Merge pull request 'feat/training_260202' (#7) from feat/training_260202 into develop

Reviewed-on: #7

src/main/java/com/kamco/cd/training/hyperparam/HyperParamApiController.java

@@ -83,7 +83,7 @@ public class HyperParamApiController {
             content =
                 @Content(
                     mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.HyperParamInfo.class))),
+                    schema = @Schema(implementation = Page.class))),
         @ApiResponse(responseCode = "404", description = "하이퍼파라미터를 찾을 수 없음", content = @Content),
         @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
       })
@@ -133,9 +133,8 @@ public class HyperParamApiController {
   @ApiResponses(
       value = {
         @ApiResponse(responseCode = "200", description = "삭제 성공", content = @Content),
-        @ApiResponse(responseCode = "400", description = "H1은 삭제 불가", content = @Content),
+        @ApiResponse(responseCode = "409", description = "HPs_0001 삭제 불가", content = @Content),
         @ApiResponse(responseCode = "404", description = "하이퍼파라미터를 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
       })
   @DeleteMapping("/{uuid}")
   public ApiResponseDto<Void> deleteHyperParam(
@@ -145,4 +144,43 @@ public class HyperParamApiController {
     hyperParamService.deleteHyperParam(uuid);
     return ApiResponseDto.ok(null);
   }
+
+  @Operation(summary = "하이퍼파라미터 상세 조회", description = "특정 버전의 하이퍼파라미터 상세 정보를 조회합니다")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = ModelMngDto.HyperParamInfo.class))),
+        @ApiResponse(responseCode = "404", description = "하이퍼파라미터를 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/{uuid}")
+  public ApiResponseDto<HyperParamDto.Basic> getHyperParam(
+      @Parameter(description = "하이퍼파라미터 uuid", example = "9c91a20c-71e7-4e5f-a860-9626d2b2059c")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(hyperParamService.getHyperParam(uuid));
+  }
+
+  @Operation(summary = "하이퍼파라미터 최적화 값 조회", description = "하이퍼파라미터 최적화 값 조회 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Page.class))),
+        @ApiResponse(responseCode = "404", description = "하이퍼파라미터를 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/init")
+  public ApiResponseDto<HyperParamDto.Basic> getInitHyperParam() {
+    return ApiResponseDto.ok(hyperParamService.getInitHyperParam());
+  }
 }

src/main/java/com/kamco/cd/training/hyperparam/dto/HyperParamDto.java

@@ -23,9 +23,8 @@ public class HyperParamDto {
   @NoArgsConstructor
   @AllArgsConstructor
   public static class Basic {
-    private Long id;
+
     private UUID uuid;
-    private String hyperVer;
 
     // -------------------------
     // Important
@@ -33,28 +32,8 @@ public class HyperParamDto {
     private String backbone;
     private String inputSize;
     private String cropSize;
-    private Integer epochCnt;
     private Integer batchSize;
 
-    // -------------------------
-    // Model Architecture
-    // -------------------------
-    private Double dropPathRate;
-    private Integer frozenStages;
-    private String neckPolicy;
-    private String decoderChannels;
-    private String classWeight;
-    private Integer numLayers;
-
-    // -------------------------
-    // Loss & Optimization
-    // -------------------------
-    private Double learningRate;
-    private Double weightDecay;
-    private Double layerDecayRate;
-    private Boolean ddpFindUnusedParams;
-    private Integer ignoreIndex;
-
     // -------------------------
     // Data
     // -------------------------
@@ -65,6 +44,25 @@ public class HyperParamDto {
     private Boolean trainPersistent;
     private Boolean valPersistent;
 
+    // -------------------------
+    // Model Architecture
+    // -------------------------
+    private Double dropPathRate;
+    private Integer frozenStages;
+    private String neckPolicy;
+    private String decoderChannels;
+    private String classWeight;
+
+    // -------------------------
+    // Loss & Optimization
+    // -------------------------
+    private Double learningRate;
+    private Double weightDecay;
+    private Double layerDecayRate;
+    private Boolean ddpFindUnusedParams;
+    private Integer ignoreIndex;
+    private Integer numLayers;
+
     // -------------------------
     // Evaluation
     // -------------------------
@@ -79,36 +77,25 @@ public class HyperParamDto {
     // Augmentation
     // -------------------------
     private Double rotProb;
-    private Double flipProb;
     private String rotDegree;
+    private Double flipProb;
     private Double exchangeProb;
     private Integer brightnessDelta;
     private String contrastRange;
     private String saturationRange;
     private Integer hueDelta;
 
+    // -------------------------
+    // Memo
+    // -------------------------
+    private String memo;
+
     // -------------------------
     // Hardware
     // -------------------------
     private Integer gpuCnt;
     private String gpuIds;
     private Integer masterPort;
-
-    // -------------------------
-    // Common
-    // -------------------------
-    private String memo;
-    private String delYn;
-
-    @JsonFormatDttm private ZonedDateTime createdDttm;
-    private Long createdUid;
-    @JsonFormatDttm private ZonedDateTime updatedDttm;
-    private Long updatedUid;
-    @JsonFormatDttm private ZonedDateTime lastUsedDttm;
-
-    private Long m1UseCnt;
-    private Long m2UseCnt;
-    private Long m3UseCnt;
   }
 
   @Getter
@@ -133,54 +120,24 @@ public class HyperParamDto {
   @AllArgsConstructor
   public static class HyperParamCreateReq {
 
+    // -------------------------
+    // Important
+    // -------------------------
     @Schema(description = "백본 네트워크", example = "large")
     private String backbone; // backbone
 
-    @Schema(description = "입력 이미지 크기(H,W)", example = "256,256")
+    @Schema(description = "입력 이미지 크기(H,W)", example = "512,512")
     private String inputSize; // input_size
 
     @Schema(description = "크롭 크기(H,W 또는 단일값)", example = "256,256")
     private String cropSize; // crop_size
 
-    @Schema(description = "총 학습 에폭 수", example = "200")
-    private Integer epochCnt; // epoch_cnt
-
     @Schema(description = "배치 크기(Per GPU)", example = "16")
     private Integer batchSize; // batch_size
 
-    @Schema(description = "Drop Path 비율", example = "0.3")
+    // -------------------------
-    private Double dropPathRate; // drop_path_rate
+    // Data
-
+    // -------------------------
-    @Schema(description = "Freeze 단계(-1:None)", example = "-1")
-    private Integer frozenStages; // frozen_stages
-
-    @Schema(description = "Neck 결합 정책", example = "abs_diff")
-    private String neckPolicy; // neck_policy
-
-    @Schema(description = "디코더 채널 구성", example = "512,256,128,64")
-    private String decoderChannels; // decoder_channels
-
-    @Schema(description = "클래스별 가중치", example = "1,10")
-    private String classWeight; // class_weight
-
-    @Schema(description = "레이어 깊이", example = "24")
-    private Integer numLayers; // num_layers
-
-    @Schema(description = "학습률", example = "0.00006")
-    private Double learningRate; // learning_rate
-
-    @Schema(description = "Weight Decay", example = "0.05")
-    private Double weightDecay; // weight_decay
-
-    @Schema(description = "Layer Decay Rate", example = "0.9")
-    private Double layerDecayRate; // layer_decay_rate
-
-    @Schema(description = "DDP unused params 탐색 여부", example = "true")
-    private Boolean ddpFindUnusedParams; // ddp_find_unused_params
-
-    @Schema(description = "Loss 계산 제외 인덱스", example = "255")
-    private Integer ignoreIndex; // ignore_index
-
     @Schema(description = "Train dataloader workers", example = "16")
     private Integer trainNumWorkers; // train_num_workers
 
@@ -199,13 +156,55 @@ public class HyperParamDto {
     @Schema(description = "Val persistent workers 여부", example = "true")
     private Boolean valPersistent; // val_persistent
 
+    // -------------------------
+    // Model Architecture
+    // -------------------------
+    @Schema(description = "Drop Path 비율", example = "0.3")
+    private Double dropPathRate; // drop_path_rate
+
+    @Schema(description = "Freeze 단계(-1:None)", example = "-1")
+    private Integer frozenStages; // frozen_stages
+
+    @Schema(description = "Neck 결합 정책", example = "abs_diff")
+    private String neckPolicy; // neck_policy
+
+    @Schema(description = "디코더 채널 구성", example = "512,256,128,64")
+    private String decoderChannels; // decoder_channels
+
+    @Schema(description = "클래스별 가중치", example = "1,10")
+    private String classWeight; // class_weight
+
+    // -------------------------
+    // Loss & Optimization
+    // -------------------------
+    @Schema(description = "학습률", example = "0.00006")
+    private Double learningRate; // learning_rate
+
+    @Schema(description = "Weight Decay", example = "0.05")
+    private Double weightDecay; // weight_decay
+
+    @Schema(description = "Layer Decay Rate", example = "0.9")
+    private Double layerDecayRate; // layer_decay_rate
+
+    @Schema(description = "DDP unused params 탐색 여부", example = "true")
+    private Boolean ddpFindUnusedParams; // ddp_find_unused_params
+
+    @Schema(description = "Loss 계산 제외 인덱스", example = "255")
+    private Integer ignoreIndex; // ignore_index
+
+    @Schema(description = "레이어 깊이", example = "24")
+    private Integer numLayers; // num_layers
+
+    // -------------------------
+    // Evaluation
+    // -------------------------
     @Schema(description = "평가 지표 목록", example = "mFscore,mIoU")
     private String metrics; // metrics
 
     @Schema(description = "Best 모델 선정 기준 지표", example = "changed_fscore")
     private String saveBest; // save_best
 
-    @Schema(description = "Best 모델 선정 규칙", example = "greater")
+    @Schema(description = "Best 모델 선정 규칙", example = "less")
     private String saveBestRule; // save_best_rule
 
     @Schema(description = "검증 수행 주기(Epoch)", example = "10")
@@ -217,15 +216,18 @@ public class HyperParamDto {
     @Schema(description = "시각화 저장 주기(Epoch)", example = "1")
     private Integer visInterval; // vis_interval
 
+    // -------------------------
+    // Augmentation
+    // -------------------------
     @Schema(description = "회전 적용 확률", example = "0.5")
     private Double rotProb; // rot_prob
 
-    @Schema(description = "반전 적용 확률", example = "0.5")
-    private Double flipProb; // flip_prob
-
     @Schema(description = "회전 각도 범위(Min,Max)", example = "-20,20")
     private String rotDegree; // rot_degree
 
+    @Schema(description = "반전 적용 확률", example = "0.5")
+    private Double flipProb; // flip_prob
+
     @Schema(description = "채널 교환 확률", example = "0.5")
     private Double exchangeProb; // exchange_prob
 
@@ -241,6 +243,9 @@ public class HyperParamDto {
     @Schema(description = "색조 변화량", example = "10")
     private Integer hueDelta; // hue_delta
 
+    // -------------------------
+    // Hardware
+    // -------------------------
     @Schema(description = "사용 GPU 개수", example = "4")
     private Integer gpuCnt; // gpu_cnt
 
@@ -250,6 +255,9 @@ public class HyperParamDto {
     @Schema(description = "분산학습 마스터 포트", example = "1122")
     private Integer masterPort; // master_port
 
+    // -------------------------
+    // Memo
+    // -------------------------
     @Schema(description = "메모", example = "하이퍼파라미터 신규등록")
     private String memo; // memo
   }

src/main/java/com/kamco/cd/training/hyperparam/service/HyperParamService.java

@@ -56,4 +56,19 @@ public class HyperParamService {
   public void deleteHyperParam(UUID uuid) {
     hyperParamCoreService.deleteHyperParam(uuid);
   }
+
+  /** 하이퍼파라미터 최적화 설정값 조회 */
+  public HyperParamDto.Basic getInitHyperParam() {
+    return hyperParamCoreService.getInitHyperParam();
+  }
+
+  /**
+   * 하이퍼파라미터 상세 조회
+   *
+   * @param uuid
+   * @return
+   */
+  public HyperParamDto.Basic getHyperParam(UUID uuid) {
+    return hyperParamCoreService.getHyperParam(uuid);
+  }
 }

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

@@ -112,25 +112,6 @@ public class ModelMngApiController {
     return ApiResponseDto.ok(modelTrainService.getFormConfig());
   }
 
-  @Operation(summary = "하이퍼파라미터 단건 조회", description = "특정 버전의 하이퍼파라미터 상세 정보를 조회합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "조회 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.HyperParamInfo.class))),
-        @ApiResponse(responseCode = "404", description = "하이퍼파라미터를 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @GetMapping("/hyper-params/{hyperVer}")
-  public ApiResponseDto<ModelMngDto.HyperParamInfo> getHyperParam(
-      @Parameter(description = "하이퍼파라미터 버전", example = "H1") @PathVariable String hyperVer) {
-    return ApiResponseDto.ok(modelTrainService.getHyperParam(hyperVer));
-  }
-
   @Operation(summary = "학습 시작", description = "모든 설정(Step 1~3)을 마치고 최종적으로 학습 프로세스를 시작합니다")
   @ApiResponses(
       value = {

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

@@ -66,27 +66,6 @@ public class ModelTrainService {
         .build();
   }
 
-  /**
-   * 하이퍼파라미터 단건 조회
-   *
-   * @param hyperVer 하이퍼파라미터 버전
-   * @return 하이퍼파라미터 정보
-   */
-  public ModelMngDto.HyperParamInfo getHyperParam(String hyperVer) {
-    return hyperParamCoreService.findByHyperVer(hyperVer);
-  }
-
-  /**
-   * 하이퍼파라미터 삭제
-   *
-   * @param hyperVer 하이퍼파라미터 버전
-   */
-  @Transactional
-  public void deleteHyperParam(String hyperVer) {
-    hyperParamCoreService.deleteHyperParam(hyperVer);
-    log.info("하이퍼파라미터 삭제 완료: {}", hyperVer);
-  }
-
   /**
    * 학습 시작
    *

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

@@ -1,77 +0,0 @@
-// package com.kamco.cd.kamcoback.postgres.core;
-//
-// import com.kamco.cd.kamcoback.common.service.BaseCoreService;
-// import com.kamco.cd.kamcoback.postgres.entity.AnimalEntity;
-// import com.kamco.cd.kamcoback.postgres.entity.ZooEntity;
-// import com.kamco.cd.kamcoback.postgres.repository.AnimalRepository;
-// import com.kamco.cd.kamcoback.postgres.repository.ZooRepository;
-// import com.kamco.cd.kamcoback.zoo.dto.AnimalDto;
-// import jakarta.persistence.EntityNotFoundException;
-// import lombok.RequiredArgsConstructor;
-// import org.springframework.data.domain.Page;
-// import org.springframework.stereotype.Service;
-// import org.springframework.transaction.annotation.Transactional;
-//
-// @Service
-// @RequiredArgsConstructor
-// @Transactional(readOnly = true)
-// public class AnimalCoreService
-//    implements BaseCoreService<AnimalDto.Basic, Long, AnimalDto.SearchReq> {
-//
-//  private final AnimalRepository animalRepository;
-//  private final ZooRepository zooRepository;
-//
-//  @Transactional(readOnly = true)
-//  public AnimalDto.Basic getDataByUuid(String uuid) {
-//    AnimalEntity getZoo =
-//        animalRepository
-//            .getAnimalByUuid(uuid)
-//            .orElseThrow(() -> new EntityNotFoundException("Zoo not found with uuid: " + uuid));
-//    return getZoo.toDto();
-//  }
-//
-//  // AddReq를 받는 추가 메서드
-//  @Transactional
-//  public AnimalDto.Basic create(AnimalDto.AddReq req) {
-//    ZooEntity zoo = null;
-//    if (req.getZooUuid() != null) {
-//      zoo =
-//          zooRepository
-//              .getZooByUuid(req.getZooUuid())
-//              .orElseThrow(
-//                  () ->
-//                      new EntityNotFoundException("Zoo not found with uuid: " +
-// req.getZooUuid()));
-//    }
-//    AnimalEntity entity = new AnimalEntity(req.getCategory(), req.getSpecies(), req.getName(),
-// zoo);
-//    AnimalEntity saved = animalRepository.save(entity);
-//    return saved.toDto();
-//  }
-//
-//  @Override
-//  @Transactional
-//  public void remove(Long id) {
-//    AnimalEntity getAnimal =
-//        animalRepository
-//            .getAnimalByUid(id)
-//            .orElseThrow(() -> new EntityNotFoundException("getAnimal not found with id: " + id));
-//    getAnimal.deleted();
-//  }
-//
-//  @Override
-//  public AnimalDto.Basic getOneById(Long id) {
-//    AnimalEntity getAnimal =
-//        animalRepository
-//            .getAnimalByUid(id)
-//            .orElseThrow(() -> new EntityNotFoundException("Zoo not found with id: " + id));
-//    return getAnimal.toDto();
-//  }
-//
-//  @Override
-//  public Page<AnimalDto.Basic> search(AnimalDto.SearchReq searchReq) {
-//
-//    Page<AnimalEntity> animalEntities = animalRepository.listAnimal(searchReq);
-//    return animalEntities.map(AnimalEntity::toDto);
-//  }
-// }

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

@@ -1,10 +1,8 @@
 package com.kamco.cd.training.postgres.core;
 
-import com.kamco.cd.training.common.exception.BadRequestException;
 import com.kamco.cd.training.common.exception.CustomApiException;
 import com.kamco.cd.training.common.utils.UserUtil;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto;
-import com.kamco.cd.training.model.dto.ModelMngDto;
 import com.kamco.cd.training.postgres.entity.ModelHyperParamEntity;
 import com.kamco.cd.training.postgres.repository.hyperparam.HyperParamRepository;
 import java.time.ZonedDateTime;
@@ -20,61 +18,6 @@ public class HyperParamCoreService {
   private final HyperParamRepository hyperParamRepository;
   private final UserUtil userUtil;
 
-  private ModelMngDto.HyperParamInfo mapToHyperParamInfo(ModelHyperParamEntity entity) {
-    return ModelMngDto.HyperParamInfo.builder()
-        .hyperVer(entity.getHyperVer())
-        // Important
-        .backbone(entity.getBackbone())
-        .inputSize(entity.getInputSize())
-        .cropSize(entity.getCropSize())
-        .epochCnt(entity.getEpochCnt())
-        .batchSize(entity.getBatchSize())
-        // Architecture
-        .dropPathRate(entity.getDropPathRate())
-        .frozenStages(entity.getFrozenStages())
-        .neckPolicy(entity.getNeckPolicy())
-        .decoderChannels(entity.getDecoderChannels())
-        .classWeight(entity.getClassWeight())
-        .numLayers(entity.getNumLayers())
-        // Optimization
-        .learningRate(entity.getLearningRate())
-        .weightDecay(entity.getWeightDecay())
-        .layerDecayRate(entity.getLayerDecayRate())
-        .ddpFindUnusedParams(entity.getDdpFindUnusedParams())
-        .ignoreIndex(entity.getIgnoreIndex())
-        // Data
-        .trainNumWorkers(entity.getTrainNumWorkers())
-        .valNumWorkers(entity.getValNumWorkers())
-        .testNumWorkers(entity.getTestNumWorkers())
-        .trainShuffle(entity.getTrainShuffle())
-        .trainPersistent(entity.getTrainPersistent())
-        .valPersistent(entity.getValPersistent())
-        // Evaluation
-        .metrics(entity.getMetrics())
-        .saveBest(entity.getSaveBest())
-        .saveBestRule(entity.getSaveBestRule())
-        .valInterval(entity.getValInterval())
-        .logInterval(entity.getLogInterval())
-        .visInterval(entity.getVisInterval())
-        // Hardware
-        .gpuCnt(entity.getGpuCnt())
-        .gpuIds(entity.getGpuIds())
-        .masterPort(entity.getMasterPort())
-        // Augmentation
-        .rotProb(entity.getRotProb())
-        .flipProb(entity.getFlipProb())
-        .rotDegree(entity.getRotDegree())
-        .exchangeProb(entity.getExchangeProb())
-        .brightnessDelta(entity.getBrightnessDelta())
-        .contrastRange(entity.getContrastRange())
-        .saturationRange(entity.getSaturationRange())
-        .hueDelta(entity.getHueDelta())
-        // Common
-        .memo(entity.getMemo())
-        .createdDttm(entity.getCreatedDttm())
-        .build();
-  }
-
   /**
    * 하이퍼파라미터 등록
    *
@@ -182,47 +125,27 @@ public class HyperParamCoreService {
   }
 
   /**
-   * 하이퍼파라미터 단건 조회
+   * 하이퍼파라미터 최적화 설정값 조회
    *
-   * @param hyperVer 하이퍼파라미터 버전
+   * @return
-   * @return 하이퍼파라미터 정보
    */
-  public ModelMngDto.HyperParamInfo findByHyperVer(String hyperVer) {
+  public HyperParamDto.Basic getInitHyperParam() {
-    //    ModelHyperParamEntity entity =
+    ModelHyperParamEntity entity = new ModelHyperParamEntity();
-    //        hyperParamRepository
+    entity.setUuid(null);
-    //            .findById(hyperVer)
+    return entity.toDto();
-    //            .orElseThrow(() -> new NotFoundException("하이퍼파라미터를 찾을 수 없습니다: " + hyperVer));
-    //
-    //    if ("Y".equals(entity.getDelYn())) {
-    //      throw new NotFoundException("삭제된 하이퍼파라미터입니다: " + hyperVer);
-    //    }
-
-    return mapToHyperParamInfo(null);
   }
 
   /**
-   * 하이퍼파라미터 삭제 (논리 삭제)
+   * 하이퍼파라미터 상세 조회
    *
-   * @param hyperVer 하이퍼파라미터 버전
+   * @return
    */
-  public void deleteHyperParam(String hyperVer) {
+  public HyperParamDto.Basic getHyperParam(UUID uuid) {
-    // H1은 디폴트 버전이므로 삭제 불가
+    ModelHyperParamEntity entity =
-    if ("H1".equals(hyperVer)) {
+        hyperParamRepository
-      throw new BadRequestException("H1은 디폴트 하이퍼파라미터 버전이므로 삭제할 수 없습니다.");
+            .findHyperParamByUuid(uuid)
-    }
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
-    //
+    return entity.toDto();
-    //    ModelHyperParamEntity entity =
-    //        hyperParamRepository
-    //            .findById(hyperVer)
-    //            .orElseThrow(() -> new NotFoundException("하이퍼파라미터를 찾을 수 없습니다: " + hyperVer));
-    //
-    //    if ("Y".equals(entity.getDelYn())) {
-    //      throw new BadRequestException("이미 삭제된 하이퍼파라미터입니다: " + hyperVer);
-    //    }
-    //
-    //    // 논리 삭제 처리
-    //    entity.setDelYn("Y");
-    //    hyperParamRepository.save(entity);
   }
 
   /**

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

@@ -318,57 +318,77 @@ public class ModelHyperParamEntity {
 
   public HyperParamDto.Basic toDto() {
     return new HyperParamDto.Basic(
-        this.id,
         this.uuid,
-        this.hyperVer,
+
+        // -------------------------
+        // Important
+        // -------------------------
         this.backbone,
         this.inputSize,
         this.cropSize,
-        this.epochCnt,
         this.batchSize,
-        this.dropPathRate,
+
-        this.frozenStages,
+        // -------------------------
-        this.neckPolicy,
+        // Data
-        this.decoderChannels,
+        // -------------------------
-        this.classWeight,
-        this.numLayers,
-        this.learningRate,
-        this.weightDecay,
-        this.layerDecayRate,
-        this.ddpFindUnusedParams,
-        this.ignoreIndex,
         this.trainNumWorkers,
         this.valNumWorkers,
         this.testNumWorkers,
         this.trainShuffle,
         this.trainPersistent,
         this.valPersistent,
+
+        // -------------------------
+        // Model Architecture
+        // -------------------------
+        this.dropPathRate,
+        this.frozenStages,
+        this.neckPolicy,
+        this.decoderChannels,
+        this.classWeight,
+
+        // -------------------------
+        // Loss & Optimization
+        // -------------------------
+        this.learningRate,
+        this.weightDecay,
+        this.layerDecayRate,
+        this.ddpFindUnusedParams,
+        this.ignoreIndex,
+        this.numLayers,
+
+        // -------------------------
+        // Evaluation
+        // -------------------------
         this.metrics,
         this.saveBest,
         this.saveBestRule,
         this.valInterval,
         this.logInterval,
         this.visInterval,
+
+        // -------------------------
+        // Augmentation
+        // -------------------------
         this.rotProb,
-        this.flipProb,
         this.rotDegree,
+        this.flipProb,
         this.exchangeProb,
         this.brightnessDelta,
         this.contrastRange,
         this.saturationRange,
         this.hueDelta,
+
+        // -------------------------
+        // Memo
+        // -------------------------
+        this.memo,
+
+        // -------------------------
+        // Hardware
+        // -------------------------
         this.gpuCnt,
         this.gpuIds,
-        this.masterPort,
+        this.masterPort);
-        this.memo,
-        this.delYn,
-        this.createdDttm,
-        this.createdUid,
-        this.updatedDttm,
-        this.updatedUid,
-        this.lastUsedDttm,
-        this.m1UseCnt,
-        this.m2UseCnt,
-        this.m3UseCnt);
   }
 }