════════════════════════════╗
-          ║                    🚀 APPLICATION STARTUP INFORMATION    2                     ║
+          ║                    🚀 APPLICATION STARTUP INFORMATION    3                     ║
           ╠════════════════════════════════════════════════════════════════════════════════╣
           ║  PROFILE CONFIGURATION                                                         ║
           ╠────────────────────────────────────────────────────────────────────────────────╣

src/main/java/com/kamco/cd/training/dataset/DatasetApiController.java

@@ -288,6 +288,12 @@ public class DatasetApiController {
       })
   @PostMapping("/deliveries")
   public ApiResponseDto<String> insertDeliveriesDataset(@RequestBody AddDeliveriesReq req) {
+
+    // 폴더 구조 검증
+    DatasetService.validateTrainValTestDirs(req.getFilePath());
+    // 파일 개수 검증
+    DatasetService.validateDirFileCount(req.getFilePath());
+
     datasetAsyncService.insertDeliveriesDatasetAsync(req);
     return ApiResponseDto.createOK("ok");
   }

src/main/java/com/kamco/cd/training/dataset/dto/DatasetDto.java

@@ -145,6 +145,7 @@ public class DatasetDto {
     }
   }
 
+  // TODO 미사용시작
   @Schema(name = "DatasetDetailReq", description = "데이터셋 상세 조회 요청")
   @Getter
   @Setter
@@ -157,6 +158,8 @@ public class DatasetDto {
     private Long datasetId;
   }
 
+  // TODO 미사용 끝
+
   @Schema(name = "DatasetRegisterReq", description = "데이터셋 등록 요청")
   @Getter
   @Setter

src/main/java/com/kamco/cd/training/dataset/dto/MapSheetDto.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.dataset.dto;
 
 import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
@@ -72,6 +73,7 @@ public class MapSheetDto {
     private List<Long> itemIds;
   }
 
+  // TODO 미사용시작
   @Schema(name = "MapSheetCheckReq", description = "도엽 번호 유효성 검증 요청")
   @Getter
   @Setter
@@ -101,3 +103,4 @@ public class MapSheetDto {
     private boolean duplicate;
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/dataset/service/DatasetAsyncService.java

@@ -44,21 +44,11 @@ public class DatasetAsyncService {
 
     try {
 
-      // ===== 1. 폴더/파일 검증 =====
-      long validateStart = System.currentTimeMillis();
-
-      // 폴더 구조 검증
-      DatasetService.validateTrainValTestDirs(req.getFilePath());
-      // 파일 개수 검증
-      DatasetService.validateDirFileCount(req.getFilePath());
-
-      log.info("{} 데이터셋 검증 완료. ({} ms)", LOG_PREFIX, System.currentTimeMillis() - validateStart);
-
-      // ===== 2. UID 생성 =====
+      // ===== 1. UID 생성 =====
       String uid = UUID.randomUUID().toString().replace("-", "").toUpperCase();
       log.info("{} 생성된 UID: {}", LOG_PREFIX, uid);
 
-      // ===== 3. 마스터 데이터 생성 =====
+      // ===== 2. 마스터 데이터 생성 =====
       String title = req.getTitle();
 
       if (title == null || title.isBlank()) {
@@ -87,11 +77,11 @@ public class DatasetAsyncService {
 
       log.info("{} 마스터 저장 완료. datasetUid={}", LOG_PREFIX, datasetUid);
 
-      // ===== 4. 상태 변경 (업로드중) =====
+      // ===== 3. 상태 변경 (업로드중) =====
       datasetCoreService.updateDatasetUploadStatus(datasetUid, LearnDataRegister.UPLOADING);
       log.info("{} 상태 변경 → UPLOADING. datasetUid={}", LOG_PREFIX, datasetUid);
 
-      // ===== 5. 데이터 등록 =====
+      // ===== 4. 데이터 등록 =====
       long insertStart = System.currentTimeMillis();
 
       // 납품 데이터 obj 등록
@@ -103,7 +93,7 @@ public class DatasetAsyncService {
           datasetUid,
           System.currentTimeMillis() - insertStart);
 
-      // ===== 6. 상태 변경 (완료) =====
+      // ===== 5. 상태 변경 (완료) =====
       datasetCoreService.updateDatasetUploadStatus(datasetUid, LearnDataRegister.COMPLETED);
       log.info("{} 상태 변경 → COMPLETED. datasetUid={}", LOG_PREFIX, datasetUid);
 

src/main/java/com/kamco/cd/training/dataset/service/DatasetBatchService.java

@@ -30,7 +30,12 @@ public class DatasetBatchService {
   @Transactional
   public void saveBatch(List<Map<String, Object>> batch, Long datasetUid, String type) {
     for (Map<String, Object> map : batch) {
-      insertTrainTestData(map, datasetUid, type);
+      try {
+        insertTrainTestData(map, datasetUid, type);
+      } catch (Exception e) {
+        log.error("파일 단위 실패. skip. file={}", batch, e);
+        continue;
+      }
     }
   }
 
@@ -52,6 +57,10 @@ public class DatasetBatchService {
     JsonNode json;
     try {
       json = parseJson(labelJson);
+      if (json == null) {
+        log.warn("json null. skip. file={}", labelJson);
+        return;
+      }
     } catch (Exception e) {
       // 실패하면 skip, 다음 진행
       log.error("GeoJSON 파싱 실패. skip. file={}", geojsonPath, e);
@@ -83,6 +92,12 @@ public class DatasetBatchService {
     // JSON 유효성 체크
     JsonNode featuresNode = json.path("features");
 
+    // 2. 비어있는지 확인
+    if (featuresNode.isEmpty()) {
+      log.warn("features empty. skip. file={}", geojsonPath);
+      return;
+    }
+
     if (!featuresNode.isArray()) {
       log.warn("features array 아님. skip. file={}", geojsonPath);
       return; // skip
@@ -164,7 +179,7 @@ public class DatasetBatchService {
       return mapper.readTree(labelJson.toString());
     } catch (Exception e) {
       log.error("label_json parse error: {}", labelJson, e);
-      throw new RuntimeException("label_json parse error", e);
+      return null;
     }
   }
 

src/main/java/com/kamco/cd/training/dataset/service/DatasetService.java

@@ -87,6 +87,7 @@ public class DatasetService {
     return datasetCoreService.getOneByUuid(id);
   }
 
+  // TODO 미사용시작
   /**
    * 데이터셋 등록
    *
@@ -101,6 +102,7 @@ public class DatasetService {
     return saved.getId();
   }
 
+  // TODO 미사용 끝
   /**
    * 데이터셋 수정
    *
@@ -665,7 +667,6 @@ public class DatasetService {
             i + batch.size(),
             datasetUid,
             e);
-        throw e;
       }
     }
 

src/main/java/com/kamco/cd/training/dataset/service/MapSheetService.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.dataset.service;
 
 import com.kamco.cd.training.dataset.dto.MapSheetDto;
@@ -39,3 +40,4 @@ public class MapSheetService {
     log.info("도엽 삭제 완료 - 개수: {}", deleteReq.getItemIds().size());
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/model/ModelTrainDetailApiController.java

@@ -14,7 +14,6 @@ import com.kamco.cd.training.model.dto.ModelTrainMngDto.Basic;
 import com.kamco.cd.training.model.dto.ModelTrainMngDto.CleanupResult;
 import com.kamco.cd.training.model.dto.ModelTrainMngDto.ModelProgressStepDto;
 import com.kamco.cd.training.model.service.ModelTrainDetailService;
-import com.kamco.cd.training.model.service.ModelTrainMngService;
 import io.swagger.v3.oas.annotations.Operation;
 import io.swagger.v3.oas.annotations.Parameter;
 import io.swagger.v3.oas.annotations.enums.ParameterIn;
@@ -47,10 +46,9 @@ import org.springframework.web.bind.annotation.RestController;
 @RequestMapping("/api/models")
 public class ModelTrainDetailApiController {
   private final ModelTrainDetailService modelTrainDetailService;
-  private final ModelTrainMngService modelTrainMngService;
   private final RangeDownloadResponder rangeDownloadResponder;
 
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
 
   @Operation(summary = "모델학습관리> 모델관리 > 상세정보탭 > 학습 진행정보", description = "학습 진행정보, 모델학습 정보 API")

src/main/java/com/kamco/cd/training/model/dto/FileDto.java

@@ -47,6 +47,7 @@ public class FileDto {
     private Integer endPos;
   }
 
+  // TODO 미사용시작
   @Getter
   @Setter
   @NoArgsConstructor
@@ -89,6 +90,8 @@ public class FileDto {
     }
   }
 
+  // TODO 미사용 끝
+
   @Schema(name = "FoldersDto", description = "폴더목록 정보")
   @Getter
   public static class FoldersDto {

src/main/java/com/kamco/cd/training/model/service/ModelTrainDetailService.java

@@ -53,7 +53,7 @@ public class ModelTrainDetailService {
   private final ModelTrainDetailCoreService modelTrainDetailCoreService;
   private final ModelTrainMngCoreService mngCoreService;
 
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
 
   /**
@@ -84,6 +84,7 @@ public class ModelTrainDetailService {
     return modelTrainDetailCoreService.findByModelByUUID(uuid);
   }
 
+  // TODO 미사용시작
   /**
    * 전이학습 모델선택 정보
    *
@@ -150,6 +151,8 @@ public class ModelTrainDetailService {
     return transferDetailDto;
   }
 
+  // TODO 미사용 끝
+
   public List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid) {
     return modelTrainDetailCoreService.getModelTrainMetricResult(uuid);
   }

src/main/java/com/kamco/cd/training/model/service/ModelTrainMngService.java

@@ -46,11 +46,14 @@ public class ModelTrainMngService {
   private final TrainJobService trainJobService;
   private final ModelTrainDetailService modelTrainDetailService;
 
-  @Value("${train.docker.basePath}")
+  @Value("${train.docker.base_path}")
   private String basePath;
 
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
+  @Value("${train.docker.symbolic_link_dir}")
+  private String symbolicDir;
+
 
   /**
    * 모델학습 조회
@@ -80,7 +83,7 @@ public class ModelTrainMngService {
     }
 
     // ===== 2. 경로 생성 =====
-    Path tmpBase = Path.of(basePath, "tmp").toAbsolutePath().normalize();
+    Path tmpBase = Path.of(symbolicDir).toAbsolutePath().normalize();
     Path tmp = tmpBase.resolve(model.getRequestPath()).normalize();
 
     Path responseBase = Paths.get(responseDir).toAbsolutePath().normalize();
@@ -232,12 +235,7 @@ public class ModelTrainMngService {
             public FileVisitResult visitFile(Path file, BasicFileAttributes attrs)
                 throws IOException {
 
-              if (!Files.isSymbolicLink(file)) {
-                log.error("tmp 내부에 일반 파일 존재: {}", file);
-                throw new CustomApiException(
-                    "BAD_REQUEST", HttpStatus.BAD_REQUEST, "tmp 내부는 symlink만 허용");
-              }
-
+              // 파일은 전부 허용 (일반 + symlink)
               return FileVisitResult.CONTINUE;
             }
 
@@ -245,10 +243,11 @@ public class ModelTrainMngService {
             public FileVisitResult preVisitDirectory(Path directory, BasicFileAttributes attrs)
                 throws IOException {
 
+              // 루트 제외 + symlink 디렉토리 금지
               if (!directory.equals(dir) && Files.isSymbolicLink(directory)) {
                 log.error("tmp 내부에 symlink 디렉토리 존재: {}", directory);
                 throw new CustomApiException(
-                    "BAD_REQUEST", HttpStatus.BAD_REQUEST, "tmp 내부에 symlink 디렉토리 금지");
+                    "BAD_REQUEST", HttpStatus.BAD_REQUEST, "tmp 내부에 symlink 디렉토리는 허용되지 않습니다.");
               }
 
               return FileVisitResult.CONTINUE;

src/main/java/com/kamco/cd/training/postgres/core/DatasetCoreService.java

@@ -95,6 +95,7 @@ public class DatasetCoreService
     return search(searchReq);
   }
 
+  // TODO 미사용시작
   /**
    * 학습데이터 등록
    *
@@ -129,6 +130,7 @@ public class DatasetCoreService
     return savedEntity.toDto();
   }
 
+  // TODO 미사용 끝
   /**
    * 학습 데이터 수정
    *

src/main/java/com/kamco/cd/training/postgres/core/MapSheetCoreService.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.core;
 
 import com.kamco.cd.training.common.exception.NotFoundException;
@@ -70,3 +71,4 @@ public class MapSheetCoreService
     }
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/core/ModelTrainDetailCoreService.java

@@ -67,10 +67,13 @@ public class ModelTrainDetailCoreService {
     return modelDetailRepository.getByModelHyperParamSummary(uuid);
   }
 
+  // TODO 미사용시작
   public TransferHyperSummary getTransferHyperSummary(UUID uuid) {
     return modelDetailRepository.getByModelTransferHyperParamSummary(uuid);
   }
 
+  // TODO 미사용 끝
+
   public List<MappingDataset> getByModelMappingDataset(UUID uuid) {
     return modelDetailRepository.getByModelMappingDataset(uuid);
   }
@@ -80,6 +83,7 @@ public class ModelTrainDetailCoreService {
     return entity.toDto();
   }
 
+  // TODO 미사용시작
   /**
    * 모델 학습별 config 정보 조회
    *
@@ -90,6 +94,7 @@ public class ModelTrainDetailCoreService {
     return modelConfigRepository.findModelConfigByModelId(modelId).orElse(null);
   }
 
+  // TODO 미사용 끝
   public List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid) {
     return modelDetailRepository.getModelTrainMetricResult(uuid);
   }

src/main/java/com/kamco/cd/training/postgres/core/ModelTrainMngCoreService.java

@@ -219,6 +219,7 @@ public class ModelTrainMngCoreService {
     modelConfigRepository.save(entity);
   }
 
+  // TODO 미사용시작
   /**
    * 데이터셋 매핑 생성
    *
@@ -235,6 +236,8 @@ public class ModelTrainMngCoreService {
     }
   }
 
+  // TODO 미사용 끝
+
   /**
    * UUID로 모델 조회
    *
@@ -278,6 +281,7 @@ public class ModelTrainMngCoreService {
         .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
   }
 
+  // TODO 미사용시작
   public ModelConfigDto.TransferBasic findModelTransferConfigByModelId(UUID uuid) {
     ModelMasterEntity modelEntity = findByUuid(uuid);
     return modelConfigRepository
@@ -285,6 +289,8 @@ public class ModelTrainMngCoreService {
         .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
   }
 
+  // TODO 미사용 끝
+
   /**
    * 데이터셋 G1 목록
    *
@@ -295,6 +301,7 @@ public class ModelTrainMngCoreService {
     return datasetRepository.getDatasetSelectG1List(req);
   }
 
+  // TODO 미사용시작
   /**
    * 전이학습 데이터셋 G1 목록
    *
@@ -305,6 +312,8 @@ public class ModelTrainMngCoreService {
     return datasetRepository.getDatasetTransferSelectG1List(modelId);
   }
 
+  // TODO 미사용 끝
+
   /**
    * 데이터셋 G2, G3 목록
    *
@@ -315,6 +324,7 @@ public class ModelTrainMngCoreService {
     return datasetRepository.getDatasetSelectG2G3List(req);
   }
 
+  // TODO 미사용시작
   /**
    * 전이학습 데이터셋 G2, G3 목록
    *
@@ -327,6 +337,8 @@ public class ModelTrainMngCoreService {
     return datasetRepository.getDatasetTransferSelectG2G3List(modelId, modelNo);
   }
 
+  // TODO 미사용 끝
+
   /**
    * 모델관리 조회
    *

src/main/java/com/kamco/cd/training/postgres/core/SystemMetricsCoreService.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.core;
 
 import com.kamco.cd.training.postgres.entity.SystemMetricsEntity;
@@ -64,3 +65,4 @@ public class SystemMetricsCoreService {
     return isAvailable;
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/entity/DatasetEntity.java

@@ -117,10 +117,12 @@ public class DatasetEntity {
   @Column(name = "dataset_path", length = 1000)
   private String datasetPath;
 
+  // TODO 미사용시작
   @Column(name = "class_counts")
   @JdbcTypeCode(SqlTypes.JSON)
   private Map<String, Integer> classCounts;
 
+  // TODO 미사용 끝
   @Size(max = 32)
   @Column(name = "uid")
   private String uid;

src/main/java/com/kamco/cd/training/postgres/entity/MapSheetEntity.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.entity;
 
 import com.kamco.cd.training.dataset.dto.MapSheetDto;
@@ -103,3 +104,4 @@ public class MapSheetEntity {
     return dto;
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/entity/ModelDatasetMappEntity.java

@@ -32,10 +32,13 @@ public class ModelDatasetMappEntity {
   @Column(name = "dataset_uid", nullable = false)
   private Long datasetUid;
 
+  // TODO 미사용시작
   @Size(max = 20)
   @Column(name = "dataset_type", length = 20)
   private String datasetType;
 
+  // TODO 미사용 끝
+
   @Getter
   @Setter
   @NoArgsConstructor

src/main/java/com/kamco/cd/training/postgres/entity/ModelMngEntity.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.entity;
 
 import jakarta.persistence.Column;
@@ -92,3 +93,4 @@ public class ModelMngEntity {
     return this.uuid != null ? this.uuid.toString() : null;
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/entity/SystemMetricsEntity.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.entity;
 
 import jakarta.persistence.Column;
@@ -53,3 +54,4 @@ public class SystemMetricsEntity {
   @Column(name = "memused")
   private Float memused;
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/repository/SystemMetricsRepository.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.repository;
 
 import com.kamco.cd.training.postgres.entity.SystemMetricsEntity;
@@ -17,3 +18,4 @@ public interface SystemMetricsRepository extends JpaRepository<SystemMetricsEnti
   @Query("SELECT s FROM SystemMetricsEntity s ORDER BY s.timestamp DESC LIMIT 1")
   Optional<SystemMetricsEntity> findLatestMetrics();
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/repository/dataset/DatasetRepository.java

@@ -6,6 +6,7 @@ import org.springframework.data.jpa.repository.JpaRepository;
 
 public interface DatasetRepository
     extends JpaRepository<DatasetEntity, Long>, DatasetRepositoryCustom {
-
+  // TODO 미사용시작
   List<DatasetEntity> findByDeletedOrderByCreatedDttmDesc(Boolean deleted);
+  // TODO 미사용 끝
 }

src/main/java/com/kamco/cd/training/postgres/repository/dataset/DatasetRepositoryCustom.java

@@ -18,10 +18,13 @@ public interface DatasetRepositoryCustom {
 
   List<SelectDataSet> getDatasetSelectG1List(DatasetReq req);
 
+  // TODO 미사용시작
   public List<SelectTransferDataSet> getDatasetTransferSelectG1List(Long modelId);
 
   public List<SelectTransferDataSet> getDatasetTransferSelectG2G3List(Long modelId, String modelNo);
 
+  // TODO 미사용 끝
+
   List<SelectDataSet> getDatasetSelectG2G3List(DatasetReq req);
 
   Long getDatasetMaxStage(int compareYyyy, int targetYyyy);

src/main/java/com/kamco/cd/training/postgres/repository/dataset/DatasetRepositoryImpl.java

@@ -150,6 +150,7 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
         .fetch();
   }
 
+  // TODO 미사용시작
   @Override
   public List<SelectTransferDataSet> getDatasetTransferSelectG1List(Long modelId) {
 
@@ -247,6 +248,7 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
         .fetch();
   }
 
+  // TODO 미사용 끝
   @Override
   public List<SelectDataSet> getDatasetSelectG2G3List(DatasetReq req) {
 
@@ -311,6 +313,7 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
         .fetch();
   }
 
+  // TODO 미사용시작
   @Override
   public List<SelectTransferDataSet> getDatasetTransferSelectG2G3List(
       Long modelId, String modelNo) {
@@ -421,6 +424,8 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
         .fetch();
   }
 
+  // TODO 미사용 끝
+
   @Override
   public Long getDatasetMaxStage(int compareYyyy, int targetYyyy) {
     return queryFactory

src/main/java/com/kamco/cd/training/postgres/repository/dataset/MapSheetRepository.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.repository.dataset;
 
 import com.kamco.cd.training.postgres.entity.MapSheetEntity;
@@ -11,3 +12,4 @@ public interface MapSheetRepository
 
   long countByDatasetIdAndDeletedFalse(Long datasetId);
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/repository/dataset/MapSheetRepositoryCustom.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.repository.dataset;
 
 import com.kamco.cd.training.dataset.dto.MapSheetDto;
@@ -7,3 +8,4 @@ import org.springframework.data.domain.Page;
 public interface MapSheetRepositoryCustom {
   Page<MapSheetEntity> findMapSheetList(MapSheetDto.SearchReq searchReq);
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/repository/dataset/MapSheetRepositoryImpl.java

@@ -1,3 +1,4 @@
+// TODO 미사용시작
 package com.kamco.cd.training.postgres.repository.dataset;
 
 import com.kamco.cd.training.dataset.dto.MapSheetDto;
@@ -52,3 +53,4 @@ public class MapSheetRepositoryImpl implements MapSheetRepositoryCustom {
     return new PageImpl<>(content, pageable, total);
   }
 }
+// TODO 미사용 끝

src/main/java/com/kamco/cd/training/postgres/repository/hyperparam/HyperParamRepository.java

@@ -8,5 +8,7 @@ import org.springframework.stereotype.Repository;
 @Repository
 public interface HyperParamRepository
     extends JpaRepository<ModelHyperParamEntity, Long>, HyperParamRepositoryCustom {
+  // TODO 미사용시작
   Optional<ModelHyperParamEntity> findByHyperVer(String hyperVer);
+  // TODO 미사용 끝
 }

src/main/java/com/kamco/cd/training/postgres/repository/hyperparam/HyperParamRepositoryCustom.java

@@ -11,6 +11,7 @@ import org.springframework.data.domain.Page;
 
 public interface HyperParamRepositoryCustom {
 
+  // TODO 미사용시작
   /**
    * 마지막 버전 조회
    *
@@ -19,6 +20,8 @@ public interface HyperParamRepositoryCustom {
   @Deprecated
   Optional<ModelHyperParamEntity> findHyperParamVer();
 
+  // TODO 미사용 끝
+
   /**
    * 모델 타입별 마지막 버전 조회
    *
@@ -27,8 +30,11 @@ public interface HyperParamRepositoryCustom {
    */
   Optional<ModelHyperParamEntity> findHyperParamVerByModelType(ModelType modelType);
 
+  // TODO 미사용시작
   Optional<ModelHyperParamEntity> findHyperParamByHyperVer(String hyperVer);
 
+  // TODO 미사용 끝
+
   /**
    * 하이퍼 파라미터 상세조회
    *

src/main/java/com/kamco/cd/training/postgres/repository/hyperparam/HyperParamRepositoryImpl.java

@@ -29,6 +29,7 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
 
   private final JPAQueryFactory queryFactory;
 
+  // TODO 미사용시작
   @Override
   public Optional<ModelHyperParamEntity> findHyperParamVer() {
 
@@ -42,6 +43,8 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
             .fetchOne());
   }
 
+  // TODO 미사용 끝
+
   @Override
   public Optional<ModelHyperParamEntity> findHyperParamVerByModelType(ModelType modelType) {
 
@@ -59,6 +62,7 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
             .fetchOne());
   }
 
+  // TODO 미사용시작
   @Override
   public Optional<ModelHyperParamEntity> findHyperParamByHyperVer(String hyperVer) {
 
@@ -75,6 +79,8 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
             .fetchOne());
   }
 
+  // TODO 미사용 끝
+
   @Override
   public Optional<ModelHyperParamEntity> findHyperParamByUuid(UUID uuid) {
     return Optional.ofNullable(

src/main/java/com/kamco/cd/training/postgres/repository/members/MembersRepositoryCustom.java

@@ -7,14 +7,18 @@ import java.util.UUID;
 import org.springframework.data.domain.Page;
 
 public interface MembersRepositoryCustom {
+  // TODO 미사용시작
   boolean existsByUserId(String userId);
 
+  // TODO 미사용 끝
   boolean existsByEmployeeNo(String employeeNo);
 
   Optional<MemberEntity> findByEmployeeNo(String employeeNo);
 
+  // TODO 미사용시작
   Optional<MemberEntity> findByUserId(String userId);
 
+  // TODO 미사용 끝
   Optional<MemberEntity> findByUUID(UUID uuid);
 
   Page<MemberEntity> findByMembers(MembersDto.SearchReq searchReq);

src/main/java/com/kamco/cd/training/postgres/repository/members/MembersRepositoryImpl.java

@@ -27,6 +27,7 @@ public class MembersRepositoryImpl extends QuerydslRepositorySupport
     this.queryFactory = queryFactory;
   }
 
+  // TODO 미사용시작
   /**
    * 사용자 ID 조회
    *
@@ -43,6 +44,8 @@ public class MembersRepositoryImpl extends QuerydslRepositorySupport
         != null;
   }
 
+  // TODO 미사용 끝
+
   /**
    * 사용자 사번 조회
    *
@@ -59,6 +62,7 @@ public class MembersRepositoryImpl extends QuerydslRepositorySupport
         != null;
   }
 
+  // TODO 미사용시작
   /**
    * 사용자 조회 user id
    *
@@ -71,6 +75,8 @@ public class MembersRepositoryImpl extends QuerydslRepositorySupport
         queryFactory.selectFrom(memberEntity).where(memberEntity.userId.eq(userId)).fetchOne());
   }
 
+  // TODO 미사용 끝
+
   /**
    * 사용자 조회 employeed no
    *

src/main/java/com/kamco/cd/training/postgres/repository/model/ModelConfigRepositoryCustom.java

@@ -6,5 +6,7 @@ import java.util.Optional;
 public interface ModelConfigRepositoryCustom {
   Optional<ModelConfigDto.Basic> findModelConfigByModelId(Long modelId);
 
+  // TODO 미사용시작
   Optional<ModelConfigDto.TransferBasic> findModelTransferConfigByModelId(Long modelId);
+  // TODO 미사용 끝
 }

src/main/java/com/kamco/cd/training/postgres/repository/model/ModelConfigRepositoryImpl.java

@@ -39,6 +39,7 @@ public class ModelConfigRepositoryImpl implements ModelConfigRepositoryCustom {
             .fetchOne());
   }
 
+  // TODO 미사용시작
   @Override
   public Optional<TransferBasic> findModelTransferConfigByModelId(Long modelId) {
     QModelConfigEntity beforeConfig = new QModelConfigEntity("beforeConfig");
@@ -78,4 +79,5 @@ public class ModelConfigRepositoryImpl implements ModelConfigRepositoryCustom {
             .where(modelMasterEntity.id.eq(modelId))
             .fetchOne());
   }
+  // TODO 미사용 끝
 }

src/main/java/com/kamco/cd/training/postgres/repository/model/ModelDetailRepositoryCustom.java

@@ -23,8 +23,11 @@ public interface ModelDetailRepositoryCustom {
 
   HyperSummary getByModelHyperParamSummary(UUID uuid);
 
+  // TODO 미사용시작
   TransferHyperSummary getByModelTransferHyperParamSummary(UUID uuid);
 
+  // TODO 미사용 끝
+
   List<MappingDataset> getByModelMappingDataset(UUID uuid);
 
   ModelMasterEntity findByModelByUUID(UUID uuid);

src/main/java/com/kamco/cd/training/postgres/repository/model/ModelMngRepositoryCustom.java

@@ -20,8 +20,11 @@ public interface ModelMngRepositoryCustom {
 
   Optional<ModelMasterEntity> findByUuid(UUID uuid);
 
+  // TODO 미사용시작
   Optional<ModelMasterEntity> findFirstByStatusCdAndDelYn(String statusCd, Boolean delYn);
 
+  // TODO 미사용 끝
+
   TrainRunRequest findTrainRunRequest(Long modelId);
 
   Long findModelStep1InProgressCnt();

src/main/java/com/kamco/cd/training/postgres/repository/model/ModelMngRepositoryImpl.java

@@ -133,11 +133,14 @@ public class ModelMngRepositoryImpl implements ModelMngRepositoryCustom {
             .fetchOne());
   }
 
+  // TODO 미사용시작
   @Override
   public Optional<ModelMasterEntity> findFirstByStatusCdAndDelYn(String statusCd, Boolean delYn) {
     return Optional.empty();
   }
 
+  // TODO 미사용 끝
+
   @Override
   public TrainRunRequest findTrainRunRequest(Long modelId) {
     return queryFactory

src/main/java/com/kamco/cd/training/train/service/DataSetCountersService.java

@@ -23,11 +23,11 @@ import org.springframework.stereotype.Service;
 public class DataSetCountersService {
   private final ModelTrainMngCoreService modelTrainMngCoreService;
 
-  @Value("${train.docker.requestDir}")
+  @Value("${train.docker.request_dir}")
   private String requestDir;
 
-  @Value("${train.docker.basePath}")
-  private String trainBaseDir;
+  @Value("${train.docker.symbolic_link_dir}")
+  private String symbolicDir;
 
   public String getCount(Long modelId) {
     ModelTrainMngDto.Basic basic = modelTrainMngCoreService.findModelById(modelId);
@@ -45,7 +45,7 @@ public class DataSetCountersService {
       }
 
       // tmp
-      Path tmpPath = Path.of(trainBaseDir, "tmp", basic.getRequestPath());
+      Path tmpPath = Path.of(symbolicDir, basic.getRequestPath());
 
       // 차이나는거
       diffMergedRequestsVsTmp(uids, tmpPath);

src/main/java/com/kamco/cd/training/train/service/DockerTrainService.java

@@ -31,27 +31,26 @@ public class DockerTrainService {
   private String image;
 
   // 학습 요청 데이터가 위치한 호스트 디렉토리
-  @Value("${train.docker.requestDir}")
+  @Value("${train.docker.request_dir}")
   private String requestDir;
 
   // 학습 결과가 저장될 호스트 디렉토리
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
 
-  // 컨테이너 이름 prefix
-  @Value("${train.docker.containerPrefix}")
-  private String containerPrefix;
-
   // 공유메모리 사이즈 설정 (대용량 학습시 필요)
-  @Value("${train.docker.shmSize:16g}")
+  @Value("${train.docker.shm_size:16g}")
   private String shmSize;
 
   // data 경로 request,response 상위 폴더
-  @Value("${train.docker.basePath}")
+  @Value("${train.docker.base_path}")
   private String basePath;
 
+  @Value("${train.docker.symbolic_link_dir}")
+  private String symbolicDir;
+
   // IPC host 사용 여부
-  @Value("${train.docker.ipcHost:true}")
+  @Value("${train.docker.ipc_host:true}")
   private boolean ipcHost;
 
   @Value("${spring.profiles.active}")
@@ -263,9 +262,9 @@ public class DockerTrainService {
     c.add("-v");
     c.add(basePath + ":" + basePath); // 심볼릭 링크와 연결되는 실제 파일 경로도 마운트를 해줘야 함
     c.add("-v");
-    c.add(basePath + "/tmp:/data");
+    c.add(symbolicDir + ":/data");    //요청할경로
     c.add("-v");
-    c.add(responseDir + ":/checkpoints");
+    c.add(responseDir + ":/checkpoints"); //저장될경로
 
     // 표준입력 유지 (-it 대신 -i만 사용)
     c.add("-i");

src/main/java/com/kamco/cd/training/train/service/JobRecoveryOnStartupService.java

@@ -50,7 +50,7 @@ public class JobRecoveryOnStartupService {
    *
    * <p>컨테이너가 --rm 으로 삭제된 경우에도 이 경로에 val.csv / *.pth 등이 남아있으면 정상 종료 여부를 "파일 기반"으로 판정합니다.
    */
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
 
   /**

src/main/java/com/kamco/cd/training/train/service/ModelTestMetricsJobService.java

@@ -42,7 +42,7 @@ public class ModelTestMetricsJobService {
   private String profile;
 
   // 학습 결과가 저장될 호스트 디렉토리
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
 
   @Value("${file.pt-path}")

src/main/java/com/kamco/cd/training/train/service/ModelTrainMetricsJobService.java

@@ -33,7 +33,7 @@ public class ModelTrainMetricsJobService {
   private String profile;
 
   // 학습 결과가 저장될 호스트 디렉토리
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
 
   /** 결과 csv 파일 정보 등록 */

src/main/java/com/kamco/cd/training/train/service/TmpDatasetService.java

@@ -14,12 +14,11 @@ import org.springframework.stereotype.Service;
 @RequiredArgsConstructor
 public class TmpDatasetService {
 
-  @Value("${train.docker.requestDir}")
+  @Value("${train.docker.request_dir}")
   private String requestDir;
 
-  @Value("${train.docker.basePath}")
-  private String trainBaseDir;
-
+  @Value("${train.docker.symbolic_link_dir}")
+  private String symbolicDir;
   /**
    * train, val, test 폴더별로 link
    *
@@ -36,7 +35,7 @@ public class TmpDatasetService {
       throw new IOException("links is empty");
     }
 
-    Path tmp = Path.of(trainBaseDir, "tmp", uid);
+    Path tmp = Path.of(symbolicDir, uid);
 
     long linksMade = 0;
 
@@ -98,6 +97,7 @@ public class TmpDatasetService {
     return 1;
   }
 
+  // TODO 미사용시작
   /**
    * request 전체 폴더 link
    *
@@ -114,7 +114,7 @@ public class TmpDatasetService {
     log.info("requestDir(raw)={}", requestDir);
 
     Path BASE = toPath(requestDir);
-    Path tmp = Path.of(trainBaseDir, "tmp", uid);
+    Path tmp = Path.of(symbolicDir, uid);
 
     log.info("BASE={}", BASE);
     log.info("BASE exists? {}", Files.isDirectory(BASE));
@@ -210,4 +210,5 @@ public class TmpDatasetService {
     }
     return Paths.get(p).toAbsolutePath().normalize();
   }
+  // TODO 미사용 끝
 }

src/main/java/com/kamco/cd/training/train/service/TrainJobService.java

@@ -40,7 +40,7 @@ public class TrainJobService {
   private final DataSetCountersService dataSetCounters;
 
   // 학습 결과가 저장될 호스트 디렉토리
-  @Value("${train.docker.responseDir}")
+  @Value("${train.docker.response_dir}")
   private String responseDir;
 
   public Long getModelIdByUuid(UUID uuid) {

src/main/java/com/kamco/cd/training/upload/dto/UploadDto.java

@@ -83,6 +83,7 @@ public class UploadDto {
     private UUID uuid;
   }
 
+  // TODO 미사용시작
   @Schema(name = "UploadCompleteReq", description = "업로드 완료 요청")
   @Getter
   @Setter
@@ -126,12 +127,15 @@ public class UploadDto {
     @Schema(description = "상태", example = "UPLOADING")
     private String status;
 
+    // TODO 미사용시작
     @Schema(description = "총 청크 수", example = "100")
     private Integer totalChunks;
 
     @Schema(description = "업로드된 청크 수", example = "50")
     private Integer uploadedChunks;
 
+    // TODO 미사용 끝
+
     @Schema(description = "진행률 (%)", example = "50.0")
     private Double progress;
 
@@ -139,6 +143,8 @@ public class UploadDto {
     private String errorMessage;
   }
 
+  // TODO 미사용 끝
+
   @Schema(name = "UploadAddReq", description = "업로드 요청")
   @Getter
   @Setter

src/main/java/com/kamco/cd/training/upload/service/UploadService.java

@@ -26,27 +26,21 @@ public class UploadService {
 
   private final UploadSessionCoreService uploadSessionCoreService;
 
-  @Value("${file.sync-root-dir}")
-  private String syncRootDir;
-
-  @Value("${file.sync-tmp-dir}")
-  private String syncTmpDir;
-
-  @Value("${file.sync-file-extention}")
-  private String syncFileExtention;
-
   @Value("${file.dataset-dir}")
   private String datasetDir;
 
   @Value("${file.dataset-tmp-dir}")
   private String datasetTmpDir;
 
+  // TODO 미사용시작
   @Transactional
   public DmlReturn initUpload(UploadDto.InitReq initReq) {
 
     return new DmlReturn("success", "UPLOAD CHUNK INIT");
   }
 
+  // TODO 미사용 끝
+
   @Transactional
   public UploadDto.UploadRes uploadChunk(UploadDto.UploadAddReq upAddReqDto, MultipartFile file) {
 

src/main/resources/application-dev.yml

@@ -1,72 +1,49 @@
-spring:
-  config:
-    activate:
-      on-profile: dev
-
-  jpa:
-    show-sql: true
-    hibernate:
-      ddl-auto: validate
-    properties:
-      hibernate:
-        default_batch_fetch_size: 100     # ✅ 성능 - N+1 쿼리 방지
-        order_updates: true               # ✅ 성능 - 업데이트 순서 정렬로 데드락 방지
-        use_sql_comments: true            # ⚠️ 선택 - SQL에 주석 추가 (디버깅용)
-        format_sql: true                  # ⚠️ 선택 - SQL 포맷팅 (가독성)
-
-  datasource:
-    url: jdbc:postgresql://192.168.2.127:15432/kamco_training_db
-    username: kamco_training_user
-    password: kamco_training_user_2025_!@#
-    hikari:
-      minimum-idle: 10
-      maximum-pool-size: 20
-      connection-timeout: 60000        # 60초 연결 타임아웃
-      idle-timeout: 300000            # 5분 유휴 타임아웃
-      max-lifetime: 1800000           # 30분 최대 수명
-      leak-detection-threshold: 60000  # 연결 누수 감지
-
-  transaction:
-    default-timeout: 300              # 5분 트랜잭션 타임아웃
-
-
-jwt:
-  secret: "kamco_token_dev_dfc6446d-68fc-4eba-a2ff-c80a14a0bf3a"
-  access-token-validity-in-ms: 86400000      # 1일
-  refresh-token-validity-in-ms: 604800000    # 7일
-
-token:
-  refresh-cookie-name: kamco-dev   # 개발용 쿠키 이름
-  refresh-cookie-secure: false   # 로컬 http 테스트면 false
-
-springdoc:
-  swagger-ui:
-    persist-authorization: true # 스웨거 새로고침해도 토큰 유지, 로컬스토리지에 저장
-
-member:
-  init_password: kamco1234!
-
-swagger:
-  local-port: 8080
-
-file:
-  sync-root-dir: /app/original-images/
-  sync-tmp-dir: ${file.sync-root-dir}tmp/
-  sync-file-extention: tfw,tif
-
-  dataset-dir: /home/kcomu/data/request/
-  dataset-tmp-dir: ${file.dataset-dir}tmp/
-
-  pt-path: /home/kcomu/data/response/v6-cls-checkpoints/
-  pt-FileName: yolov8_6th-6m.pt
-
-train:
-  docker:
-    image: kamco-cd-train:latest
-    requestDir: /home/kcomu/data/request
-    responseDir: /home/kcomu/data/response
-    basePath: /home/kcomu/data
-    containerPrefix: kamco-cd-train
-    shmSize: 16g
-    ipcHost: true
-
+spring:
+  config:
+    activate:
+      on-profile: dev
+
+  jpa:
+    show-sql: true
+    properties:
+      hibernate:
+        use_sql_comments: true  # ⚠️ 선택 - SQL에 주석 추가 (디버깅용)
+        format_sql: true        # ⚠️ 선택 - SQL 포맷팅 (가독성)
+
+  datasource:
+    url: jdbc:postgresql://192.168.2.127:15432/kamco_training_db
+    username: kamco_training_user
+    password: kamco_training_user_2025_!@#
+    hikari:
+      minimum-idle: 10
+      maximum-pool-size: 20
+
+jwt:
+  secret: "kamco_token_dev_dfc6446d-68fc-4eba-a2ff-c80a14a0bf3a"
+  access-token-validity-in-ms: 86400000      # 1일
+  refresh-token-validity-in-ms: 604800000    # 7일
+
+token:
+  refresh-cookie-name: kamco-dev   # 개발용 쿠키 이름
+  refresh-cookie-secure: false     # 로컬 http 테스트면 false
+
+swagger:
+  local-port: 8080
+
+file:
+  dataset-dir: /home/kcomu/data/request/
+  dataset-tmp-dir: ${file.dataset-dir}tmp/
+
+  pt-path: /home/kcomu/data/response/v6-cls-checkpoints/
+  pt-FileName: yolov8_6th-6m.pt
+
+train:
+  docker:
+    image: kamco-cd-train:latest
+    base_path: /home/kcomu/data
+    request_dir: ${train.docker.base_path}/request
+    response_dir: ${train.docker.base_path}/response
+    symbolic_link_dir: ${train.docker.base_path}/tmp
+    container_prefix: kamco-cd-train
+    shm_size: 16g
+    ipc_host: true

src/main/resources/application-prod.yml

@@ -1,72 +1,43 @@
-spring:
-  config:
-    activate:
-      on-profile: prod
-
-  jpa:
-    show-sql: false  # 운영 환경에서는 성능을 위해 비활성화
-    hibernate:
-      ddl-auto: validate
-    properties:
-      hibernate:
-        default_batch_fetch_size: 100  # N+1 쿼리 방지
-        order_updates: true  # 업데이트 순서 정렬로 데드락 방지
-
-  datasource:
-    url: jdbc:postgresql://kamco-cd-train-db:5432/kamco_training_db
-    username: kamco_training_user
-    password: kamco_training_user_2025_!@#
-    hikari:
-      minimum-idle: 10
-      maximum-pool-size: 20
-      connection-timeout: 60000        # 60초 연결 타임아웃
-      idle-timeout: 300000            # 5분 유휴 타임아웃
-      max-lifetime: 1800000           # 30분 최대 수명
-      leak-detection-threshold: 60000  # 연결 누수 감지
-
-  transaction:
-    default-timeout: 300              # 5분 트랜잭션 타임아웃
-
-jwt:
-  # ⚠️ 운영 환경에서는 반드시 별도의 강력한 시크릿 키를 사용하세요
-  secret: "kamco_token_prod_CHANGE_THIS_TO_SECURE_SECRET_KEY"
-  access-token-validity-in-ms: 86400000      # 1일
-  refresh-token-validity-in-ms: 604800000    # 7일
-
-token:
-  refresh-cookie-name: kamco
-  refresh-cookie-secure: true  # HTTPS 환경에서 필수
-
-springdoc:
-  swagger-ui:
-    persist-authorization: true # 스웨거 새로고침해도 토큰 유지, 로컬스토리지에 저장
-
-member:
-  init_password: kamco1234!
-
-swagger:
-  local-port: 9080
-
-file:
-  sync-root-dir: /app/original-images/
-  sync-tmp-dir: ${file.sync-root-dir}tmp/
-  sync-file-extention: tfw,tif
-
-  dataset-dir: /home/kcomu/data/request/
-  dataset-tmp-dir: ${file.dataset-dir}tmp/
-
-  pt-path: /home/kcomu/data/response/v6-cls-checkpoints/
-  pt-FileName: yolov8_6th-6m.pt
-
-train:
-  docker:
-    image: kamco-cd-train:latest
-    requestDir: /home/kcomu/data/request
-    responseDir: /home/kcomu/data/response
-    basePath: /home/kcomu/data
-    containerPrefix: kamco-cd-train
-    shmSize: 16g
-    ipcHost: true
-
-
-
+spring:
+  config:
+    activate:
+      on-profile: prod
+
+  datasource:
+    url: jdbc:postgresql://kamco-cd-train-db:5432/kamco_training_db
+    username: kamco_training_user
+    password: kamco_training_user_2025_!@#
+    hikari:
+      minimum-idle: 10
+      maximum-pool-size: 20
+
+jwt:
+  # ⚠️ 운영 환경에서는 반드시 별도의 강력한 시크릿 키를 사용하세요
+  secret: "kamco_token_prod_CHANGE_THIS_TO_SECURE_SECRET_KEY"
+  access-token-validity-in-ms: 86400000      # 1일
+  refresh-token-validity-in-ms: 604800000    # 7일
+
+token:
+  refresh-cookie-name: kamco
+  refresh-cookie-secure: true  # HTTPS 환경에서 필수
+
+swagger:
+  local-port: 9080
+
+file:
+  dataset-dir: /data/training/request/
+  dataset-tmp-dir: ${file.dataset-dir}tmp/
+
+  pt-path: /data/training/response/v6-cls-checkpoints/
+  pt-FileName: yolov8_6th-6m.pt
+
+train:
+  docker:
+    image: kamco-cd-train:latest
+    base_path: /data/training
+    request_dir: ${train.docker.base_path}/request
+    response_dir: ${train.docker.base_path}/response
+    symbolic_link_dir: ${train.docker.base_path}/tmp
+    container_prefix: kamco-cd-train
+    shm_size: 16g
+    ipc_host: true

src/main/resources/application.yml

@@ -1,71 +1,80 @@
-server:
-  port: 8080
-
-spring:
-  application:
-    name: kamco-training-api
-  profiles:
-    active: dev  # 사용할 프로파일 지정 (ex. dev, prod, test)
-
-  datasource:
-    driver-class-name: org.postgresql.Driver
-    hikari:
-      minimum-idle: 2
-      maximum-pool-size: 2
-      connection-timeout: 20000
-      idle-timeout: 300000
-      max-lifetime: 1800000
-      leak-detection-threshold: 60000
-
-  jpa:
-    hibernate:
-      ddl-auto: update  # 스키마 자동 관리 활성화
-    properties:
-      hibernate:
-        javax:
-          persistence:
-            validation:
-              mode: none
-        jdbc:
-          batch_size: 50
-        default_batch_fetch_size: 100
-    show-sql: false
-
-  servlet:
-    multipart:
-      enabled: true
-      max-file-size: 10GB
-      max-request-size: 10GB
-logging:
-  level:
-    org:
-      springframework:
-        web: INFO
-        security: INFO
-    root: INFO
-
-
-
-# actuator
-management:
-  health:
-    readinessstate:
-      enabled: true
-    livenessstate:
-      enabled: true
-    diskspace:
-      enabled: true
-  endpoint:
-    health:
-      probes:
-        enabled: true
-      show-details: when-authorized
-  endpoints:
-    jmx:
-      exposure:
-        exclude: "*"
-    web:
-      base-path: /monitor
-      exposure:
-        include:
-          - "health"
+server:
+  port: 8080
+
+spring:
+  application:
+    name: kamco-training-api
+  profiles:
+    active: dev  # 사용할 프로파일 지정 (ex. dev, prod, test)
+
+  datasource:
+    driver-class-name: org.postgresql.Driver
+    hikari:
+      connection-timeout: 60000        # 60초 연결 타임아웃
+      idle-timeout: 300000             # 5분 유휴 타임아웃
+      max-lifetime: 1800000            # 30분 최대 수명
+      leak-detection-threshold: 60000  # 연결 누수 감지
+      # minimum-idle, maximum-pool-size 는 프로파일별 설정
+
+  jpa:
+    hibernate:
+      ddl-auto: validate
+    properties:
+      hibernate:
+        jakarta:
+          persistence:
+            validation:
+              mode: none
+        jdbc:
+          batch_size: 50
+        default_batch_fetch_size: 100
+        order_updates: true
+    show-sql: false
+
+  servlet:
+    multipart:
+      enabled: true
+      max-file-size: 10GB
+      max-request-size: 10GB
+
+  transaction:
+    default-timeout: 300  # 5분 트랜잭션 타임아웃
+
+logging:
+  level:
+    org:
+      springframework:
+        web: INFO
+        security: INFO
+    root: INFO
+
+springdoc:
+  swagger-ui:
+    persist-authorization: true  # 스웨거 새로고침해도 토큰 유지
+
+member:
+  init_password: kamco1234!
+
+# actuator
+management:
+  health:
+    readinessstate:
+      enabled: true
+    livenessstate:
+      enabled: true
+    diskspace:
+      enabled: true
+  endpoint:
+    health:
+      probes:
+        enabled: true
+      show-details: when-authorized
+  endpoints:
+    jmx:
+      exposure:
+        exclude: "*"
+    web:
+      base-path: /monitor
+      exposure:
+        include:
+          - "health"

src/test/resources/application.yml

@@ -1,77 +1,74 @@
-server:
-  port: 8080
-
-spring:
-  application:
-    name: kamco-training-api
-
-  datasource:
-    driver-class-name: org.postgresql.Driver
-    url: jdbc:postgresql://localhost:15432/kamco_training_db
-    username: kamco_cds
-    password: kamco_cds_Q!W@E#R$
-    hikari:
-      minimum-idle: 2
-      maximum-pool-size: 2
-      connection-timeout: 20000
-      idle-timeout: 300000
-      max-lifetime: 1800000
-      leak-detection-threshold: 60000
-
-  jpa:
-    hibernate:
-      ddl-auto: none  # 테스트 환경에서는 DDL 자동 생성/수정 비활성화
-    properties:
-      hibernate:
-        hbm2ddl:
-          auto: none
-        javax:
-          persistence:
-            validation:
-              mode: none
-        jdbc:
-          batch_size: 50
-        default_batch_fetch_size: 100
-    show-sql: false
-
-logging:
-  level:
-    org:
-      springframework:
-        web: DEBUG
-        security: DEBUG
-    root: INFO
-
-management:
-  health:
-    readinessstate:
-      enabled: true
-    livenessstate:
-      enabled: true
-  endpoint:
-    health:
-      probes:
-        enabled: true
-      show-details: always
-  endpoints:
-    jmx:
-      exposure:
-        exclude: "*"
-    web:
-      base-path: /monitor
-      exposure:
-        include:
-          - "health"
-
-jwt:
-  secret: "test_secret_key_for_testing_purposes_only"
-  access-token-validity-in-ms: 86400000
-  refresh-token-validity-in-ms: 604800000
-
-token:
-  refresh-cookie-name: kamco-test
-  refresh-cookie-secure: false
-
-member:
-  init_password: test1234!
-
+server:
+  port: 8080
+
+spring:
+  application:
+    name: kamco-training-api
+
+  datasource:
+    driver-class-name: org.postgresql.Driver
+    url: jdbc:postgresql://localhost:15432/kamco_training_db
+    username: kamco_cds
+    password: kamco_cds_Q!W@E#R$
+    hikari:
+      minimum-idle: 2
+      maximum-pool-size: 2
+      connection-timeout: 20000
+      idle-timeout: 300000
+      max-lifetime: 1800000
+      leak-detection-threshold: 60000
+
+  jpa:
+    hibernate:
+      ddl-auto: none  # 테스트 환경에서는 DDL 자동 생성/수정 비활성화
+    properties:
+      hibernate:
+        jakarta:
+          persistence:
+            validation:
+              mode: none
+        jdbc:
+          batch_size: 50
+        default_batch_fetch_size: 100
+    show-sql: false
+
+logging:
+  level:
+    org:
+      springframework:
+        web: DEBUG
+        security: DEBUG
+    root: INFO
+
+management:
+  health:
+    readinessstate:
+      enabled: true
+    livenessstate:
+      enabled: true
+  endpoint:
+    health:
+      probes:
+        enabled: true
+      show-details: always
+  endpoints:
+    jmx:
+      exposure:
+        exclude: "*"
+    web:
+      base-path: /monitor
+      exposure:
+        include:
+          - "health"
+
+jwt:
+  secret: "test_secret_key_for_testing_purposes_only"
+  access-token-validity-in-ms: 86400000
+  refresh-token-validity-in-ms: 604800000
+
+token:
+  refresh-cookie-name: kamco-test
+  refresh-cookie-secure: false
+
+member:
+  init_password: test1234!