hyperparam_with_modeltype

2026-02-12 19:16:13 +09:00
parent b0cf9e77ec
commit 5455da1e96
4 changed files with 169 additions and 176 deletions
--- a/src/main/java/com/kamco/cd/training/hyperparam/HyperParamApiController.java
+++ b/src/main/java/com/kamco/cd/training/hyperparam/HyperParamApiController.java
@@ -101,8 +101,9 @@ public class HyperParamApiController {
          LocalDate endDate,
      @Parameter(description = "버전명", example = "G_000001") @RequestParam(required = false)
          String hyperVer,
-      @Parameter(description = "버전명", example = "G1,G2,G3") @RequestParam(required = false) ModelType model
-      , @Parameter(
+      @Parameter(description = "버전명", example = "G1,G2,G3") @RequestParam(required = false)
+          ModelType model,
+      @Parameter(
              description = "정렬",
              example = "createdDttm desc",
              schema =
--- a/src/main/java/com/kamco/cd/training/postgres/core/HyperParamCoreService.java
+++ b/src/main/java/com/kamco/cd/training/postgres/core/HyperParamCoreService.java
@@ -50,15 +50,15 @@ public class HyperParamCoreService {
  /**
   * 하이퍼파라미터 수정
   *
-   * @param uuid      uuid
+   * @param uuid uuid
   * @param createReq 등록 요청
   * @return ver
   */
  public String updateHyperParam(UUID uuid, HyperParam createReq) {
    ModelHyperParamEntity entity =
-      hyperParamRepository
-        .findHyperParamByUuid(uuid)
-        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        hyperParamRepository
+            .findHyperParamByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));

    if (entity.getIsDefault()) {
      throw new CustomApiException("UNPROCESSABLE_ENTITY_UPDATE", HttpStatus.UNPROCESSABLE_ENTITY);
@@ -79,9 +79,9 @@ public class HyperParamCoreService {
   */
  public void deleteHyperParam(UUID uuid) {
    ModelHyperParamEntity entity =
-      hyperParamRepository
-        .findHyperParamByUuid(uuid)
-        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        hyperParamRepository
+            .findHyperParamByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));

    //    if (entity.getHyperVer().equals("HPs_0001")) {
    //      throw new CustomApiException("UNPROCESSABLE_ENTITY", HttpStatus.UNPROCESSABLE_ENTITY);
@@ -104,10 +104,10 @@ public class HyperParamCoreService {
   */
  public HyperParamDto.Basic getInitHyperParam(ModelType model) {
    ModelHyperParamEntity entity =
-      hyperParamRepository
-        .getHyperparamByType(model)
-        .stream().filter(e -> e.getIsDefault() == Boolean.TRUE)
-        .findFirst().orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        hyperParamRepository.getHyperparamByType(model).stream()
+            .filter(e -> e.getIsDefault() == Boolean.TRUE)
+            .findFirst()
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
    return entity.toDto();
  }

@@ -118,9 +118,9 @@ public class HyperParamCoreService {
   */
  public HyperParamDto.Basic getHyperParam(UUID uuid) {
    ModelHyperParamEntity entity =
-      hyperParamRepository
-        .findHyperParamByUuid(uuid)
-        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        hyperParamRepository
+            .findHyperParamByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
    return entity.toDto();
  }

@@ -143,16 +143,16 @@ public class HyperParamCoreService {
   */
  public String getFirstHyperParamVersion(ModelType model) {
    return hyperParamRepository
-      .findHyperParamVerByModelType(model)
-      .map(ModelHyperParamEntity::getHyperVer)
-      .map(ver -> increase(ver, model))
-      .orElse(model.name() + "_000001");
+        .findHyperParamVerByModelType(model)
+        .map(ModelHyperParamEntity::getHyperVer)
+        .map(ver -> increase(ver, model))
+        .orElse(model.name() + "_000001");
  }

  /**
   * 하이퍼 파라미터의 버전을 증가시킨다.
   *
-   * @param hyperVer  현재 버전
+   * @param hyperVer 현재 버전
   * @param modelType 모델 타입
   * @return 증가된 버전
   */
--- a/src/main/java/com/kamco/cd/training/postgres/core/ModelTrainMngCoreService.java
+++ b/src/main/java/com/kamco/cd/training/postgres/core/ModelTrainMngCoreService.java
@@ -65,9 +65,9 @@ public class ModelTrainMngCoreService {
   */
  public void deleteModel(UUID uuid) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findByUuid(uuid)
-        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        modelMngRepository
+            .findByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
    entity.setDelYn(true);
    entity.setUpdatedDttm(ZonedDateTime.now());
    entity.setUpdatedUid(userUtil.getId());
@@ -86,15 +86,16 @@ public class ModelTrainMngCoreService {
    //     최적화 파라미터는 모델 type의 디폴트사용
    if (HyperParamSelectType.OPTIMIZED.getId().equals(addReq.getHyperParamType())) {
      ModelType modelType = ModelType.getValueData(addReq.getModelNo());
-      hyperParamEntity = hyperParamRepository.getHyperparamByType(modelType)
-        .stream()
-        .filter(e -> e.getIsDefault() == Boolean.TRUE)
-        .findFirst().orElse(null);
+      hyperParamEntity =
+          hyperParamRepository.getHyperparamByType(modelType).stream()
+              .filter(e -> e.getIsDefault() == Boolean.TRUE)
+              .findFirst()
+              .orElse(null);
      //      hyperParamEntity = hyperParamRepository.findByHyperVer("HPs_0001").orElse(null);

    } else {
      hyperParamEntity =
-        hyperParamRepository.findHyperParamByUuid(addReq.getHyperUuid()).orElse(null);
+          hyperParamRepository.findHyperParamByUuid(addReq.getHyperUuid()).orElse(null);
    }

    if (hyperParamEntity == null || hyperParamEntity.getHyperVer() == null) {
@@ -102,8 +103,8 @@ public class ModelTrainMngCoreService {
    }

    String modelVer =
-      String.join(
-        ".", addReq.getModelNo(), hyperParamEntity.getHyperVer(), entity.getUuid().toString());
+        String.join(
+            ".", addReq.getModelNo(), hyperParamEntity.getHyperVer(), entity.getUuid().toString());
    entity.setModelVer(modelVer);
    entity.setHyperParamId(hyperParamEntity.getId());
    entity.setModelNo(addReq.getModelNo());
@@ -135,7 +136,7 @@ public class ModelTrainMngCoreService {
   * data set 저장
   *
   * @param modelId 저장한 모델 학습 id
-   * @param addReq  요청 파라미터
+   * @param addReq 요청 파라미터
   */
  public void saveModelDataset(Long modelId, ModelTrainMngDto.AddReq addReq) {
    TrainingDataset dataset = addReq.getTrainingDataset();
@@ -168,9 +169,9 @@ public class ModelTrainMngCoreService {
   */
  public void updateModelMaster(Long modelId, ModelTrainMngDto.UpdateReq req) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
    if (req.getRequestPath() != null && !req.getRequestPath().isEmpty()) {
      entity.setRequestPath(req.getRequestPath());
    }
@@ -183,7 +184,7 @@ public class ModelTrainMngCoreService {
  /**
   * 모델 데이터셋 mapping 테이블 저장
   *
-   * @param modelId     모델학습 id
+   * @param modelId 모델학습 id
   * @param datasetList 선택한 data set
   */
  public void saveModelDatasetMap(Long modelId, List<Long> datasetList) {
@@ -200,7 +201,7 @@ public class ModelTrainMngCoreService {
   * 모델학습 config 저장
   *
   * @param modelId 모델학습 id
-   * @param req     요청 파라미터
+   * @param req 요청 파라미터
   * @return
   */
  public void saveModelConfig(Long modelId, ModelTrainMngDto.ModelConfig req) {
@@ -220,7 +221,7 @@ public class ModelTrainMngCoreService {
  /**
   * 데이터셋 매핑 생성
   *
-   * @param modelUid   모델 UID
+   * @param modelUid 모델 UID
   * @param datasetIds 데이터셋 ID 목록
   */
  public void createDatasetMappings(Long modelUid, List<Long> datasetIds) {
@@ -242,8 +243,8 @@ public class ModelTrainMngCoreService {
  public ModelMasterEntity findByUuid(UUID uuid) {
    try {
      return modelMngRepository
-        .findByUuid(uuid)
-        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+          .findByUuid(uuid)
+          .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
    } catch (IllegalArgumentException e) {
      throw new BadRequestException("잘못된 UUID 형식입니다: " + uuid);
    }
@@ -257,9 +258,9 @@ public class ModelTrainMngCoreService {
   */
  public Long findModelIdByUuid(UUID uuid) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findByUuid(uuid)
-        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        modelMngRepository
+            .findByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
    return entity.getId();
  }

@@ -272,8 +273,8 @@ public class ModelTrainMngCoreService {
  public ModelConfigDto.Basic findModelConfigByModelId(UUID uuid) {
    ModelMasterEntity modelEntity = findByUuid(uuid);
    return modelConfigRepository
-      .findModelConfigByModelId(modelEntity.getId())
-      .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+        .findModelConfigByModelId(modelEntity.getId())
+        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
  }

  /**
@@ -304,21 +305,19 @@ public class ModelTrainMngCoreService {
   */
  public ModelTrainMngDto.Basic findModelById(Long id) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findById(id)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + id));
+        modelMngRepository
+            .findById(id)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + id));
    return entity.toDto();
  }

-  /**
-   * 마스터를 IN_PROGRESS로 전환하고, 현재 실행 jobId를 연결 - UI/중단/상태조회 모두 currentAttemptId를 기준으로 동작
-   */
+  /** 마스터를 IN_PROGRESS로 전환하고, 현재 실행 jobId를 연결 - UI/중단/상태조회 모두 currentAttemptId를 기준으로 동작 */
  @Transactional
  public void markInProgress(Long modelId, Long jobId) {
    ModelMasterEntity master =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    master.setStatusCd(TrainStatusType.IN_PROGRESS.getId());
    master.setCurrentAttemptId(jobId);
@@ -326,54 +325,46 @@ public class ModelTrainMngCoreService {
    // 필요하면 시작시간도 여기서 찍어줌
  }

-  /**
-   * 마지막 에러 메시지 초기화 - 재시작/새 실행 때 이전 에러 흔적 제거
-   */
+  /** 마지막 에러 메시지 초기화 - 재시작/새 실행 때 이전 에러 흔적 제거 */
  @Transactional
  public void clearLastError(Long modelId) {
    ModelMasterEntity master =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    master.setLastError(null);
  }

-  /**
-   * 중단 처리(옵션) - cancel에서 쓰려고 하면 같이 구현
-   */
+  /** 중단 처리(옵션) - cancel에서 쓰려고 하면 같이 구현 */
  @Transactional
  public void markStopped(Long modelId) {
    ModelMasterEntity master =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    master.setStatusCd(TrainStatusType.STOPPED.getId());
  }

-  /**
-   * 완료 처리(옵션) - Worker가 성공 시 호출
-   */
+  /** 완료 처리(옵션) - Worker가 성공 시 호출 */
  @Transactional
  public void markCompleted(Long modelId) {
    ModelMasterEntity master =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    master.setStatusCd(TrainStatusType.COMPLETED.getId());
  }

-  /**
-   * step 1오류 처리(옵션) - Worker가 실패 시 호출
-   */
+  /** step 1오류 처리(옵션) - Worker가 실패 시 호출 */
  @Transactional
  public void markError(Long modelId, String errorMessage) {
    ModelMasterEntity master =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    master.setStatusCd(TrainStatusType.ERROR.getId());
    master.setStep1State(TrainStatusType.ERROR.getId());
@@ -382,15 +373,13 @@ public class ModelTrainMngCoreService {
    master.setUpdatedDttm(ZonedDateTime.now());
  }

-  /**
-   * step 2오류 처리(옵션) - Worker가 실패 시 호출
-   */
+  /** step 2오류 처리(옵션) - Worker가 실패 시 호출 */
  @Transactional
  public void markStep2Error(Long modelId, String errorMessage) {
    ModelMasterEntity master =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    master.setStatusCd(TrainStatusType.ERROR.getId());
    master.setStep2State(TrainStatusType.ERROR.getId());
@@ -402,9 +391,9 @@ public class ModelTrainMngCoreService {
  @Transactional
  public void markSuccess(Long modelId) {
    ModelMasterEntity master =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    // 모델 상태 완료 처리
    master.setStatusCd(TrainStatusType.COMPLETED.getId());
@@ -432,9 +421,9 @@ public class ModelTrainMngCoreService {
  @Transactional(propagation = Propagation.REQUIRES_NEW)
  public void markStep1InProgress(Long modelId, Long jobId) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    entity.setStatusCd(TrainStatusType.IN_PROGRESS.getId());
    entity.setStep1StrtDttm(ZonedDateTime.now());
@@ -452,9 +441,9 @@ public class ModelTrainMngCoreService {
  @Transactional(propagation = Propagation.REQUIRES_NEW)
  public void markStep2InProgress(Long modelId, Long jobId) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    entity.setStatusCd(TrainStatusType.IN_PROGRESS.getId());
    entity.setStep2StrtDttm(ZonedDateTime.now());
@@ -472,9 +461,9 @@ public class ModelTrainMngCoreService {
  @Transactional(propagation = Propagation.REQUIRES_NEW)
  public void markStep1Success(Long modelId) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    entity.setStatusCd(TrainStatusType.COMPLETED.getId());
    entity.setStep1State(TrainStatusType.COMPLETED.getId());
@@ -491,9 +480,9 @@ public class ModelTrainMngCoreService {
  @Transactional(propagation = Propagation.REQUIRES_NEW)
  public void markStep2Success(Long modelId) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    entity.setStatusCd(TrainStatusType.COMPLETED.getId());
    entity.setStep2State(TrainStatusType.COMPLETED.getId());
@@ -504,9 +493,9 @@ public class ModelTrainMngCoreService {

  public void updateModelMasterBestEpoch(Long modelId, int epoch) {
    ModelMasterEntity entity =
-      modelMngRepository
-        .findById(modelId)
-        .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));

    entity.setBestEpoch(epoch);
  }
--- a/src/main/java/com/kamco/cd/training/postgres/repository/hyperparam/HyperParamRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/training/postgres/repository/hyperparam/HyperParamRepositoryImpl.java
@@ -34,56 +34,56 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
  public Optional<ModelHyperParamEntity> findHyperParamVer() {

    return Optional.ofNullable(
-      queryFactory
-        .select(modelHyperParamEntity)
-        .from(modelHyperParamEntity)
-        .where(modelHyperParamEntity.delYn.isFalse())
-        .orderBy(modelHyperParamEntity.hyperVer.desc())
-        .limit(1)
-        .fetchOne());
+        queryFactory
+            .select(modelHyperParamEntity)
+            .from(modelHyperParamEntity)
+            .where(modelHyperParamEntity.delYn.isFalse())
+            .orderBy(modelHyperParamEntity.hyperVer.desc())
+            .limit(1)
+            .fetchOne());
  }

  @Override
  public Optional<ModelHyperParamEntity> findHyperParamVerByModelType(ModelType modelType) {

    return Optional.ofNullable(
-      queryFactory
-        .select(modelHyperParamEntity)
-        .from(modelHyperParamEntity)
-        .where(
-          modelHyperParamEntity
-            .delYn
-            .isFalse()
-            .and(modelHyperParamEntity.modelType.eq(modelType)))
-        .orderBy(modelHyperParamEntity.hyperVer.desc())
-        .limit(1)
-        .fetchOne());
+        queryFactory
+            .select(modelHyperParamEntity)
+            .from(modelHyperParamEntity)
+            .where(
+                modelHyperParamEntity
+                    .delYn
+                    .isFalse()
+                    .and(modelHyperParamEntity.modelType.eq(modelType)))
+            .orderBy(modelHyperParamEntity.hyperVer.desc())
+            .limit(1)
+            .fetchOne());
  }

  @Override
  public Optional<ModelHyperParamEntity> findHyperParamByHyperVer(String hyperVer) {

    return Optional.ofNullable(
-      queryFactory
-        .select(modelHyperParamEntity)
-        .from(modelHyperParamEntity)
-        .where(
-          modelHyperParamEntity
-            .delYn
-            .isFalse()
-            .and(modelHyperParamEntity.hyperVer.eq(hyperVer)))
-        .limit(1)
-        .fetchOne());
+        queryFactory
+            .select(modelHyperParamEntity)
+            .from(modelHyperParamEntity)
+            .where(
+                modelHyperParamEntity
+                    .delYn
+                    .isFalse()
+                    .and(modelHyperParamEntity.hyperVer.eq(hyperVer)))
+            .limit(1)
+            .fetchOne());
  }

  @Override
  public Optional<ModelHyperParamEntity> findHyperParamByUuid(UUID uuid) {
    return Optional.ofNullable(
-      queryFactory
-        .select(modelHyperParamEntity)
-        .from(modelHyperParamEntity)
-        .where(modelHyperParamEntity.delYn.isFalse().and(modelHyperParamEntity.uuid.eq(uuid)))
-        .fetchOne());
+        queryFactory
+            .select(modelHyperParamEntity)
+            .from(modelHyperParamEntity)
+            .where(modelHyperParamEntity.delYn.isFalse().and(modelHyperParamEntity.uuid.eq(uuid)))
+            .fetchOne());
  }

  @Override
@@ -119,28 +119,28 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
    }

    NumberExpression<Long> totalUseCnt =
-      modelHyperParamEntity
-        .m1UseCnt
-        .coalesce(0L)
-        .add(modelHyperParamEntity.m2UseCnt.coalesce(0L))
-        .add(modelHyperParamEntity.m3UseCnt.coalesce(0L));
+        modelHyperParamEntity
+            .m1UseCnt
+            .coalesce(0L)
+            .add(modelHyperParamEntity.m2UseCnt.coalesce(0L))
+            .add(modelHyperParamEntity.m3UseCnt.coalesce(0L));

    JPAQuery<HyperParamDto.List> query =
-      queryFactory
-        .select(
-          Projections.constructor(
-            HyperParamDto.List.class,
-            modelHyperParamEntity.uuid,
-            modelHyperParamEntity.modelType.as("model"),
-            modelHyperParamEntity.hyperVer,
-            modelHyperParamEntity.createdDttm,
-            modelHyperParamEntity.lastUsedDttm,
-            modelHyperParamEntity.m1UseCnt,
-            modelHyperParamEntity.m2UseCnt,
-            modelHyperParamEntity.m3UseCnt,
-            totalUseCnt.as("totalUseCnt")))
-        .from(modelHyperParamEntity)
-        .where(builder);
+        queryFactory
+            .select(
+                Projections.constructor(
+                    HyperParamDto.List.class,
+                    modelHyperParamEntity.uuid,
+                    modelHyperParamEntity.modelType.as("model"),
+                    modelHyperParamEntity.hyperVer,
+                    modelHyperParamEntity.createdDttm,
+                    modelHyperParamEntity.lastUsedDttm,
+                    modelHyperParamEntity.m1UseCnt,
+                    modelHyperParamEntity.m2UseCnt,
+                    modelHyperParamEntity.m3UseCnt,
+                    totalUseCnt.as("totalUseCnt")))
+            .from(modelHyperParamEntity)
+            .where(builder);

    Sort.Order sortOrder = pageable.getSort().stream().findFirst().orElse(null);

@@ -152,15 +152,17 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
      boolean asc = sortOrder.isAscending();

      switch (property) {
-        case "createdDttm" -> query.orderBy(
-          asc
-            ? modelHyperParamEntity.createdDttm.asc()
-            : modelHyperParamEntity.createdDttm.desc());
+        case "createdDttm" ->
+            query.orderBy(
+                asc
+                    ? modelHyperParamEntity.createdDttm.asc()
+                    : modelHyperParamEntity.createdDttm.desc());

-        case "lastUsedDttm" -> query.orderBy(
-          asc
-            ? modelHyperParamEntity.lastUsedDttm.asc()
-            : modelHyperParamEntity.lastUsedDttm.desc());
+        case "lastUsedDttm" ->
+            query.orderBy(
+                asc
+                    ? modelHyperParamEntity.lastUsedDttm.asc()
+                    : modelHyperParamEntity.lastUsedDttm.desc());

        case "totalUseCnt" -> query.orderBy(asc ? totalUseCnt.asc() : totalUseCnt.desc());

@@ -169,14 +171,14 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
    }

    List<HyperParamDto.List> content =
-      query.offset(pageable.getOffset()).limit(pageable.getPageSize()).fetch();
+        query.offset(pageable.getOffset()).limit(pageable.getPageSize()).fetch();

    Long total =
-      queryFactory
-        .select(modelHyperParamEntity.count())
-        .from(modelHyperParamEntity)
-        .where(builder)
-        .fetchOne();
+        queryFactory
+            .select(modelHyperParamEntity.count())
+            .from(modelHyperParamEntity)
+            .where(builder)
+            .fetchOne();

    long totalCount = (total != null) ? total : 0L;

@@ -186,12 +188,13 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
  @Override
  public List<ModelHyperParamEntity> getHyperparamByType(ModelType modelType) {
    return queryFactory
-      .select(modelHyperParamEntity)
-      .from(modelHyperParamEntity)
-      .where(
-        modelHyperParamEntity
-          .delYn.isFalse()
-          .and(modelHyperParamEntity.modelType.eq(modelType)))
-      .fetch();
+        .select(modelHyperParamEntity)
+        .from(modelHyperParamEntity)
+        .where(
+            modelHyperParamEntity
+                .delYn
+                .isFalse()
+                .and(modelHyperParamEntity.modelType.eq(modelType)))
+        .fetch();
  }
 }