hyperparam_with_modeltype

2026-02-12 18:48:14 +09:00
parent 3547c28361
commit 0c34ea7dcb
14 changed files with 354 additions and 185 deletions
--- a/build.gradle
+++ b/build.gradle
@@ -3,6 +3,7 @@ plugins {
  id 'org.springframework.boot' version '3.5.7'
  id 'io.spring.dependency-management' version '1.1.7'
  id 'com.diffplug.spotless' version '6.25.0'
+  id 'idea'
 }

 group = 'com.kamco.cd'
@@ -21,11 +22,23 @@ configurations {
  }
 }

+// QueryDSL 생성된 소스 디렉토리 정의
+def generatedSourcesDir = file("$buildDir/generated/sources/annotationProcessor/java/main")
+
 repositories {
  mavenCentral()
  maven { url "https://repo.osgeo.org/repository/release/" }
 }

+// Gradle이 생성된 소스를 컴파일 경로에 포함하도록 설정
+sourceSets {
+  main {
+    java {
+      srcDirs += generatedSourcesDir
+    }
+  }
+}
+
 dependencies {
  implementation 'org.springframework.boot:spring-boot-starter-data-jpa'
  implementation 'org.springframework.boot:spring-boot-starter-web'
@@ -87,6 +100,21 @@ dependencies {
  implementation 'org.apache.commons:commons-csv:1.10.0'
 }

+// IntelliJ가 생성된 소스를 인식하도록 설정
+idea {
+  module {
+    // 소스 디렉토리로 인식
+    sourceDirs += generatedSourcesDir
+
+    // Generated Sources Root로 마킹 (IntelliJ에서 특별 처리)
+    generatedSourceDirs += generatedSourcesDir
+
+    // 소스 및 Javadoc 다운로드
+    downloadJavadoc = true
+    downloadSources = true
+  }
+}
+
 configurations.configureEach {
  exclude group: 'javax.media', module: 'jai_core'
 }
@@ -95,6 +123,21 @@ tasks.named('test') {
  useJUnitPlatform()
 }

+// 컴파일 전 생성된 소스 디렉토리 생성 보장
+tasks.named('compileJava') {
+  doFirst {
+    generatedSourcesDir.mkdirs()
+  }
+}
+
+// 생성된 소스 정리 태스크
+tasks.register('cleanGeneratedSources', Delete) {
+  delete generatedSourcesDir
+}
+
+tasks.named('clean') {
+  dependsOn 'cleanGeneratedSources'
+}

 bootJar {
  archiveFileName = 'ROOT.jar'
--- a/src/main/java/com/kamco/cd/training/common/dto/HyperParam.java
+++ b/src/main/java/com/kamco/cd/training/common/dto/HyperParam.java
@@ -1,5 +1,6 @@
 package com.kamco.cd.training.common.dto;

+import com.kamco.cd.training.common.enums.ModelType;
 import io.swagger.v3.oas.annotations.media.Schema;
 import lombok.AllArgsConstructor;
 import lombok.Getter;
@@ -14,6 +15,10 @@ public class HyperParam {
  // -------------------------
  // Important
  // -------------------------
+
+  @Schema(description = "모델", example = "large")
+  private ModelType model; // backbone
+
  @Schema(description = "백본 네트워크", example = "large")
  private String backbone; // backbone

--- a/src/main/java/com/kamco/cd/training/common/enums/ModelType.java
+++ b/src/main/java/com/kamco/cd/training/common/enums/ModelType.java
@@ -2,6 +2,7 @@ package com.kamco.cd.training.common.enums;

 import com.kamco.cd.training.common.utils.enums.CodeExpose;
 import com.kamco.cd.training.common.utils.enums.EnumType;
+import java.util.Arrays;
 import lombok.AllArgsConstructor;
 import lombok.Getter;

@@ -15,6 +16,10 @@ public enum ModelType implements EnumType {

  private String desc;

+  public static ModelType getValueData(String modelNo) {
+    return Arrays.stream(ModelType.values()).filter(m -> m.getId().equals(modelNo)).findFirst().orElse(G1);
+  }
+
  @Override
  public String getId() {
    return name();
--- a/src/main/java/com/kamco/cd/training/hyperparam/HyperParamApiController.java
+++ b/src/main/java/com/kamco/cd/training/hyperparam/HyperParamApiController.java
@@ -1,6 +1,7 @@
 package com.kamco.cd.training.hyperparam;

 import com.kamco.cd.training.common.dto.HyperParam;
+import com.kamco.cd.training.common.enums.ModelType;
 import com.kamco.cd.training.config.api.ApiResponseDto;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto.List;
@@ -65,7 +66,7 @@ public class HyperParamApiController {
                    mediaType = "application/json",
                    schema = @Schema(implementation = String.class))),
        @ApiResponse(responseCode = "400", description = "잘못된 요청", content = @Content),
-        @ApiResponse(responseCode = "422", description = "HPs_0001 수정 불가", content = @Content),
+        @ApiResponse(responseCode = "422", description = "default는 삭제불가", content = @Content),
        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
      })
  @PutMapping("/{uuid}")
@@ -87,8 +88,9 @@ public class HyperParamApiController {
        @ApiResponse(responseCode = "404", description = "하이퍼파라미터를 찾을 수 없음", content = @Content),
        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
      })
-  @GetMapping("/list")
+  @GetMapping("{model}/list")
  public ApiResponseDto<Page<List>> getHyperParam(
+      @PathVariable ModelType model,
      @Parameter(
              description = "구분 CREATE_DATE(생성일), LAST_USED_DATE(최근사용일)",
              example = "CREATE_DATE")
@@ -98,7 +100,7 @@ public class HyperParamApiController {
          LocalDate startDate,
      @Parameter(description = "종료일", example = "2026-02-28") @RequestParam(required = false)
          LocalDate endDate,
-      @Parameter(description = "버전명", example = "HPs_0001") @RequestParam(required = false)
+      @Parameter(description = "버전명", example = "G_000001") @RequestParam(required = false)
          String hyperVer,
      @Parameter(
              description = "정렬",
@@ -124,7 +126,7 @@ public class HyperParamApiController {
    searchReq.setSort(sort);
    searchReq.setPage(page);
    searchReq.setSize(size);
-    Page<List> list = hyperParamService.getHyperParamList(searchReq);
+    Page<List> list = hyperParamService.getHyperParamList(model, searchReq);

    return ApiResponseDto.ok(list);
  }
@@ -133,7 +135,7 @@ public class HyperParamApiController {
  @ApiResponses(
      value = {
        @ApiResponse(responseCode = "200", description = "삭제 성공", content = @Content),
-        @ApiResponse(responseCode = "422", description = "HPs_0001 삭제 불가", content = @Content),
+        @ApiResponse(responseCode = "422", description = "default 삭제 불가", content = @Content),
        @ApiResponse(responseCode = "404", description = "하이퍼파라미터를 찾을 수 없음", content = @Content),
      })
  @DeleteMapping("/{uuid}")
@@ -179,8 +181,11 @@ public class HyperParamApiController {
        @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());
+  @GetMapping("/init/{model}")
+  public ApiResponseDto<HyperParamDto.Basic> getInitHyperParam(
+    @PathVariable ModelType model
+
+  ) {
+    return ApiResponseDto.ok(hyperParamService.getInitHyperParam(model));
  }
 }
--- a/src/main/java/com/kamco/cd/training/hyperparam/dto/HyperParamDto.java
+++ b/src/main/java/com/kamco/cd/training/hyperparam/dto/HyperParamDto.java
@@ -1,5 +1,6 @@
 package com.kamco.cd.training.hyperparam.dto;

+import com.kamco.cd.training.common.enums.ModelType;
 import com.kamco.cd.training.common.utils.enums.CodeExpose;
 import com.kamco.cd.training.common.utils.enums.EnumType;
 import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
@@ -24,6 +25,7 @@ public class HyperParamDto {
  @AllArgsConstructor
  public static class Basic {

+    private ModelType model; // 20250212 modeltype추가
    private UUID uuid;
    private String hyperVer;
    @JsonFormatDttm private ZonedDateTime createdDttm;
@@ -98,6 +100,8 @@ public class HyperParamDto {
    private Integer gpuCnt;
    private String gpuIds;
    private Integer masterPort;
+
+    private Boolean isDefault;
  }

  @Getter
--- a/src/main/java/com/kamco/cd/training/hyperparam/service/HyperParamService.java
+++ b/src/main/java/com/kamco/cd/training/hyperparam/service/HyperParamService.java
@@ -1,8 +1,10 @@
 package com.kamco.cd.training.hyperparam.service;

 import com.kamco.cd.training.common.dto.HyperParam;
+import com.kamco.cd.training.common.enums.ModelType;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto.List;
+import com.kamco.cd.training.hyperparam.dto.HyperParamDto.SearchReq;
 import com.kamco.cd.training.postgres.core.HyperParamCoreService;
 import java.util.UUID;
 import lombok.RequiredArgsConstructor;
@@ -20,11 +22,12 @@ public class HyperParamService {
  /**
   * 하이퍼 파라미터 목록 조회
   *
+   * @param model
   * @param req
   * @return 목록
   */
-  public Page<List> getHyperParamList(HyperParamDto.SearchReq req) {
-    return hyperParamCoreService.findByHyperVerList(req);
+  public Page<List> getHyperParamList(ModelType model, SearchReq req) {
+    return hyperParamCoreService.findByHyperVerList(model, req);
  }

  /**
@@ -59,8 +62,8 @@ public class HyperParamService {
  }

  /** 하이퍼파라미터 최적화 설정값 조회 */
-  public HyperParamDto.Basic getInitHyperParam() {
-    return hyperParamCoreService.getInitHyperParam();
+  public HyperParamDto.Basic getInitHyperParam(ModelType model) {
+    return hyperParamCoreService.getInitHyperParam(model);
  }

  /**
--- a/src/main/java/com/kamco/cd/training/model/ModelTrainMngApiController.java
+++ b/src/main/java/com/kamco/cd/training/model/ModelTrainMngApiController.java
@@ -74,13 +74,12 @@ public class ModelTrainMngApiController {
  @ApiResponses(
      value = {
        @ApiResponse(responseCode = "200", description = "삭제 성공", content = @Content),
-        @ApiResponse(responseCode = "409", description = "HPs_0001 삭제 불가", content = @Content)
+        @ApiResponse(responseCode = "409", description = "G1_000001 삭제 불가", content = @Content)
      })
  @DeleteMapping("/{uuid}")
  public ApiResponseDto<Void> deleteModelTrain(
      @Parameter(description = "학습 모델 uuid", example = "f2b02229-90f2-45f5-92ea-c56cf1c29f79")
-          @PathVariable
-          UUID uuid) {
+          @PathVariable UUID uuid) {
    modelTrainMngService.deleteModelTrain(uuid);
    return ApiResponseDto.ok(null);
  }
--- a/src/main/java/com/kamco/cd/training/postgres/core/HyperParamCoreService.java
+++ b/src/main/java/com/kamco/cd/training/postgres/core/HyperParamCoreService.java
@@ -1,10 +1,12 @@
 package com.kamco.cd.training.postgres.core;

 import com.kamco.cd.training.common.dto.HyperParam;
+import com.kamco.cd.training.common.enums.ModelType;
 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.hyperparam.dto.HyperParamDto.Basic;
+import com.kamco.cd.training.hyperparam.dto.HyperParamDto.SearchReq;
 import com.kamco.cd.training.postgres.entity.ModelHyperParamEntity;
 import com.kamco.cd.training.postgres.repository.hyperparam.HyperParamRepository;
 import java.time.ZonedDateTime;
@@ -17,6 +19,7 @@ import org.springframework.stereotype.Service;
@Service
@RequiredArgsConstructor
 public class HyperParamCoreService {
+
  private final HyperParamRepository hyperParamRepository;
  private final UserUtil userUtil;

@@ -27,7 +30,7 @@ public class HyperParamCoreService {
   * @return 등록된 버전명
   */
  public Basic createHyperParam(HyperParam createReq) {
-    String firstVersion = getFirstHyperParamVersion();
+    String firstVersion = getFirstHyperParamVersion(createReq.getModel());

    ModelHyperParamEntity entity = new ModelHyperParamEntity();
    entity.setHyperVer(firstVersion);
@@ -47,17 +50,17 @@ 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.getHyperVer().equals("HPs_0001")) {
+    if (entity.getIsDefault()) {
      throw new CustomApiException("UNPROCESSABLE_ENTITY_UPDATE", HttpStatus.UNPROCESSABLE_ENTITY);
    }
    applyHyperParam(entity, createReq);
@@ -69,11 +72,112 @@ public class HyperParamCoreService {
    return entity.getHyperVer();
  }

+
+  /**
+   * 하이퍼파라미터 삭제
+   *
+   * @param uuid
+   */
+  public void deleteHyperParam(UUID uuid) {
+    ModelHyperParamEntity entity =
+      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);
+//    }
+
+    //디폴트면 삭제불가
+    if (entity.getIsDefault()) {
+      throw new CustomApiException("UNPROCESSABLE_ENTITY", HttpStatus.UNPROCESSABLE_ENTITY);
+    }
+
+    entity.setDelYn(true);
+    entity.setUpdatedUid(userUtil.getId());
+    entity.setUpdatedDttm(ZonedDateTime.now());
+  }
+
+  /**
+   * 하이퍼파라미터 최적화 설정값 조회
+   *
+   * @return
+   */
+  public HyperParamDto.Basic getInitHyperParam(ModelType model) {
+    ModelHyperParamEntity entity =
+      hyperParamRepository
+        .getHyperparamByType(model)
+        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+    return entity.toDto();
+  }
+
+  /**
+   * 하이퍼파라미터 상세 조회
+   *
+   * @return
+   */
+  public HyperParamDto.Basic getHyperParam(UUID uuid) {
+    ModelHyperParamEntity entity =
+      hyperParamRepository
+        .findHyperParamByUuid(uuid)
+        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+    return entity.toDto();
+  }
+
+  /**
+   * 하이퍼파라미터 목록 조회
+   *
+   * @param model
+   * @param req
+   * @return
+   */
+  public Page<HyperParamDto.List> findByHyperVerList(ModelType model, SearchReq req) {
+    return hyperParamRepository.findByHyperVerList(model, req);
+  }
+
+  /**
+   * 하이퍼파라미터 버전 조회
+   *
+   * @param model 모델 타입
+   * @return ver
+   */
+  public String getFirstHyperParamVersion(ModelType model) {
+    return hyperParamRepository
+      .findHyperParamVerByModelType(model)
+      .map(ModelHyperParamEntity::getHyperVer)
+      .map(ver -> increase(ver, model))
+      .orElse(model.name() + "_000001");
+  }
+
+  /**
+   * 하이퍼 파라미터의 버전을 증가시킨다.
+   *
+   * @param hyperVer  현재 버전
+   * @param modelType 모델 타입
+   * @return 증가된 버전
+   */
+  private String increase(String hyperVer, ModelType modelType) {
+    String prefix = modelType.name() + "_";
+    int num = Integer.parseInt(hyperVer.substring(prefix.length()));
+    return prefix + String.format("%06d", num + 1);
+  }
+
  private void applyHyperParam(ModelHyperParamEntity entity, HyperParam src) {
+
+    ModelType model = src.getModel();
+
+    // 하드코딩 모델별로 다른경우 250212 bbn 하드코딩
+    if (model == ModelType.G3) {
+      entity.setCropSize("512,512");
+    } else {
+      entity.setCropSize("256,256");
+    }
+    //    entity.setCropSize(src.getCropSize());
+
    // Important
+    entity.setModelType(model); // 20250212 modeltype추가
    entity.setBackbone(src.getBackbone());
    entity.setInputSize(src.getInputSize());
-    entity.setCropSize(src.getCropSize());
    entity.setBatchSize(src.getBatchSize());

    // Data
@@ -111,78 +215,4 @@ public class HyperParamCoreService {
    entity.setMemo(src.getMemo());
  }

-  /**
-   * 하이퍼파라미터 삭제
-   *
-   * @param uuid
-   */
-  public void deleteHyperParam(UUID uuid) {
-    ModelHyperParamEntity entity =
-        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);
-    }
-
-    entity.setDelYn(true);
-    entity.setUpdatedUid(userUtil.getId());
-    entity.setUpdatedDttm(ZonedDateTime.now());
-  }
-
-  /**
-   * 하이퍼파라미터 최적화 설정값 조회
-   *
-   * @return
-   */
-  public HyperParamDto.Basic getInitHyperParam() {
-    ModelHyperParamEntity entity =
-        hyperParamRepository
-            .findHyperParamByHyperVer("HPs_0001")
-            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
-    return entity.toDto();
-  }
-
-  /**
-   * 하이퍼파라미터 상세 조회
-   *
-   * @return
-   */
-  public HyperParamDto.Basic getHyperParam(UUID uuid) {
-    ModelHyperParamEntity entity =
-        hyperParamRepository
-            .findHyperParamByUuid(uuid)
-            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
-    return entity.toDto();
-  }
-
-  /**
-   * 하이퍼파라미터 목록 조회
-   *
-   * @param req
-   * @return
-   */
-  public Page<HyperParamDto.List> findByHyperVerList(HyperParamDto.SearchReq req) {
-    return hyperParamRepository.findByHyperVerList(req);
-  }
-
-  /**
-   * 하이퍼파라미터 버전 조회
-   *
-   * @return ver
-   */
-  public String getFirstHyperParamVersion() {
-    return hyperParamRepository
-        .findHyperParamVer()
-        .map(ModelHyperParamEntity::getHyperVer)
-        .map(this::increase)
-        .orElse("HPs_0001");
-  }
-
-  private String increase(String hyperVer) {
-    String prefix = "HPs_";
-    int num = Integer.parseInt(hyperVer.substring(prefix.length()));
-    return prefix + String.format("%04d", num + 1);
-  }
 }
--- 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());
@@ -83,13 +83,15 @@ public class ModelTrainMngCoreService {
    ModelMasterEntity entity = new ModelMasterEntity();
    ModelHyperParamEntity hyperParamEntity = new ModelHyperParamEntity();

-    // 최적화 파라미터는 HPs_0001 사용
+//     최적화 파라미터는 모델 type의 디폴트사용
    if (HyperParamSelectType.OPTIMIZED.getId().equals(addReq.getHyperParamType())) {
-      hyperParamEntity = hyperParamRepository.findByHyperVer("HPs_0001").orElse(null);
+      ModelType modelType = ModelType.getValueData(addReq.getModelNo());
+      hyperParamEntity = hyperParamRepository.getHyperparamByType(modelType).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) {
@@ -97,8 +99,8 @@ 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());
@@ -130,7 +132,7 @@ 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();
@@ -163,9 +165,9 @@ 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());
    }
@@ -178,7 +180,7 @@ 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) {
@@ -195,7 +197,7 @@ 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) {
@@ -215,7 +217,7 @@ 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) {
@@ -237,8 +239,8 @@ 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);
    }
@@ -252,9 +254,9 @@ 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();
  }

@@ -267,8 +269,8 @@ 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));
  }

  /**
@@ -299,19 +301,21 @@ 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);
@@ -319,46 +323,54 @@ 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());
@@ -367,13 +379,15 @@ 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());
@@ -385,9 +399,9 @@ 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());
@@ -415,9 +429,9 @@ 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());
@@ -435,9 +449,9 @@ 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());
@@ -455,9 +469,9 @@ 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());
@@ -474,9 +488,9 @@ 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());
@@ -487,9 +501,9 @@ 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/entity/ModelHyperParamEntity.java
+++ b/src/main/java/com/kamco/cd/training/postgres/entity/ModelHyperParamEntity.java
@@ -1,5 +1,6 @@
 package com.kamco.cd.training.postgres.entity;

+import com.kamco.cd.training.common.enums.ModelType;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto;
 import jakarta.persistence.*;
 import jakarta.validation.constraints.NotNull;
@@ -311,8 +312,17 @@ public class ModelHyperParamEntity {
  @Column(name = "m3_use_cnt")
  private Long m3UseCnt = 0L;

+  @Column(name = "model_type")
+  @Enumerated(EnumType.STRING)
+  private ModelType modelType;
+
+
+  @Column(name = "default_param")
+  private Boolean isDefault = false;
+
  public HyperParamDto.Basic toDto() {
    return new HyperParamDto.Basic(
+        this.modelType,
        this.uuid,
        this.hyperVer,
        this.createdDttm,
@@ -385,6 +395,8 @@ public class ModelHyperParamEntity {
        // -------------------------
        this.gpuCnt,
        this.gpuIds,
-        this.masterPort);
+        this.masterPort
+      , this.isDefault
+    );
  }
 }
--- a/src/main/java/com/kamco/cd/training/postgres/repository/hyperparam/HyperParamRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/training/postgres/repository/hyperparam/HyperParamRepositoryCustom.java
@@ -1,6 +1,8 @@
 package com.kamco.cd.training.postgres.repository.hyperparam;

+import com.kamco.cd.training.common.enums.ModelType;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto;
+import com.kamco.cd.training.hyperparam.dto.HyperParamDto.SearchReq;
 import com.kamco.cd.training.postgres.entity.ModelHyperParamEntity;
 import java.util.Optional;
 import java.util.UUID;
@@ -13,11 +15,22 @@ public interface HyperParamRepositoryCustom {
   *
   * @return
   */
+  @Deprecated
  Optional<ModelHyperParamEntity> findHyperParamVer();

+  /**
+   * 모델 타입별 마지막 버전 조회
+   *
+   * @param modelType 모델 타입
+   * @return
+   */
+  Optional<ModelHyperParamEntity> findHyperParamVerByModelType(ModelType modelType);
+
  Optional<ModelHyperParamEntity> findHyperParamByHyperVer(String hyperVer);

  Optional<ModelHyperParamEntity> findHyperParamByUuid(UUID uuid);

-  Page<HyperParamDto.List> findByHyperVerList(HyperParamDto.SearchReq req);
+  Page<HyperParamDto.List> findByHyperVerList(ModelType model, SearchReq req);
+
+  Optional<ModelHyperParamEntity> getHyperparamByType(ModelType modelType);
 }
--- 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
@@ -2,8 +2,10 @@ package com.kamco.cd.training.postgres.repository.hyperparam;

 import static com.kamco.cd.training.postgres.entity.QModelHyperParamEntity.modelHyperParamEntity;

+import com.kamco.cd.training.common.enums.ModelType;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto;
 import com.kamco.cd.training.hyperparam.dto.HyperParamDto.HyperType;
+import com.kamco.cd.training.hyperparam.dto.HyperParamDto.SearchReq;
 import com.kamco.cd.training.postgres.entity.ModelHyperParamEntity;
 import com.querydsl.core.BooleanBuilder;
 import com.querydsl.core.types.Projections;
@@ -41,6 +43,23 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
            .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());
+  }
+
  @Override
  public Optional<ModelHyperParamEntity> findHyperParamByHyperVer(String hyperVer) {

@@ -68,10 +87,11 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
  }

  @Override
-  public Page<HyperParamDto.List> findByHyperVerList(HyperParamDto.SearchReq req) {
+  public Page<HyperParamDto.List> findByHyperVerList(ModelType model, SearchReq req) {
    Pageable pageable = req.toPageable();

    BooleanBuilder builder = new BooleanBuilder();
+    builder.and(modelHyperParamEntity.modelType.eq(model));
    builder.and(modelHyperParamEntity.delYn.isFalse());

    if (req.getHyperVer() != null && !req.getHyperVer().isEmpty()) {
@@ -161,4 +181,14 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {

    return new PageImpl<>(content, pageable, totalCount);
  }
+
+  @Override
+  public Optional<ModelHyperParamEntity> getHyperparamByType(ModelType modelType) {
+    return Optional.ofNullable(
+      queryFactory
+        .select(modelHyperParamEntity)
+        .from(modelHyperParamEntity)
+        .where(modelHyperParamEntity.delYn.isFalse().and(modelHyperParamEntity.modelType.eq(modelType)))
+        .fetchOne());
+  }
 }
--- a/src/main/resources/application-prod.yml
+++ b/src/main/resources/application-prod.yml
@@ -4,7 +4,7 @@ spring:
      on-profile: prod

  jpa:
-    show-sql: false
+    show-sql: true
    hibernate:
      ddl-auto: validate
    properties:
@@ -12,41 +12,43 @@ spring:
        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://10.100.0.10:25432/temp
-    username: temp
-    password: temp123!
+    url: jdbc:postgresql://127.0.01:15432/kamco_training_db
+    #   url: jdbc:postgresql://localhost: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_prod_dfc6446d-68fc-4eba-a2ff-c80a14a0bf3a"
+  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   # 개발용 쿠키 이름
-  refresh-cookie-secure: true   # 로컬 http 테스트면 false
+  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: 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/
-
 train:
  docker:
-    image: "kamco-cd-train:love_latest"
+    image: "kamco-cd-train:latest"
    requestDir: "/home/kcomu/data/request"
    responseDir: "/home/kcomu/data/response"
    containerPrefix: "kamco-cd-train"
--- a/src/main/resources/db/migration/dump-kamco_training_db-202512261611.sql
+++ b/src/main/resources/db/migration/dump-kamco_training_db-202512261611.sql
@@ -30396,6 +30396,8 @@ ALTER TABLE ONLY public.tb_menu
    ADD CONSTRAINT fksw914diut87r7lfykekc7xm2a FOREIGN KEY (parent_menu_uid) REFERENCES public.tb_menu(menu_uid);


+
+
 -- Completed on 2025-12-26 16:11:11 KST

 --
@@ -30404,3 +30406,5 @@ ALTER TABLE ONLY public.tb_menu

 \unrestrict IYrUYfSgA4Fo2gubHcb84jDXfbBZEIiOZnyLtZgnMi641GaRQa5QDogarpTr7IG

+
+