Merge branch 'feat/training_260202' of https://kamco.git.gs.dabeeo.com/MVPTeam/kamco-train-api into feat/training_260202

# Conflicts:
#	src/main/resources/application-prod.yml

Dockerfile-dev

@@ -1,6 +1,11 @@
 # Stage 1: Build stage (gradle build는 Jenkins에서 이미 수행)
 FROM eclipse-temurin:21-jre-jammy
 
+# docker CLI 설치 (컨테이너에서 호스트 Docker 제어용) 260212 추가
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends docker.io ca-certificates && \
+    rm -rf /var/lib/apt/lists/*
+
 # 작업 디렉토리 설정
 WORKDIR /app
 

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'
@@ -83,6 +96,23 @@ dependencies {
   implementation 'io.hypersistence:hypersistence-utils-hibernate-63:3.7.0'
   implementation 'org.reflections:reflections:0.10.2'
 
+  implementation 'com.jcraft:jsch:0.1.55'
+  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 {
@@ -93,6 +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'

docker-compose-dev.yml

@@ -14,6 +14,8 @@ services:
       - /mnt/nfs_share/images:/app/original-images
       - /mnt/nfs_share/model_output:/app/model-outputs
       - /mnt/nfs_share/train_dataset:/app/train-dataset
+      - /home/kcomu/data:/home/kcomu/data
+      - /var/run/docker.sock:/var/run/docker.sock
     networks:
       - kamco-cds
     restart: unless-stopped

src/main/java/com/kamco/cd/training/auth/JwtAuthenticationFilter.java

@@ -23,7 +23,8 @@ public class JwtAuthenticationFilter extends OncePerRequestFilter {
   private final UserDetailsService userDetailsService;
   private static final AntPathMatcher PATH_MATCHER = new AntPathMatcher();
   private static final String[] EXCLUDE_PATHS = {
-    "/api/auth/signin", "/api/auth/refresh", "/api/auth/logout", "/api/members/*/password"
+    //    "/api/auth/signin", "/api/auth/refresh", "/api/auth/logout", "/api/members/*/password"
+    "/api/auth/signin", "/api/auth/refresh", "/api/auth/logout"
   };
 
   @Override

src/main/java/com/kamco/cd/training/code/CommonCodeApiController.java

@@ -20,7 +20,7 @@ import org.springframework.web.bind.annotation.*;
 @Tag(name = "공통코드 관리", description = "공통코드 관리 API")
 @RestController
 @RequiredArgsConstructor
-@RequestMapping("/api/code")
+@RequestMapping("/api/common-code")
 public class CommonCodeApiController {
 
   private final CommonCodeService commonCodeService;

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

@@ -0,0 +1,48 @@
+package com.kamco.cd.training.common.download;
+
+import com.kamco.cd.training.common.download.dto.DownloadSpec;
+import com.kamco.cd.training.common.utils.UserUtil;
+import java.io.IOException;
+import java.io.InputStream;
+import java.nio.file.Files;
+import lombok.RequiredArgsConstructor;
+import org.springframework.http.HttpHeaders;
+import org.springframework.http.MediaType;
+import org.springframework.http.ResponseEntity;
+import org.springframework.stereotype.Service;
+import org.springframework.web.servlet.mvc.method.annotation.StreamingResponseBody;
+
+@Service
+@RequiredArgsConstructor
+public class DownloadExecutor {
+
+  private final UserUtil userUtil;
+
+  public ResponseEntity<StreamingResponseBody> stream(DownloadSpec spec) throws IOException {
+
+    if (!Files.isReadable(spec.filePath())) {
+      return ResponseEntity.notFound().build();
+    }
+
+    StreamingResponseBody body =
+        os -> {
+          try (InputStream in = Files.newInputStream(spec.filePath())) {
+            in.transferTo(os);
+            os.flush();
+          } catch (Exception e) {
+            // 고용량은 중간 끊김 흔하니까 throw 금지
+          }
+        };
+
+    String fileName =
+        spec.downloadName() != null
+            ? spec.downloadName()
+            : spec.filePath().getFileName().toString();
+
+    return ResponseEntity.ok()
+        .contentType(
+            spec.contentType() != null ? spec.contentType() : MediaType.APPLICATION_OCTET_STREAM)
+        .header(HttpHeaders.CONTENT_DISPOSITION, "attachment; filename=\"" + fileName + "\"")
+        .body(body);
+  }
+}

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

@@ -0,0 +1,19 @@
+package com.kamco.cd.training.common.download;
+
+import org.springframework.util.AntPathMatcher;
+
+public final class DownloadPaths {
+  private DownloadPaths() {}
+
+  public static final String[] PATTERNS = {
+    "/api/inference/download/**", "/api/training-data/stage/download/**"
+  };
+
+  public static boolean matches(String uri) {
+    AntPathMatcher m = new AntPathMatcher();
+    for (String p : PATTERNS) {
+      if (m.match(p, uri)) return true;
+    }
+    return false;
+  }
+}

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

@@ -0,0 +1,81 @@
+package com.kamco.cd.training.common.download;
+
+import jakarta.servlet.http.HttpServletRequest;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.List;
+import org.springframework.core.io.FileSystemResource;
+import org.springframework.core.io.Resource;
+import org.springframework.core.io.support.ResourceRegion;
+import org.springframework.http.HttpHeaders;
+import org.springframework.http.HttpRange;
+import org.springframework.http.MediaType;
+import org.springframework.http.ResponseEntity;
+import org.springframework.stereotype.Component;
+
+@Component
+public class RangeDownloadResponder {
+
+  public ResponseEntity<?> buildZipResponse(
+      Path filePath, String downloadFileName, HttpServletRequest request) throws IOException {
+
+    if (!Files.isRegularFile(filePath)) {
+      return ResponseEntity.notFound().build();
+    }
+
+    long totalSize = Files.size(filePath);
+    Resource resource = new FileSystemResource(filePath);
+
+    String disposition = "attachment; filename=\"" + downloadFileName + "\"";
+    String rangeHeader = request.getHeader(HttpHeaders.RANGE);
+
+    // 🔥 공통 헤더 (여기 고정)
+    ResponseEntity.BodyBuilder base =
+        ResponseEntity.ok()
+            .contentType(MediaType.APPLICATION_OCTET_STREAM)
+            .header(HttpHeaders.CONTENT_DISPOSITION, disposition)
+            .header(HttpHeaders.ACCEPT_RANGES, "bytes")
+            .header("Access-Control-Expose-Headers", "Content-Disposition")
+            .header("X-Accel-Buffering", "no");
+
+    if (rangeHeader == null || rangeHeader.isBlank()) {
+      return base.contentLength(totalSize).body(resource);
+    }
+
+    List<HttpRange> ranges;
+    try {
+      ranges = HttpRange.parseRanges(rangeHeader);
+    } catch (IllegalArgumentException ex) {
+      return ResponseEntity.status(416)
+          .header(HttpHeaders.CONTENT_RANGE, "bytes */" + totalSize)
+          .header("X-Accel-Buffering", "no")
+          .build();
+    }
+
+    HttpRange range = ranges.get(0);
+
+    long start = range.getRangeStart(totalSize);
+    long end = range.getRangeEnd(totalSize);
+
+    if (start >= totalSize) {
+      return ResponseEntity.status(416)
+          .header(HttpHeaders.CONTENT_RANGE, "bytes */" + totalSize)
+          .header("X-Accel-Buffering", "no")
+          .build();
+    }
+
+    long regionLength = end - start + 1;
+    ResourceRegion region = new ResourceRegion(resource, start, regionLength);
+
+    return ResponseEntity.status(206)
+        .contentType(MediaType.APPLICATION_OCTET_STREAM)
+        .header(HttpHeaders.CONTENT_DISPOSITION, disposition)
+        .header(HttpHeaders.ACCEPT_RANGES, "bytes")
+        .header("Access-Control-Expose-Headers", "Content-Disposition")
+        .header("X-Accel-Buffering", "no")
+        .header(HttpHeaders.CONTENT_RANGE, "bytes " + start + "-" + end + "/" + totalSize)
+        .contentLength(regionLength)
+        .body(region);
+  }
+}

src/main/java/com/kamco/cd/training/common/download/dto/DownloadSpec.java

@@ -0,0 +1,12 @@
+package com.kamco.cd.training.common.download.dto;
+
+import java.nio.file.Path;
+import java.util.UUID;
+import org.springframework.http.MediaType;
+
+public record DownloadSpec(
+    UUID uuid, // 다운로드 식별(로그/정책용)
+    Path filePath, // 실제 파일 경로
+    String downloadName, // 사용자에게 보일 파일명
+    MediaType contentType // 보통 OCTET_STREAM
+    ) {}

src/main/java/com/kamco/cd/training/common/dto/HyperParam.java

@@ -0,0 +1,160 @@
+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;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+
+@Getter
+@Setter
+@AllArgsConstructor
+@NoArgsConstructor
+public class HyperParam {
+
+  @Schema(description = "모델", example = "G1")
+  private ModelType model; // G1, G2, G3
+
+  // -------------------------
+  // Important
+  // -------------------------
+
+  @Schema(description = "백본 네트워크", example = "large")
+  private String backbone; // backbone
+
+  @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 = "배치 크기(Per GPU)", example = "16")
+  private Integer batchSize; // batch_size
+
+  // -------------------------
+  // Data
+  // -------------------------
+  @Schema(description = "Train dataloader workers", example = "16")
+  private Integer trainNumWorkers; // train_num_workers
+
+  @Schema(description = "Val dataloader workers", example = "8")
+  private Integer valNumWorkers; // val_num_workers
+
+  @Schema(description = "Test dataloader workers", example = "8")
+  private Integer testNumWorkers; // test_num_workers
+
+  @Schema(description = "Train shuffle 여부", example = "true")
+  private Boolean trainShuffle; // train_shuffle
+
+  @Schema(description = "Train persistent workers 여부", example = "true")
+  private Boolean trainPersistent; // train_persistent
+
+  @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 = "less")
+  private String saveBestRule; // save_best_rule
+
+  @Schema(description = "검증 수행 주기(Epoch)", example = "10")
+  private Integer valInterval; // val_interval
+
+  @Schema(description = "로그 기록 주기(Iteration)", example = "400")
+  private Integer logInterval; // log_interval
+
+  @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 = "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
+
+  @Schema(description = "밝기 변화량", example = "10")
+  private Integer brightnessDelta; // brightness_delta
+
+  @Schema(description = "대비 범위(Min,Max)", example = "0.8,1.2")
+  private String contrastRange; // contrast_range
+
+  @Schema(description = "채도 범위(Min,Max)", example = "0.8,1.2")
+  private String saturationRange; // saturation_range
+
+  @Schema(description = "색조 변화량", example = "10")
+  private Integer hueDelta; // hue_delta
+
+  // -------------------------
+  // Hardware
+  // -------------------------
+  @Schema(description = "사용 GPU 개수", example = "4")
+  private Integer gpuCnt; // gpu_cnt
+
+  @Schema(description = "사용 GPU ID 목록", example = "0,1,2,3")
+  private String gpuIds; // gpu_ids
+
+  @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/common/enums/DetectionClassification.java

@@ -6,21 +6,22 @@ import lombok.Getter;
 @Getter
 @AllArgsConstructor
 public enum DetectionClassification {
-  BUILDING("building", "건물", 10),
-  CONTAINER("container", "컨테이너", 20),
-  FIELD("field", "경작지", 30),
-  FOREST("forest", "숲", 40),
-  GRASS("grass", "초지", 50),
-  GREENHOUSE("greenhouse", "비닐하우스", 60),
-  LAND("land", "일반토지", 70),
-  ORCHARD("orchard", "과수원", 80),
-  ROAD("road", "도로", 90),
-  STONE("stone", "모래/자갈", 100),
-  TANK("tank", "물탱크", 110),
-  TUMULUS("tumulus", "토분(무덤)", 120),
-  WASTE("waste", "폐기물", 130),
-  WATER("water", "물", 140),
-  ETC("ETC", "기타", 200); // For 'etc' (miscellaneous/other)
+  ROAD("road", "도로", 10),
+  BUILDING("building", "건물", 20),
+  GREENHOUSE("greenhouse", "비닐하우스", 30),
+  FIELD("field", "논/밭", 40),
+  ORCHARD("orchard", "과수원", 50),
+  GRASS("grass", "초지", 60),
+  FOREST("forest", "숲", 70),
+  WATER("water", "물", 80),
+  STONE("stone", "모래/자갈", 90),
+  WASTE("waste", "적치물", 100),
+  CONTAINER("container", "컨테이너", 110),
+  LAND("land", "일반토지", 120),
+  SOLAR("solar", "태양광", 130),
+  TANK("tank", "물탱크", 140),
+  NDC("NDC", "미분류", 150),
+  ETC("ETC", "기타", 160);
 
   private final String id;
   private final String desc;

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

@@ -0,0 +1,27 @@
+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 lombok.AllArgsConstructor;
+import lombok.Getter;
+
+@CodeExpose
+@Getter
+@AllArgsConstructor
+public enum HyperParamSelectType implements EnumType {
+  OPTIMIZED("최적화 파라미터"),
+  EXISTING("기존 파라미터"),
+  NEW("신규 파라미터");
+
+  private final String desc;
+
+  @Override
+  public String getId() {
+    return name();
+  }
+
+  @Override
+  public String getText() {
+    return desc;
+  }
+}

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

@@ -0,0 +1,27 @@
+package com.kamco.cd.training.common.enums;
+
+import com.kamco.cd.training.common.utils.enums.EnumType;
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+
+@Getter
+@AllArgsConstructor
+public enum JobStatusType implements EnumType {
+  QUEUED("대기중"),
+  RUNNING("실행중"),
+  SUCCESS("성공"),
+  FAILED("실패"),
+  CANCELED("취소");
+
+  private final String desc;
+
+  @Override
+  public String getId() {
+    return name();
+  }
+
+  @Override
+  public String getText() {
+    return desc;
+  }
+}

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

@@ -0,0 +1,24 @@
+package com.kamco.cd.training.common.enums;
+
+import com.kamco.cd.training.common.utils.enums.EnumType;
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+
+@Getter
+@AllArgsConstructor
+public enum JobType implements EnumType {
+  TRAIN("학습"),
+  TEST("테스트");
+
+  private final String desc;
+
+  @Override
+  public String getId() {
+    return name();
+  }
+
+  @Override
+  public String getText() {
+    return desc;
+  }
+}

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

@@ -0,0 +1,35 @@
+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;
+
+@CodeExpose
+@Getter
+@AllArgsConstructor
+public enum ModelType implements EnumType {
+  G1("G1"),
+  G2("G2"),
+  G3("G3");
+
+  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();
+  }
+
+  @Override
+  public String getText() {
+    return desc;
+  }
+}

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

@@ -10,13 +10,21 @@ import lombok.Getter;
 @AllArgsConstructor
 public enum TrainStatusType implements EnumType {
   // @formatter:off
-  READY("READY", "대기"),
-  ING("ING", "진행중"),
-  COMPLETED("COMPLETED", "완료"),
-  STOPPED("STOPPED", "중단됨"),
-  ERROR("ERROR", "오류");
-  // @formatter:on
+  READY("대기"),
+  IN_PROGRESS("진행중"),
+  COMPLETED("완료"),
+  STOPPED("중단됨"),
+  ERROR("오류");
 
-  private final String id;
-  private final String text;
+  private final String desc;
+
+  @Override
+  public String getId() {
+    return name();
+  }
+
+  @Override
+  public String getText() {
+    return desc;
+  }
 }

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

@@ -0,0 +1,26 @@
+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 lombok.AllArgsConstructor;
+import lombok.Getter;
+
+@CodeExpose
+@Getter
+@AllArgsConstructor
+public enum TrainType implements EnumType {
+  GENERAL("일반"),
+  TRANSFER("전이");
+
+  private final String desc;
+
+  @Override
+  public String getId() {
+    return name();
+  }
+
+  @Override
+  public String getText() {
+    return desc;
+  }
+}

src/main/java/com/kamco/cd/training/common/service/FormatStorage.java

@@ -0,0 +1,50 @@
+package com.kamco.cd.training.common.service;
+
+import java.nio.file.FileStore;
+import java.nio.file.Files;
+import java.nio.file.Path;
+
+public class FormatStorage {
+
+  private FormatStorage() {}
+
+  /** 디스크 사용량 조회 */
+  public static DiskUsage getDiskUsage(Path path) throws Exception {
+    FileStore store = Files.getFileStore(path);
+
+    long total = store.getTotalSpace();
+    long usable = store.getUsableSpace();
+
+    return new DiskUsage(path.toString(), total, usable);
+  }
+
+  /** 디스크 사용량 DTO */
+  public record DiskUsage(String path, long totalBytes, long usableBytes) {
+
+    public long usedBytes() {
+      return totalBytes - usableBytes;
+    }
+
+    public double usedPercent() {
+      return totalBytes == 0 ? 0.0 : (usedBytes() * 100.0) / totalBytes;
+    }
+
+    public String totalText() {
+      return formatStorageSize(totalBytes);
+    }
+
+    public String usableText() {
+      return formatStorageSize(usableBytes);
+    }
+
+    /** 저장공간을 사람이 읽기 좋은 단위로 변환 (GB / MB) */
+    private static String formatStorageSize(long bytes) {
+      double gb = bytes / 1024.0 / 1024 / 1024;
+      if (gb >= 1) {
+        return String.format("%.1f GB", gb);
+      }
+      double mb = bytes / 1024.0 / 1024;
+      return String.format("%.0f MB", mb);
+    }
+  }
+}

src/main/java/com/kamco/cd/training/common/utils/FIleChecker.java

@@ -2,13 +2,21 @@ package com.kamco.cd.training.common.utils;
 
 import static java.lang.String.CASE_INSENSITIVE_ORDER;
 
+import com.jcraft.jsch.ChannelExec;
+import com.jcraft.jsch.JSch;
+import com.jcraft.jsch.Session;
+import com.kamco.cd.training.common.exception.CustomApiException;
+import com.kamco.cd.training.config.api.ApiResponseDto.ApiResponseCode;
 import io.swagger.v3.oas.annotations.media.Schema;
 import java.io.BufferedReader;
 import java.io.File;
+import java.io.FileInputStream;
+import java.io.FileOutputStream;
 import java.io.FileReader;
 import java.io.IOException;
 import java.io.InputStream;
 import java.io.InputStreamReader;
+import java.io.UncheckedIOException;
 import java.nio.file.Files;
 import java.nio.file.Path;
 import java.nio.file.Paths;
@@ -21,17 +29,23 @@ import java.util.Arrays;
 import java.util.Comparator;
 import java.util.Date;
 import java.util.List;
+import java.util.Properties;
 import java.util.Set;
 import java.util.function.Predicate;
 import java.util.stream.Collectors;
 import java.util.stream.Stream;
+import java.util.zip.ZipEntry;
+import java.util.zip.ZipInputStream;
 import lombok.Getter;
+import lombok.extern.slf4j.Slf4j;
 import org.apache.commons.io.FilenameUtils;
 import org.geotools.coverage.grid.GridCoverage2D;
 import org.geotools.gce.geotiff.GeoTiffReader;
+import org.springframework.http.HttpStatus;
 import org.springframework.util.FileSystemUtils;
 import org.springframework.web.multipart.MultipartFile;
 
+@Slf4j
 public class FIleChecker {
 
   static SimpleDateFormat dttmFormat = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
@@ -492,16 +506,37 @@ public class FIleChecker {
 
   public static boolean multipartChunkSaveTo(
       MultipartFile mfile, String targetPath, int chunkIndex) {
-    File dest = new File(targetPath, String.valueOf(chunkIndex));
 
-    boolean fileUpload = true;
     try {
+      File dir = new File(targetPath);
+      log.info("targetPath={}", targetPath);
+      log.info("absolute targetPath={}", dir.getAbsolutePath());
+
+      if (!dir.exists()) {
+        dir.mkdirs();
+      }
+
+      File dest = new File(dir, String.valueOf(chunkIndex));
+      log.info("real save path = {}", dest.getAbsolutePath());
+
+      log.info("chunkIndex={}, uploadSize={}", chunkIndex, mfile.getSize());
+      log.info("savedSize={}", dest.length());
+      // ⭐ 핵심
+      if (dest.exists()) {
+        dest.delete();
+      }
+
+      log.info("after delete={}", dest.length());
       mfile.transferTo(dest);
+
+      log.info("after transfer size={}", dest.length());
+      log.info("after transfer exists={}", dest.exists());
+
+      return true;
     } catch (IOException e) {
+      log.error("chunk save error", e);
       return false;
     }
-
-    return true;
   }
 
   public static boolean deleteFolder(String path) {
@@ -680,4 +715,148 @@ public class FIleChecker {
       this.lastModified = lastModified;
     }
   }
+
+  public static void unzip(String fileName, String destDirectory) throws IOException {
+    String zipFilePath = destDirectory + File.separator + fileName;
+
+    log.info("fileName : {}", fileName);
+    log.info("destDirectory : {}", destDirectory);
+    log.info("zipFilePath : {}", zipFilePath);
+    // zip 이름으로 폴더 생성 (확장자 제거)
+    String folderName =
+        fileName.endsWith(".zip") ? fileName.substring(0, fileName.length() - 4) : fileName;
+    log.info("folderName : {}", folderName);
+
+    File destDir = new File(destDirectory, folderName);
+    log.info("destDir : {}", destDir);
+
+    // 동일 폴더가 이미 있으면 삭제
+    log.info("111 destDir.exists() : {}", destDir.exists());
+    if (destDir.exists()) {
+      deleteDirectoryRecursively(destDir.toPath());
+    }
+
+    log.info("222 destDir.exists() : {}", destDir.exists());
+    if (!destDir.exists()) {
+      log.info("mkdirs : {}", destDir.exists());
+      destDir.mkdirs();
+    }
+
+    try (ZipInputStream zis = new ZipInputStream(new FileInputStream(zipFilePath))) {
+      ZipEntry zipEntry = zis.getNextEntry();
+
+      while (zipEntry != null) {
+        File newFile = newFile(destDir, zipEntry);
+
+        if (zipEntry.isDirectory()) {
+          if (!newFile.isDirectory() && !newFile.mkdirs()) {
+            throw new IOException("디렉토리 생성 실패: " + newFile);
+          }
+
+        } else {
+
+          // 상위 디렉토리가 없는 경우 생성
+          File parent = newFile.getParentFile();
+          if (!parent.exists() && !parent.mkdirs()) {
+            throw new IOException("상위 디렉토리 생성 실패: " + parent);
+          }
+
+          // 실제 파일 쓰기
+          try (FileOutputStream fos = new FileOutputStream(newFile)) {
+            byte[] buffer = new byte[1024];
+            int len;
+            while ((len = zis.read(buffer)) > 0) {
+              fos.write(buffer, 0, len);
+            }
+          }
+        }
+        zipEntry = zis.getNextEntry();
+      }
+      zis.closeEntry();
+    } catch (IOException e) {
+      throw new CustomApiException(
+          ApiResponseCode.INTERNAL_SERVER_ERROR.getId(),
+          HttpStatus.INTERNAL_SERVER_ERROR,
+          "압축 해제 중 오류가 발생했습니다: " + e.getMessage());
+    }
+  }
+
+  public static File newFile(File destinationDir, ZipEntry zipEntry) throws IOException {
+    File destFile = new File(destinationDir, zipEntry.getName());
+
+    String destDirPath = destinationDir.getCanonicalPath();
+    String destFilePath = destFile.getCanonicalPath();
+
+    if (!destFilePath.startsWith(destDirPath + File.separator)) {
+      throw new IOException("엔트리가 대상 디렉토리를 벗어남: " + zipEntry.getName());
+    }
+
+    return destFile;
+  }
+
+  public static List<String> execCommandAndReadLines(String command) {
+
+    List<String> result = new ArrayList<>();
+
+    String host = "192.168.2.86";
+    String user = "kcomu";
+    String password = "Kamco2025!";
+
+    Session session = null;
+    ChannelExec channel = null;
+
+    try {
+      JSch jsch = new JSch();
+
+      session = jsch.getSession(user, host, 22);
+      session.setPassword(password);
+
+      Properties config = new Properties();
+      config.put("StrictHostKeyChecking", "no");
+      session.setConfig(config);
+
+      session.connect(10_000);
+
+      channel = (ChannelExec) session.openChannel("exec");
+      channel.setCommand(command);
+      channel.setInputStream(null);
+
+      InputStream in = channel.getInputStream();
+      channel.connect();
+
+      try (BufferedReader br = new BufferedReader(new InputStreamReader(in))) {
+        String line;
+        while ((line = br.readLine()) != null) {
+          result.add(line);
+        }
+      }
+
+      return result;
+
+    } catch (Exception e) {
+      throw new RuntimeException("remote command failed : " + command, e);
+
+    } finally {
+      if (channel != null) channel.disconnect();
+      if (session != null) session.disconnect();
+    }
+  }
+
+  /** ✅ 폴더 재귀 삭제 */
+  private static void deleteDirectoryRecursively(Path path) throws IOException {
+    if (!Files.exists(path)) return;
+
+    // 하위부터 지워야 하므로 reverse order
+    Files.walk(path)
+        .sorted(Comparator.reverseOrder())
+        .forEach(
+            p -> {
+              try {
+                Files.deleteIfExists(p);
+              } catch (IOException e) {
+                // 여기서 바로 RuntimeException으로 올려서 상위 catch(IOException)로 잡히게 함
+                throw new UncheckedIOException("폴더 삭제 실패: " + p.toAbsolutePath(), e);
+              }
+            });
+  }
 }

src/main/java/com/kamco/cd/training/common/utils/HeaderUtil.java

@@ -0,0 +1,23 @@
+package com.kamco.cd.training.common.utils;
+
+import jakarta.servlet.http.HttpServletRequest;
+
+public final class HeaderUtil {
+
+  private HeaderUtil() {}
+
+  /** 특정 Header 값 조회 */
+  public static String get(HttpServletRequest request, String headerName) {
+    if (request == null || headerName == null) {
+      return null;
+    }
+
+    String value = request.getHeader(headerName);
+    return (value != null && !value.isBlank()) ? value : null;
+  }
+
+  /** 필수 Header 조회 (없으면 null) */
+  public static String getRequired(HttpServletRequest request, String headerName) {
+    return get(request, headerName);
+  }
+}

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

@@ -0,0 +1,23 @@
+package com.kamco.cd.training.config;
+
+import java.util.concurrent.Executor;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.scheduling.annotation.EnableAsync;
+import org.springframework.scheduling.concurrent.ThreadPoolTaskExecutor;
+
+@Configuration
+@EnableAsync
+public class AsyncConfig {
+
+  @Bean(name = "trainJobExecutor")
+  public Executor trainJobExecutor() {
+    ThreadPoolTaskExecutor executor = new ThreadPoolTaskExecutor();
+    executor.setCorePoolSize(4); // 동시에 4개 실행
+    executor.setMaxPoolSize(8); // 최대 8개
+    executor.setQueueCapacity(200); // 대기 큐
+    executor.setThreadNamePrefix("train-job-");
+    executor.initialize();
+    return executor;
+  }
+}

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

@@ -76,11 +76,13 @@ public class SecurityConfig {
                         "/api/auth/logout",
                         "/swagger-ui/**",
                         "/v3/api-docs/**",
-                        "/api/members/*/password",
                         "/api/upload/chunk-upload-dataset",
-                        "/api/upload/chunk-upload-complete")
+                        "/api/upload/chunk-upload-complete",
+                        "/download_progress_test.html",
+                        "/api/models/download/**")
                     .permitAll()
-
+                    .requestMatchers("/api/members/*/password")
+                    .authenticated()
                     // default
                     .anyRequest()
                     .authenticated())

src/main/java/com/kamco/cd/training/config/api/ApiLogFunction.java

@@ -5,11 +5,14 @@ import com.kamco.cd.training.log.dto.EventType;
 import com.kamco.cd.training.menu.dto.MenuDto;
 import jakarta.servlet.http.HttpServletRequest;
 import java.io.UnsupportedEncodingException;
+import java.util.Comparator;
 import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.web.util.ContentCachingRequestWrapper;
 
+@Slf4j
 public class ApiLogFunction {
 
   // 클라이언트 IP 추출
@@ -34,6 +37,14 @@ public class ApiLogFunction {
     return ip;
   }
 
+  public static String getXFowardedForIp(HttpServletRequest request) {
+    String ip = request.getHeader("X-Forwarded-For");
+    if (ip != null) {
+      ip = ip.split(",")[0].trim();
+    }
+    return ip;
+  }
+
   // 사용자 ID 추출 예시 (Spring Security 기준)
   public static String getUserId(HttpServletRequest request) {
     try {
@@ -47,20 +58,20 @@ public class ApiLogFunction {
     String method = request.getMethod().toUpperCase();
     String uri = request.getRequestURI().toLowerCase();
 
-    // URL 기반 DOWNLOAD/PRINT 분류
+    // URL 기반 DOWNLOAD/PRINT 분류 -> /download는 FileDownloadInterceptor로 옮김
     if (uri.contains("/download") || uri.contains("/export")) {
       return EventType.DOWNLOAD;
     }
     if (uri.contains("/print")) {
-      return EventType.PRINT;
+      return EventType.OTHER;
     }
 
     // 일반 CRUD
     return switch (method) {
-      case "POST" -> EventType.CREATE;
-      case "GET" -> EventType.READ;
-      case "DELETE" -> EventType.DELETE;
-      case "PUT", "PATCH" -> EventType.UPDATE;
+      case "POST" -> EventType.ADDED;
+      case "GET" -> EventType.LIST;
+      case "DELETE" -> EventType.REMOVE;
+      case "PUT", "PATCH" -> EventType.MODIFIED;
       default -> EventType.OTHER;
     };
   }
@@ -121,12 +132,22 @@ public class ApiLogFunction {
 
   public static String getUriMenuInfo(List<MenuDto.Basic> menuList, String uri) {
 
-    MenuDto.Basic m =
+    String normalizedUri = uri.replace("/api", "");
+    MenuDto.Basic basic =
         menuList.stream()
-            .filter(menu -> menu.getMenuApiUrl() != null && uri.contains(menu.getMenuApiUrl()))
-            .findFirst()
+            .filter(
+                menu -> menu.getMenuUrl() != null && normalizedUri.startsWith(menu.getMenuUrl()))
+            .max(Comparator.comparingInt(m -> m.getMenuUrl().length()))
             .orElse(null);
 
-    return m != null ? m.getMenuUid() : "SYSTEM";
+    return basic != null ? basic.getMenuUid() : "SYSTEM";
+  }
+
+  public static String cutRequestBody(String value) {
+    int MAX_LEN = 255;
+    if (value == null) {
+      return null;
+    }
+    return value.length() <= MAX_LEN ? value : value.substring(0, MAX_LEN);
   }
 }

src/main/java/com/kamco/cd/training/config/api/ApiResponseAdvice.java

@@ -2,10 +2,17 @@ package com.kamco.cd.training.config.api;
 
 import com.fasterxml.jackson.databind.ObjectMapper;
 import com.kamco.cd.training.auth.CustomUserDetails;
+import com.kamco.cd.training.common.utils.HeaderUtil;
+import com.kamco.cd.training.log.dto.EventType;
+import com.kamco.cd.training.menu.dto.MenuDto;
 import com.kamco.cd.training.menu.service.MenuService;
 import com.kamco.cd.training.postgres.entity.AuditLogEntity;
 import com.kamco.cd.training.postgres.repository.log.AuditLogRepository;
 import jakarta.servlet.http.HttpServletRequest;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Optional;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.core.MethodParameter;
 import org.springframework.http.MediaType;
@@ -23,6 +30,7 @@ import org.springframework.web.util.ContentCachingRequestWrapper;
  *
  * <p>createOK() → 201 CREATED ok() → 200 OK deleteOk() → 204 NO_CONTENT
  */
+@Slf4j
 @RestControllerAdvice
 public class ApiResponseAdvice implements ResponseBodyAdvice<Object> {
 
@@ -61,12 +69,27 @@ public class ApiResponseAdvice implements ResponseBodyAdvice<Object> {
     if (body instanceof ApiResponseDto<?> apiResponse) {
       response.setStatusCode(apiResponse.getHttpStatus());
 
-      String ip = ApiLogFunction.getClientIp(servletRequest);
-      Long userid = null;
+      String actionType = HeaderUtil.get(servletRequest, "kamco-action-type");
+      // actionType 이 없으면 로그 저장하지 않기 || download 는 FileDownloadInterceptor 에서 하기
+      // (file down URL prefix 추가는 WebConfig.java 에 하기)
+      if (actionType == null || actionType.equalsIgnoreCase("download")) {
+        return body;
+      }
 
-      if (servletRequest.getUserPrincipal() instanceof UsernamePasswordAuthenticationToken auth
-          && auth.getPrincipal() instanceof CustomUserDetails customUserDetails) {
-        userid = customUserDetails.getMember().getId();
+      String ip =
+          Optional.ofNullable(HeaderUtil.get(servletRequest, "kamco-user-ip"))
+              .orElseGet(() -> ApiLogFunction.getXFowardedForIp(servletRequest));
+      Long userid = null;
+      String loginAttemptId = null;
+
+      // 로그인 시도할 때
+      if (servletRequest.getRequestURI().contains("/api/auth/signin")) {
+        loginAttemptId = HeaderUtil.get(servletRequest, "kamco-login-attempt-id");
+      } else {
+        if (servletRequest.getUserPrincipal() instanceof UsernamePasswordAuthenticationToken auth
+            && auth.getPrincipal() instanceof CustomUserDetails customUserDetails) {
+          userid = customUserDetails.getMember().getId();
+        }
       }
 
       String requestBody;
@@ -84,17 +107,33 @@ public class ApiResponseAdvice implements ResponseBodyAdvice<Object> {
         requestBody = maskSensitiveFields(requestBody);
       }
 
+      List<?> list = menuService.getFindAll();
+      List<MenuDto.Basic> result =
+          list.stream()
+              .map(
+                  item -> {
+                    if (item instanceof LinkedHashMap<?, ?> map) {
+                      return objectMapper.convertValue(map, MenuDto.Basic.class);
+                    } else if (item instanceof MenuDto.Basic dto) {
+                      return dto;
+                    } else {
+                      throw new IllegalStateException("Unsupported cache type: " + item.getClass());
+                    }
+                  })
+              .toList();
+
       AuditLogEntity log =
           new AuditLogEntity(
               userid,
-              ApiLogFunction.getEventType(servletRequest),
+              EventType.fromName(actionType),
               ApiLogFunction.isSuccessFail(apiResponse),
-              ApiLogFunction.getUriMenuInfo(
-                  menuService.getFindAll(), servletRequest.getRequestURI()),
+              ApiLogFunction.getUriMenuInfo(result, servletRequest.getRequestURI()),
               ip,
               servletRequest.getRequestURI(),
-              requestBody,
-              apiResponse.getErrorLogUid());
+              ApiLogFunction.cutRequestBody(requestBody),
+              apiResponse.getErrorLogUid(),
+              null,
+              loginAttemptId);
       auditLogRepository.save(log);
     }
 

src/main/java/com/kamco/cd/training/config/api/ApiResponseDto.java

@@ -164,6 +164,7 @@ public class ApiResponseDto<T> {
     NOT_FOUND_USER_FOR_EMAIL("이메일로 유저를 찾을 수 없습니다."),
     NOT_FOUND_USER("사용자를 찾을 수 없습니다."),
     UNPROCESSABLE_ENTITY("이 데이터는 삭제할 수 없습니다."),
+    UNPROCESSABLE_ENTITY_UPDATE("이 데이터는 수정할 수 없습니다."),
     LOGIN_ID_NOT_FOUND("아이디를 잘못 입력하셨습니다."),
     LOGIN_PASSWORD_MISMATCH("비밀번호를 잘못 입력하셨습니다."),
     LOGIN_PASSWORD_EXCEEDED("비밀번호 오류 횟수를 초과하여 이용하실 수 없습니다.\n로그인 오류에 대해 관리자에게 문의하시기 바랍니다."),

src/main/java/com/kamco/cd/training/config/swagger/SwaggerConfig.java

@@ -1,4 +1,4 @@
-package com.kamco.cd.training.config;
+package com.kamco.cd.training.config.swagger;
 
 import io.swagger.v3.oas.annotations.enums.SecuritySchemeType;
 import io.swagger.v3.oas.annotations.security.SecurityScheme;

src/main/java/com/kamco/cd/training/config/swagger/SwaggerUiAutoAuthConfig.java

@@ -0,0 +1,97 @@
+package com.kamco.cd.training.config.swagger;
+
+import jakarta.servlet.http.HttpServletRequest;
+import java.nio.charset.StandardCharsets;
+import org.springdoc.core.properties.SwaggerUiConfigProperties;
+import org.springdoc.core.properties.SwaggerUiOAuthProperties;
+import org.springdoc.core.providers.ObjectMapperProvider;
+import org.springdoc.webmvc.ui.SwaggerIndexPageTransformer;
+import org.springdoc.webmvc.ui.SwaggerIndexTransformer;
+import org.springdoc.webmvc.ui.SwaggerWelcomeCommon;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.context.annotation.Primary;
+import org.springframework.context.annotation.Profile;
+import org.springframework.core.io.Resource;
+import org.springframework.web.servlet.resource.ResourceTransformerChain;
+import org.springframework.web.servlet.resource.TransformedResource;
+
+@Profile({"local", "dev"})
+@Configuration
+public class SwaggerUiAutoAuthConfig {
+
+  @Bean
+  @Primary
+  public SwaggerIndexTransformer swaggerIndexTransformer(
+      SwaggerUiConfigProperties swaggerUiConfigProperties,
+      SwaggerUiOAuthProperties swaggerUiOAuthProperties,
+      SwaggerWelcomeCommon swaggerWelcomeCommon,
+      ObjectMapperProvider objectMapperProvider) {
+
+    SwaggerIndexPageTransformer delegate =
+        new SwaggerIndexPageTransformer(
+            swaggerUiConfigProperties,
+            swaggerUiOAuthProperties,
+            swaggerWelcomeCommon,
+            objectMapperProvider);
+
+    return new SwaggerIndexTransformer() {
+      private static final String TOKEN_KEY = "SWAGGER_ACCESS_TOKEN";
+
+      @Override
+      public Resource transform(
+          HttpServletRequest request, Resource resource, ResourceTransformerChain chain) {
+        try {
+          // 1) springdoc 기본 변환 먼저 적용
+          Resource transformed = delegate.transform(request, resource, chain);
+
+          String html =
+              new String(transformed.getInputStream().readAllBytes(), StandardCharsets.UTF_8);
+
+          String loginPathContains = "/api/auth/signin";
+
+          String inject =
+              """
+              tagsSorter: (a, b) => {
+                      const TOP = '인증(Auth)';
+                      if (a === TOP && b !== TOP) return -1;
+                      if (b === TOP && a !== TOP) return 1;
+                      return a.localeCompare(b);
+                    },
+            requestInterceptor: (req) => {
+              const token = localStorage.getItem('%s');
+              if (token) {
+                req.headers = req.headers || {};
+                req.headers['Authorization'] = 'Bearer ' + token;
+              }
+              return req;
+            },
+            responseInterceptor: async (res) => {
+              try {
+                const isLogin = (res?.url?.includes('%s') && res?.status === 200);
+                if (isLogin) {
+                  const text = (typeof res.data === 'string') ? res.data : JSON.stringify(res.data);
+                  const json = JSON.parse(text);
+                  const token = json?.data?.accessToken;
+
+                  if (token) {
+                    localStorage.setItem('%s', token);
+                  }
+                }
+              } catch (e) {}
+              return res;
+            },
+          """
+                  .formatted(TOKEN_KEY, loginPathContains, TOKEN_KEY);
+
+          html = html.replace("SwaggerUIBundle({", "SwaggerUIBundle({\n" + inject);
+
+          return new TransformedResource(transformed, html.getBytes(StandardCharsets.UTF_8));
+        } catch (Exception e) {
+          // 실패 시 원본 반환(문서 깨짐 방지)
+          return resource;
+        }
+      }
+    };
+  }
+}

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

@@ -2,6 +2,9 @@ package com.kamco.cd.training.dataset;
 
 import com.kamco.cd.training.config.api.ApiResponseDto;
 import com.kamco.cd.training.dataset.dto.DatasetDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetClass;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetStorage;
 import com.kamco.cd.training.dataset.service.DatasetService;
 import io.swagger.v3.oas.annotations.Operation;
 import io.swagger.v3.oas.annotations.Parameter;
@@ -11,9 +14,16 @@ import io.swagger.v3.oas.annotations.responses.ApiResponse;
 import io.swagger.v3.oas.annotations.responses.ApiResponses;
 import io.swagger.v3.oas.annotations.tags.Tag;
 import jakarta.validation.Valid;
+import java.io.IOException;
+import java.nio.file.FileStore;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.List;
 import java.util.UUID;
 import lombok.RequiredArgsConstructor;
+import org.springframework.core.io.Resource;
 import org.springframework.data.domain.Page;
+import org.springframework.http.ResponseEntity;
 import org.springframework.web.bind.annotation.*;
 
 @Tag(name = "학습데이터 관리", description = "어드민 홈 > 학습데이터관리 > 전체데이터 API")
@@ -39,9 +49,12 @@ public class DatasetApiController {
       })
   @GetMapping
   public ApiResponseDto<Page<DatasetDto.Basic>> searchDatasets(
-      @Parameter(description = "구분", example = "DELIVER(납품), PRODUCTION(제작)")
+      @Parameter(
+              description = "구분",
+              example = "",
+              schema = @Schema(allowableValues = {"DELIVER", "PRODUCTION"}))
           @RequestParam(required = false)
-          String groupTitle,
+          String dataType,
       @Parameter(description = "제목", example = "") @RequestParam(required = false) String title,
       @Parameter(description = "페이지 번호 (0부터 시작)", example = "0") @RequestParam(defaultValue = "0")
           int page,
@@ -49,7 +62,7 @@ public class DatasetApiController {
           int size) {
     DatasetDto.SearchReq searchReq = new DatasetDto.SearchReq();
     searchReq.setTitle(title);
-    searchReq.setGroupTitle(groupTitle);
+    searchReq.setDataType(dataType);
     searchReq.setPage(page);
     searchReq.setSize(size);
     return ApiResponseDto.ok(datasetService.searchDatasets(searchReq));
@@ -73,26 +86,6 @@ public class DatasetApiController {
     return ApiResponseDto.ok(datasetService.getDatasetDetail(uuid));
   }
 
-  @Operation(summary = "학습데이터 등록", description = "학습데이터 파일 업로드")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "201",
-            description = "등록 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = Long.class))),
-        @ApiResponse(responseCode = "400", description = "잘못된 요청 데이터", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @PostMapping("/register")
-  public ApiResponseDto<Long> registerDataset(
-      @RequestBody @Valid DatasetDto.RegisterReq registerReq) {
-    Long id = datasetService.registerDataset(registerReq);
-    return ApiResponseDto.createOK(id);
-  }
-
   @Operation(summary = "학습데이터 수정", description = "학습데이터 제목, 메모 수정")
   @ApiResponses(
       value = {
@@ -129,8 +122,7 @@ public class DatasetApiController {
     return ApiResponseDto.ok(uuid);
   }
 
-  /*
-  @Operation(summary = "데이터셋 통계 요약", description = "선택 데이터셋의 통계를 요약합니다.")
+  @Operation(summary = "학습데이터 관리 목록 조회", description = "학습데이터 목록을 조회합니다.")
   @ApiResponses(
       value = {
         @ApiResponse(
@@ -139,16 +131,121 @@ public class DatasetApiController {
             content =
                 @Content(
                     mediaType = "application/json",
-                    schema = @Schema(implementation = DatasetDto.Summary.class))),
-        @ApiResponse(responseCode = "400", description = "잘못된 요청", content = @Content),
+                    schema = @Schema(implementation = Page.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
         @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
       })
-  @PostMapping("/summary")
-  public ApiResponseDto<DatasetDto.Summary> getDatasetSummary(
-      @RequestBody @Valid DatasetDto.SummaryReq summaryReq) {
-    return ApiResponseDto.ok(datasetService.getDatasetSummary(summaryReq));
+  @GetMapping("/obj-list")
+  public ApiResponseDto<Page<DatasetObjDto.Basic>> searchDatasetObjectList(
+      @Parameter(description = "회차 uuid", example = "e9a6774b-4f81-4402-b080-51d27fac1f01")
+          @RequestParam(required = true)
+          UUID uuid,
+      @Parameter(description = "비교년도분류", example = "container") @RequestParam(required = false)
+          String compareClassCd,
+      @Parameter(description = "기준년도분류", example = "waste") @RequestParam(required = false)
+          String targetClassCd,
+      @Parameter(description = "도엽번호", example = "36713060") @RequestParam(required = false)
+          String mapSheetNum,
+      @RequestParam(defaultValue = "0") int page,
+      @RequestParam(defaultValue = "20") int size) {
+    DatasetObjDto.SearchReq searchReq = new DatasetObjDto.SearchReq();
+    searchReq.setUuid(uuid);
+    searchReq.setCompareClassCd(compareClassCd);
+    searchReq.setTargetClassCd(targetClassCd);
+    searchReq.setMapSheetNum(mapSheetNum);
+    searchReq.setPage(page);
+    searchReq.setSize(size);
+    return ApiResponseDto.ok(datasetService.searchDatasetObjectList(searchReq));
   }
 
-   */
+  @Operation(summary = "학습데이터 관리 obj 삭제", description = "학습데이터 관리 obj 삭제 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "삭제 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Page.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @DeleteMapping("/obj/{uuid}")
+  public ApiResponseDto<UUID> deleteDatasetObjByUuid(@PathVariable UUID uuid) {
+    return ApiResponseDto.ok(datasetService.deleteDatasetObjByUuid(uuid));
+  }
 
+  @Operation(summary = "학습데이터 결과 class 조회", description = "학습데이터 결과 class 조회 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Page.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/class/{uuid}")
+  public ApiResponseDto<List<DatasetClass>> getDatasetObjByUuid(
+      @Parameter(description = "dataset uuid", example = "e1416f32-769f-495c-a883-3ebfacef4bac")
+          @PathVariable
+          UUID uuid,
+      @Parameter(description = "compare, target", example = "compare") @RequestParam String type) {
+    return ApiResponseDto.ok(datasetService.getDatasetObjByUuid(uuid, type));
+  }
+
+  @Operation(summary = "남은 저장공간 조회", description = "남은 저장공간 조회 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Page.class))),
+        @ApiResponse(responseCode = "404", description = "저장 공간 조회 오류", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/usable-bytes")
+  public ApiResponseDto<DatasetStorage> getUsableBytes() throws IOException {
+    FileStore store = Files.getFileStore(Path.of("."));
+
+    long usable = store.getUsableSpace();
+    DatasetStorage storage = new DatasetStorage();
+    storage.setUsableBytes(String.valueOf(usable));
+
+    //    datasetService.getUsableBytes();
+    return ApiResponseDto.ok(storage);
+  }
+
+  @Operation(summary = "학습데이터 zip파일 등록", description = "학습데이터 zip파일 등록 합니다.")
+  @PostMapping
+  public ApiResponseDto<ApiResponseDto.ResponseObj> insertDataset(
+      @RequestBody @Valid DatasetDto.AddReq addReq) {
+
+    return ApiResponseDto.okObject(datasetService.insertDataset(addReq));
+  }
+
+  @Operation(summary = "객체별 파일 Path 조회", description = "파일 Path 조회")
+  @GetMapping("/files")
+  public ResponseEntity<Resource> getFile(@RequestParam UUID uuid, @RequestParam String pathType)
+      throws Exception {
+
+    String path = datasetService.getFilePathByUUIDPathType(uuid, pathType);
+    return datasetService.getFilePathByFile(path);
+  }
+
+  @Operation(summary = "객체별 파일 Path 조회", description = "파일 Path 조회")
+  @GetMapping("/files-to86")
+  public ResponseEntity<Resource> getFileTo86(
+      @RequestParam UUID uuid, @RequestParam String pathType) throws Exception {
+
+    String path = datasetService.getFilePathByUUIDPathType(uuid, pathType);
+    return datasetService.getFilePathByFile(path);
+  }
 }

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

@@ -1,56 +0,0 @@
-package com.kamco.cd.training.dataset;
-
-import com.kamco.cd.training.config.api.ApiResponseDto;
-import com.kamco.cd.training.dataset.dto.MapSheetDto;
-import com.kamco.cd.training.dataset.service.MapSheetService;
-import io.swagger.v3.oas.annotations.Operation;
-import io.swagger.v3.oas.annotations.media.Content;
-import io.swagger.v3.oas.annotations.media.Schema;
-import io.swagger.v3.oas.annotations.responses.ApiResponse;
-import io.swagger.v3.oas.annotations.responses.ApiResponses;
-import io.swagger.v3.oas.annotations.tags.Tag;
-import jakarta.validation.Valid;
-import lombok.RequiredArgsConstructor;
-import org.springframework.data.domain.Page;
-import org.springframework.web.bind.annotation.*;
-
-@Tag(name = "도엽 관리", description = "도엽(MapSheet) 관리 API")
-@RestController
-@RequiredArgsConstructor
-public class MapSheetApiController {
-
-  private final MapSheetService mapSheetService;
-
-  @Operation(summary = "도엽 목록 조회", description = "데이터셋의 도엽 목록을 조회합니다.")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "조회 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = Page.class))),
-        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @PostMapping("/api/datasets/items/search")
-  public ApiResponseDto<Page<MapSheetDto.Basic>> searchMapSheets(
-      @RequestBody @Valid MapSheetDto.SearchReq searchReq) {
-    return ApiResponseDto.ok(mapSheetService.searchMapSheets(searchReq));
-  }
-
-  @Operation(summary = "도엽 삭제", description = "도엽을 삭제합니다 (다건 지원).")
-  @ApiResponses(
-      value = {
-        @ApiResponse(responseCode = "200", description = "삭제 성공", content = @Content),
-        @ApiResponse(responseCode = "400", description = "잘못된 요청", content = @Content),
-        @ApiResponse(responseCode = "404", description = "도엽을 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @PostMapping("/api/datasets/items/delete")
-  public ApiResponseDto<Void> deleteMapSheets(@RequestBody @Valid MapSheetDto.DeleteReq deleteReq) {
-    mapSheetService.deleteMapSheets(deleteReq);
-    return ApiResponseDto.ok(null);
-  }
-}

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

@@ -1,7 +1,9 @@
 package com.kamco.cd.training.dataset.dto;
 
+import com.fasterxml.jackson.annotation.JsonIgnore;
 import com.kamco.cd.training.common.enums.LearnDataRegister;
 import com.kamco.cd.training.common.enums.LearnDataType;
+import com.kamco.cd.training.common.enums.ModelType;
 import com.kamco.cd.training.common.utils.enums.Enums;
 import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
 import io.swagger.v3.oas.annotations.media.Schema;
@@ -12,13 +14,16 @@ import java.time.ZonedDateTime;
 import java.util.List;
 import java.util.UUID;
 import lombok.AllArgsConstructor;
+import lombok.Builder;
 import lombok.Getter;
 import lombok.NoArgsConstructor;
 import lombok.Setter;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.data.domain.PageRequest;
 import org.springframework.data.domain.Pageable;
 import org.springframework.data.domain.Sort;
 
+@Slf4j
 public class DatasetDto {
 
   @Schema(name = "Dataset Basic", description = "데이터셋 기본 정보")
@@ -30,57 +35,72 @@ public class DatasetDto {
 
     private Long id;
     private UUID uuid;
-    private String groupTitle;
-    private String groupTitleCd;
     private String title;
     private Long roundNo;
+    private Integer compareYyyy;
+    private Integer targetYyyy;
     private String totalSize;
     private String memo;
     @JsonFormatDttm private ZonedDateTime createdDttm;
     private String status;
     private String statusCd;
     private Boolean deleted;
+    private String dataType;
 
     public Basic(
         Long id,
         UUID uuid,
-        String groupTitle,
         String title,
         Long roundNo,
+        Integer compareYyyy,
+        Integer targetYyyy,
         Long totalSize,
         String memo,
         ZonedDateTime createdDttm,
         String status,
-        Boolean deleted) {
+        Boolean deleted,
+        String dataType) {
       this.id = id;
       this.uuid = uuid;
-      this.groupTitle = getGroupTitle(groupTitle);
-      this.groupTitleCd = groupTitle;
       this.title = title;
       this.roundNo = roundNo;
+      this.compareYyyy = compareYyyy;
+      this.targetYyyy = targetYyyy;
       this.totalSize = getTotalSize(totalSize);
       this.memo = memo;
       this.createdDttm = createdDttm;
       this.status = getStatus(status);
       this.statusCd = status;
       this.deleted = deleted;
+      this.dataType = dataType;
     }
 
     public String getTotalSize(Long totalSize) {
-      if (totalSize == null) return "0G";
-      double giga = totalSize / (1024.0 * 1024 * 1024);
-      return String.format("%.2fG", giga);
-    }
+      if (totalSize == null || totalSize <= 0) return "0M";
 
-    public String getGroupTitle(String groupTitleCd) {
-      LearnDataType type = Enums.fromId(LearnDataType.class, groupTitleCd);
-      return type == null ? null : type.getText();
+      double giga = totalSize / (1024.0 * 1024 * 1024);
+
+      if (giga >= 1) {
+        return String.format("%.2fG", giga);
+      } else {
+        double mega = totalSize / (1024.0 * 1024);
+        return String.format("%.2fM", mega);
+      }
     }
 
     public String getStatus(String status) {
       LearnDataRegister type = Enums.fromId(LearnDataRegister.class, status);
       return type == null ? null : type.getText();
     }
+
+    public String getYear() {
+      return this.compareYyyy + "-" + this.targetYyyy;
+    }
+
+    public String getDataTypeName() {
+      LearnDataType type = Enums.fromId(LearnDataType.class, this.dataType);
+      return type == null ? null : type.getText();
+    }
   }
 
   @Schema(name = "Dataset Detail", description = "데이터셋 상세 정보")
@@ -108,8 +128,8 @@ public class DatasetDto {
   @AllArgsConstructor
   public static class SearchReq {
 
-    @Schema(description = "구분", example = "DELIVER(납품), PRODUCTION(제작)")
-    private String groupTitle;
+    @Schema(description = "구분")
+    private String dataType;
 
     @Schema(description = "제목 (부분 검색)", example = "1차")
     private String title;
@@ -121,9 +141,7 @@ public class DatasetDto {
     private int size = 20;
 
     public Pageable toPageable() {
-      // API에서는 1부터 시작하지만 내부적으로는 0부터 시작
-      int pageIndex = Math.max(0, page - 1);
-      return PageRequest.of(pageIndex, size, Sort.by(Sort.Direction.DESC, "createdDttm"));
+      return PageRequest.of(page, size, Sort.by(Sort.Direction.DESC, "createdDttm"));
     }
   }
 
@@ -151,10 +169,11 @@ public class DatasetDto {
     @Schema(description = "제목", example = "1차 제작")
     private String title;
 
-    @NotBlank(message = "연도는 필수입니다")
-    @Size(max = 4, message = "연도는 4자리입니다")
-    @Schema(description = "연도 (YYYY)", example = "2024")
-    private String year;
+    @Schema(description = "비교연도 (YYYY)", example = "2023")
+    private Integer compareYear;
+
+    @Schema(description = "기준연도 (YYYY)", example = "2024")
+    private Integer targetYyyy;
 
     @Schema(description = "회차", example = "1")
     private Long roundNo;
@@ -209,4 +228,308 @@ public class DatasetDto {
     @Schema(description = "평균 도엽 수", example = "750")
     private double averageMapSheets;
   }
+
+  @Schema(name = "SelectDataSet", description = "데이터셋 선택 리스트")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  public static class SelectDataSet {
+
+    private String modelNo; // G1, G2, G3 모델 타입
+    private Long datasetId;
+    private UUID uuid;
+    private String dataType;
+    private String title;
+    private Long roundNo;
+    private Integer compareYyyy;
+    private Integer targetYyyy;
+    private String memo;
+    @JsonIgnore private Long classCount;
+    private Integer buildingCnt;
+    private Integer containerCnt;
+    private String dataTypeName;
+
+    private Long wasteCnt;
+    private Long landCoverCnt;
+
+    public SelectDataSet(
+        String modelNo,
+        Long datasetId,
+        UUID uuid,
+        String dataType,
+        String title,
+        Long roundNo,
+        Integer compareYyyy,
+        Integer targetYyyy,
+        String memo,
+        Long classCount) {
+      this.datasetId = datasetId;
+      this.uuid = uuid;
+      this.dataType = dataType;
+      this.dataTypeName = getDataTypeName(dataType);
+      this.title = title;
+      this.roundNo = roundNo;
+      this.compareYyyy = compareYyyy;
+      this.targetYyyy = targetYyyy;
+      this.memo = memo;
+      this.classCount = classCount;
+      if (modelNo.equals(ModelType.G2.getId())) {
+        this.wasteCnt = classCount;
+      } else if (modelNo.equals(ModelType.G3.getId())) {
+        this.landCoverCnt = classCount;
+      }
+    }
+
+    public SelectDataSet(
+        String modelNo,
+        Long datasetId,
+        UUID uuid,
+        String dataType,
+        String title,
+        Long roundNo,
+        Integer compareYyyy,
+        Integer targetYyyy,
+        String memo,
+        Integer buildingCnt,
+        Integer containerCnt) {
+      this.datasetId = datasetId;
+      this.uuid = uuid;
+      this.dataType = dataType;
+      this.dataTypeName = getDataTypeName(dataType);
+      this.title = title;
+      this.roundNo = roundNo;
+      this.compareYyyy = compareYyyy;
+      this.targetYyyy = targetYyyy;
+      this.memo = memo;
+      this.buildingCnt = buildingCnt;
+      this.containerCnt = containerCnt;
+    }
+
+    public String getDataTypeName(String groupTitleCd) {
+      LearnDataType type = Enums.fromId(LearnDataType.class, groupTitleCd);
+      return type == null ? null : type.getText();
+    }
+
+    public String getYear() {
+      return this.compareYyyy + "-" + this.targetYyyy;
+    }
+  }
+
+  @Schema(name = "SelectTransferDataSet", description = "전이학습 데이터셋 선택 리스트")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  public static class SelectTransferDataSet {
+
+    private String modelNo; // G1, G2, G3 모델 타입
+    private Long datasetId;
+    private UUID uuid;
+    private String dataType;
+    private String title;
+    private Long roundNo;
+    private Integer compareYyyy;
+    private Integer targetYyyy;
+    private String memo;
+    @JsonIgnore private Long classCount;
+    private Integer buildingCnt;
+    private Integer containerCnt;
+    private String dataTypeName;
+
+    private Long wasteCnt;
+    private Long landCoverCnt;
+
+    private String beforeModelNo; // G1, G2, G3 모델 타입
+    private Long beforeDatasetId;
+    private UUID beforeUuid;
+    private String beforeDataType;
+    private String beforeTitle;
+    private Long beforeRoundNo;
+    private Integer beforeCompareYyyy;
+    private Integer beforeTargetYyyy;
+    private String beforeMemo;
+
+    @JsonIgnore private Long beforeClassCount;
+
+    private Integer beforeBuildingCnt;
+    private Integer beforeContainerCnt;
+    private String beforeDataTypeName;
+
+    private Long beforeWasteCnt;
+    private Long beforeLandCoverCnt;
+
+    public SelectTransferDataSet(
+        // 현재
+        String modelNo,
+        Long datasetId,
+        UUID uuid,
+        String dataType,
+        String title,
+        Long roundNo,
+        Integer compareYyyy,
+        Integer targetYyyy,
+        String memo,
+        Long classCount,
+
+        // 이전(before)
+        String beforeModelNo,
+        Long beforeDatasetId,
+        UUID beforeUuid,
+        String beforeDataType,
+        String beforeTitle,
+        Long beforeRoundNo,
+        Integer beforeCompareYyyy,
+        Integer beforeTargetYyyy,
+        String beforeMemo,
+        Long beforeClassCount) {
+      // 현재
+      this.modelNo = modelNo;
+      this.datasetId = datasetId;
+      this.uuid = uuid;
+      this.dataType = dataType;
+      this.dataTypeName = getDataTypeName(dataType);
+      this.title = title;
+      this.roundNo = roundNo;
+      this.compareYyyy = compareYyyy;
+      this.targetYyyy = targetYyyy;
+      this.memo = memo;
+      this.classCount = classCount;
+
+      if (modelNo != null && modelNo.equals(ModelType.G2.getId())) {
+        this.wasteCnt = classCount;
+      } else if (modelNo != null && modelNo.equals(ModelType.G3.getId())) {
+        this.landCoverCnt = classCount;
+      }
+
+      // 이전(before)
+      this.beforeModelNo = beforeModelNo;
+      this.beforeDatasetId = beforeDatasetId;
+      this.beforeUuid = beforeUuid;
+      this.beforeDataType = beforeDataType;
+      this.beforeDataTypeName = getDataTypeName(beforeDataType);
+      this.beforeTitle = beforeTitle;
+      this.beforeRoundNo = beforeRoundNo;
+      this.beforeCompareYyyy = beforeCompareYyyy;
+      this.beforeTargetYyyy = beforeTargetYyyy;
+      this.beforeMemo = beforeMemo;
+      this.beforeClassCount = beforeClassCount;
+
+      if (beforeModelNo != null && beforeModelNo.equals(ModelType.G2.getId())) {
+        this.beforeWasteCnt = beforeClassCount;
+      } else if (beforeModelNo != null && beforeModelNo.equals(ModelType.G3.getId())) {
+        this.beforeLandCoverCnt = beforeClassCount;
+      }
+    }
+
+    public SelectTransferDataSet(
+        // 현재
+        String modelNo,
+        Long datasetId,
+        UUID uuid,
+        String dataType,
+        String title,
+        Long roundNo,
+        Integer compareYyyy,
+        Integer targetYyyy,
+        String memo,
+        Integer buildingCnt,
+        Integer containerCnt,
+
+        // 이전(before)
+        String beforeModelNo,
+        Long beforeDatasetId,
+        UUID beforeUuid,
+        String beforeDataType,
+        String beforeTitle,
+        Long beforeRoundNo,
+        Integer beforeCompareYyyy,
+        Integer beforeTargetYyyy,
+        String beforeMemo,
+        Integer beforeBuildingCnt,
+        Integer beforeContainerCnt) {
+      // 현재
+      this.modelNo = modelNo;
+      this.datasetId = datasetId;
+      this.uuid = uuid;
+      this.dataType = dataType;
+      this.dataTypeName = getDataTypeName(dataType);
+      this.title = title;
+      this.roundNo = roundNo;
+      this.compareYyyy = compareYyyy;
+      this.targetYyyy = targetYyyy;
+      this.memo = memo;
+      this.buildingCnt = buildingCnt;
+      this.containerCnt = containerCnt;
+
+      // 이전(before)
+      this.beforeModelNo = beforeModelNo;
+      this.beforeDatasetId = beforeDatasetId;
+      this.beforeUuid = beforeUuid;
+      this.beforeDataType = beforeDataType;
+      this.beforeDataTypeName = getDataTypeName(beforeDataType);
+      this.beforeTitle = beforeTitle;
+      this.beforeRoundNo = beforeRoundNo;
+      this.beforeCompareYyyy = beforeCompareYyyy;
+      this.beforeTargetYyyy = beforeTargetYyyy;
+      this.beforeMemo = beforeMemo;
+      this.beforeBuildingCnt = beforeBuildingCnt;
+      this.beforeContainerCnt = beforeContainerCnt;
+    }
+
+    public String getDataTypeName(String groupTitleCd) {
+      LearnDataType type = Enums.fromId(LearnDataType.class, groupTitleCd);
+      return type == null ? null : type.getText();
+    }
+
+    public String getYear() {
+      return this.compareYyyy + "-" + this.targetYyyy;
+    }
+
+    public String getBeforeYear() {
+      if (this.beforeCompareYyyy == null || this.beforeTargetYyyy == null) {
+        return null;
+      }
+      return this.beforeCompareYyyy + "-" + this.beforeTargetYyyy;
+    }
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class DatasetReq {
+    String modelNo;
+    String dataType;
+    UUID uuid;
+    Long id;
+    List<Long> ids;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class AddReq {
+    private String fileName;
+    private String filePath;
+    private Long fileSize;
+    private String memo;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  @Builder
+  public static class DatasetMngRegDto {
+    private String uid;
+    private String dataType;
+    private Integer compareYyyy;
+    private Integer targetYyyy;
+    private Long roundNo;
+    private String title;
+    private String memo;
+    private Long totalSize;
+    private Long totalObjectCount;
+    private String datasetPath;
+  }
 }

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

@@ -0,0 +1,163 @@
+package com.kamco.cd.training.dataset.dto;
+
+import com.fasterxml.jackson.annotation.JsonIgnore;
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.kamco.cd.training.common.enums.DetectionClassification;
+import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
+import io.swagger.v3.oas.annotations.media.Schema;
+import java.time.ZonedDateTime;
+import java.util.UUID;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.data.domain.PageRequest;
+import org.springframework.data.domain.Pageable;
+import org.springframework.data.domain.Sort;
+
+@Slf4j
+public class DatasetObjDto {
+
+  @Schema(name = "DatasetObj Basic", description = "데이터셋 객체 Obj 기본 정보")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  public static class Basic {
+
+    private Long objId;
+    private Long datasetUid;
+    private Integer targetYyyy;
+    private String targetClassCd;
+    private Integer compareYyyy;
+    private String compareClassCd;
+    private String targetPath;
+    private String comparePath;
+    private String labelPath;
+    private String geojsonPath;
+    private String mapSheetNum;
+    @JsonFormatDttm private ZonedDateTime createdDttm;
+    private Long createdUid;
+    private Boolean deleted;
+    private UUID uuid;
+    @JsonIgnore private String geoJsonb;
+    private JsonNode geoJson;
+
+    public Basic(
+        Long objId,
+        Long datasetUid,
+        Integer targetYyyy,
+        String targetClassCd,
+        Integer compareYyyy,
+        String compareClassCd,
+        String targetPath,
+        String comparePath,
+        String labelPath,
+        String geojsonPath,
+        String mapSheetNum,
+        ZonedDateTime createdDttm,
+        Long createdUid,
+        Boolean deleted,
+        UUID uuid,
+        String geoJsonb) {
+      this.objId = objId;
+      this.datasetUid = datasetUid;
+      this.targetYyyy = targetYyyy;
+      this.targetClassCd = targetClassCd;
+      this.compareYyyy = compareYyyy;
+      this.compareClassCd = compareClassCd;
+      this.targetPath = targetPath;
+      this.comparePath = comparePath;
+      this.labelPath = labelPath;
+      this.geojsonPath = geojsonPath;
+      this.mapSheetNum = mapSheetNum;
+      this.createdDttm = createdDttm;
+      this.createdUid = createdUid;
+      this.deleted = deleted;
+      this.uuid = uuid;
+      this.geoJsonb = geoJsonb;
+
+      JsonNode geoJsonNode = null;
+      ObjectMapper mapper = new ObjectMapper();
+      if (geoJsonb != null) {
+        try {
+          geoJsonNode = mapper.readTree(geoJsonb);
+        } catch (JsonProcessingException e) {
+          throw new RuntimeException(e);
+        }
+      }
+
+      this.geoJson = geoJsonNode;
+    }
+  }
+
+  @Schema(name = "DatasetSearchReq", description = "데이터셋 상세 도엽목록 조회 요청")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class SearchReq {
+    @Schema(description = "회차 uuid", example = "e9a6774b-4f81-4402-b080-51d27fac1f01")
+    private UUID uuid;
+
+    @Schema(description = "비교년도분류", example = "waste")
+    private String compareClassCd;
+
+    @Schema(description = "기준년도분류", example = "land")
+    private String targetClassCd;
+
+    @Schema(description = "도엽번호", example = "36713060")
+    private String mapSheetNum;
+
+    @Schema(description = "페이지 번호 (0부터 시작)", example = "0")
+    private int page = 0;
+
+    @Schema(description = "페이지 크기", example = "20")
+    private int size = 20;
+
+    public Pageable toPageable() {
+      return PageRequest.of(page, size, Sort.by(Sort.Direction.DESC, "createdDttm"));
+    }
+  }
+
+  @Getter
+  @Setter
+  @AllArgsConstructor
+  @NoArgsConstructor
+  public static class DatasetClass {
+    private String classCd;
+
+    public String getClassName() {
+      return DetectionClassification.valueOf(classCd.toUpperCase()).getDesc();
+    }
+  }
+
+  @Getter
+  @Setter
+  public static class DatasetStorage {
+    private String usableBytes;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  @Builder
+  public static class DatasetObjRegDto {
+    private Long datasetUid;
+    private Integer compareYyyy;
+    private String compareClassCd;
+    private Integer targetYyyy;
+    private String targetClassCd;
+    private String comparePath;
+    private String targetPath;
+    private String labelPath;
+    private String geojsonPath;
+    private String mapSheetNum;
+    private JsonNode geojson;
+    private String fileName;
+  }
+}

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

@@ -1,22 +1,68 @@
 package com.kamco.cd.training.dataset.service;
 
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.fasterxml.jackson.databind.node.ArrayNode;
+import com.fasterxml.jackson.databind.node.ObjectNode;
+import com.kamco.cd.training.common.enums.LearnDataType;
+import com.kamco.cd.training.common.exception.CustomApiException;
+import com.kamco.cd.training.common.service.FormatStorage;
+import com.kamco.cd.training.common.utils.FIleChecker;
+import com.kamco.cd.training.config.api.ApiResponseDto.ApiResponseCode;
+import com.kamco.cd.training.config.api.ApiResponseDto.ResponseObj;
 import com.kamco.cd.training.dataset.dto.DatasetDto;
+import com.kamco.cd.training.dataset.dto.DatasetDto.AddReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetMngRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetClass;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetObjRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetStorage;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.SearchReq;
 import com.kamco.cd.training.postgres.core.DatasetCoreService;
+import jakarta.validation.Valid;
+import java.io.IOException;
+import java.io.InputStream;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
 import java.util.UUID;
+import java.util.stream.Collectors;
+import java.util.stream.Stream;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.core.io.InputStreamResource;
+import org.springframework.core.io.Resource;
 import org.springframework.data.domain.Page;
+import org.springframework.http.HttpHeaders;
+import org.springframework.http.HttpStatus;
+import org.springframework.http.MediaType;
+import org.springframework.http.ResponseEntity;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
 
 @Slf4j
 @Service
 @RequiredArgsConstructor
-@Transactional(readOnly = true)
+@Transactional
 public class DatasetService {
 
   private final DatasetCoreService datasetCoreService;
 
+  @Value("${file.dataset-dir}")
+  private String datasetDir;
+
+  private static final List<String> LABEL_DIRS = List.of("label-json", "label", "input1", "input2");
+  private static final List<String> REQUIRED_DIRS = Arrays.asList("train", "val", "test");
+  private static final List<String> CHECK_DIRS = List.of("label", "input1", "input2");
+
   /**
    * 데이터셋 목록 조회
    *
@@ -83,4 +129,399 @@ public class DatasetService {
     log.info("데이터셋 통계 요약 - 요청: {}", summaryReq);
     return datasetCoreService.getDatasetSummary(summaryReq);
   }
+
+  public Page<DatasetObjDto.Basic> searchDatasetObjectList(SearchReq searchReq) {
+    return datasetCoreService.searchDatasetObjectList(searchReq);
+  }
+
+  public UUID deleteDatasetObjByUuid(UUID uuid) {
+    return datasetCoreService.deleteDatasetObjByUuid(uuid);
+  }
+
+  /**
+   * 데이터셋 object class 조회
+   *
+   * @param uuid dataset uuid
+   * @param type compare, target
+   */
+  public List<DatasetClass> getDatasetObjByUuid(UUID uuid, String type) {
+    return datasetCoreService.findDatasetObjClassByUuid(uuid, type);
+  }
+
+  /**
+   * 사용 가능 공간 조회
+   *
+   * @return
+   */
+  public DatasetStorage getUsableBytes() {
+    // 현재 실행 위치가 속한 디스크 기준
+    try {
+      FormatStorage.DiskUsage usage = FormatStorage.getDiskUsage(Path.of("."));
+      log.debug("경로 : {}", usage.path());
+      log.debug("총 저장공간 : {}", usage.totalText());
+      log.debug("남은 저장공간 : {}", usage.usableText());
+      log.debug("사용률 : {}", usage.usedPercent());
+
+      DatasetStorage datasetStorage = new DatasetStorage();
+      datasetStorage.setUsableBytes(usage.usableText());
+      return datasetStorage;
+    } catch (Exception e) {
+      throw new CustomApiException("NOT_FOUND", HttpStatus.NOT_FOUND);
+    }
+  }
+
+  @Transactional
+  public ResponseObj insertDataset(@Valid AddReq addReq) {
+
+    Long datasetUid = null; // master id 값, 등록하면서 가져올 예정
+
+    try {
+      // 같은 uid 로 등록한 파일이 있는지 확인
+      Long existsCnt =
+          datasetCoreService.findDatasetByUidExistsCnt(addReq.getFileName().replace(".zip", ""));
+      if (existsCnt > 0) {
+        return new ResponseObj(ApiResponseCode.DUPLICATE_DATA, "이미 등록된 회차 데이터 파일입니다. 확인 부탁드립니다.");
+      }
+
+      // 압축 해제
+      FIleChecker.unzip(addReq.getFileName(), addReq.getFilePath());
+
+      // 압축 해제한 폴더 하위에 train,val,test 폴더 모두 존재하는지 확인
+      validateTrainValTestDirs(addReq.getFilePath() + addReq.getFileName().replace(".zip", ""));
+
+      // 압축 해제한 폴더의 갯수 맞는지 log 찍기
+      validateDirFileCount(addReq.getFilePath() + addReq.getFileName().replace(".zip", ""));
+
+      // 해제한 폴더 읽어서 데이터 저장
+      List<Map<String, Object>> list =
+          getUnzipDatasetFiles(
+              addReq.getFilePath() + addReq.getFileName().replace(".zip", ""), "train");
+
+      int idx = 0;
+      for (Map<String, Object> map : list) {
+        datasetUid =
+            this.insertTrainTestData(map, addReq, idx, datasetUid, "train"); // train 데이터 insert
+        idx++;
+      }
+
+      List<Map<String, Object>> valList =
+          getUnzipDatasetFiles(
+              addReq.getFilePath() + addReq.getFileName().replace(".zip", ""), "val");
+
+      int valIdx = 0;
+      for (Map<String, Object> valid : valList) {
+        datasetUid =
+            this.insertTrainTestData(valid, addReq, valIdx, datasetUid, "val"); // val 데이터 insert
+        valIdx++;
+      }
+
+      List<Map<String, Object>> testList =
+          getUnzipDatasetFiles(
+              addReq.getFilePath() + addReq.getFileName().replace(".zip", ""), "test");
+
+      int testIdx = 0;
+      for (Map<String, Object> test : testList) {
+        datasetUid =
+            this.insertTrainTestData(test, addReq, testIdx, datasetUid, "test"); // test 데이터 insert
+        testIdx++;
+      }
+
+    } catch (IOException e) {
+      log.error(e.getMessage());
+      return new ResponseObj(ApiResponseCode.INTERNAL_SERVER_ERROR, e.getMessage());
+    }
+
+    datasetCoreService.updateDatasetUploadStatus(datasetUid);
+    return new ResponseObj(ApiResponseCode.OK, "업로드 성공하였습니다.");
+  }
+
+  @Transactional
+  public Long insertTrainTestData(
+      Map<String, Object> map, AddReq addReq, int idx, Long datasetUid, String subDir) {
+    ObjectMapper mapper = new ObjectMapper();
+    String comparePath = (String) map.get("input1");
+    String targetPath = (String) map.get("input2");
+    String labelPath = (String) map.get("label");
+    String geojsonPath = (String) map.get("geojson_path");
+    Object labelJson = map.get("label-json");
+    JsonNode json;
+
+    if (labelJson instanceof JsonNode jn) {
+      json = jn;
+    } else {
+      try {
+        json = mapper.readTree(labelJson.toString());
+      } catch (IOException e) {
+        throw new RuntimeException("label_json parse error", e);
+      }
+    }
+
+    String fileName = Paths.get(comparePath).getFileName().toString();
+    String[] fileNameStr = fileName.split("_");
+    String compareYyyy = fileNameStr[1];
+    String targetYyyy = fileNameStr[2];
+    String mapSheetNum = fileNameStr[3];
+
+    if (idx == 0 && subDir.equals("train")) {
+      String title = compareYyyy + "-" + targetYyyy; // 제목 : 비교년도-기준년도
+      String dataType = LearnDataType.PRODUCTION.getId(); // 만들어 넣는 건 다 제작
+      Long stage =
+          datasetCoreService.getDatasetMaxStage(
+                  Integer.parseInt(compareYyyy), Integer.parseInt(targetYyyy))
+              + 1;
+      String uid = addReq.getFileName().replace(".zip", "");
+
+      DatasetMngRegDto mngRegDto =
+          DatasetMngRegDto.builder()
+              .uid(uid)
+              .dataType(dataType)
+              .compareYyyy(Integer.parseInt(compareYyyy))
+              .targetYyyy(Integer.parseInt(targetYyyy))
+              .title(title)
+              .memo(addReq.getMemo())
+              .roundNo(stage)
+              .totalSize(addReq.getFileSize())
+              .datasetPath(addReq.getFilePath())
+              .build();
+
+      datasetUid = datasetCoreService.insertDatasetMngData(mngRegDto); // tb_dataset 에 insert
+    }
+
+    // datasetUid 로 obj 도 등록하기
+    // Json 갯수만큼 for문 돌려서 insert 해야 함, features에 빈값
+    if (json != null && json.path("features") != null && !json.path("features").isEmpty()) {
+
+      for (JsonNode feature : json.path("features")) {
+        JsonNode prop = feature.path("properties");
+        String compareClassCd = prop.path("before").asText(null);
+        String targetClassCd = prop.path("after").asText(null);
+
+        // 한 개씩 자른 geojson을 FeatureCollection 으로 만들어서 넣기
+        ObjectNode root = mapper.createObjectNode();
+        root.put("type", "FeatureCollection");
+        ArrayNode features = mapper.createArrayNode();
+        features.add(feature);
+        root.set("features", features);
+
+        DatasetObjRegDto objRegDto =
+            DatasetObjRegDto.builder()
+                .datasetUid(datasetUid)
+                .compareYyyy(Integer.parseInt(compareYyyy))
+                .compareClassCd(compareClassCd)
+                .targetYyyy(Integer.parseInt(targetYyyy))
+                .targetClassCd(targetClassCd)
+                .comparePath(comparePath)
+                .targetPath(targetPath)
+                .labelPath(labelPath)
+                .mapSheetNum(mapSheetNum)
+                .geojson(root)
+                .geojsonPath(geojsonPath)
+                .fileName(fileName)
+                .build();
+
+        if (subDir.equals("train")) {
+          datasetCoreService.insertDatasetObj(objRegDto);
+        } else if (subDir.equals("val")) {
+          datasetCoreService.insertDatasetValObj(objRegDto);
+        } else {
+          datasetCoreService.insertDatasetTestObj(objRegDto);
+        }
+      }
+    }
+
+    return datasetUid;
+  }
+
+  private List<Map<String, Object>> getUnzipDatasetFiles(String unzipRootPath, String subDir) {
+
+    Path root = Paths.get(unzipRootPath).resolve(subDir);
+    Map<String, Map<String, Object>> grouped = new HashMap<>();
+
+    for (String dirName : LABEL_DIRS) {
+      Path dir = root.resolve(dirName);
+
+      if (!Files.isDirectory(dir)) {
+        throw new CustomApiException(
+            ApiResponseCode.NOT_FOUND_DATA.getId(),
+            HttpStatus.CONFLICT,
+            "폴더가 존재하지 않습니다. 업로드 된 파일을 확인하세요. : " + dir);
+      }
+
+      try (Stream<Path> stream = Files.list(dir)) {
+        stream
+            .filter(Files::isRegularFile)
+            .forEach(
+                path -> {
+                  String fileName = path.getFileName().toString();
+                  String baseName = getBaseName(fileName);
+
+                  // baseName 기준 Map 생성
+                  Map<String, Object> data =
+                      grouped.computeIfAbsent(baseName, k -> new HashMap<>());
+
+                  // 공통 메타
+                  data.put("baseName", baseName);
+
+                  // 폴더별 처리
+                  if ("label-json".equals(dirName)) {
+                    // json 파일이면 파싱
+                    data.put("label-json", readJson(path));
+                    data.put("geojson_path", path.toAbsolutePath().toString());
+                  } else {
+                    data.put(dirName, path.toAbsolutePath().toString());
+                  }
+                });
+
+      } catch (IOException e) {
+        throw new RuntimeException(e);
+      }
+    }
+
+    return new ArrayList<>(grouped.values());
+  }
+
+  private String getBaseName(String fileName) {
+    int idx = fileName.lastIndexOf('.');
+    return (idx > 0) ? fileName.substring(0, idx) : fileName;
+  }
+
+  private JsonNode readJson(Path jsonPath) {
+    try {
+      ObjectMapper mapper = new ObjectMapper();
+      return mapper.readTree(jsonPath.toFile());
+    } catch (IOException e) {
+      throw new RuntimeException("JSON 읽기 실패: " + jsonPath, e);
+    }
+  }
+
+  public String getFilePathByUUIDPathType(UUID uuid, String pathType) {
+    return datasetCoreService.getFilePathByUUIDPathType(uuid, pathType);
+  }
+
+  private String readRemoteFileAsString(String remoteFilePath) {
+
+    String command = "cat " + escape(remoteFilePath);
+
+    List<String> lines = FIleChecker.execCommandAndReadLines(command);
+
+    return String.join("\n", lines);
+  }
+
+  private JsonNode parseJson(String json) {
+    try {
+      ObjectMapper mapper = new ObjectMapper();
+      return mapper.readTree(json);
+    } catch (IOException e) {
+      throw new RuntimeException("JSON 파싱 실패", e);
+    }
+  }
+
+  private String escape(String path) {
+    // 쉘 커맨드에서 안전하게 사용할 수 있도록 문자열을 작은따옴표로 감싸면서, 내부의 작은따옴표를 이스케이프 처리
+    return "'" + path.replace("'", "'\"'\"'") + "'";
+  }
+
+  private static String normalizeLinuxPath(String path) {
+    return path.replace("\\", "/");
+  }
+
+  public ResponseEntity<Resource> getFilePathByFile(String remoteFilePath) {
+
+    try {
+      Path path = Paths.get(remoteFilePath);
+      InputStream inputStream = Files.newInputStream(path);
+
+      InputStreamResource resource =
+          new InputStreamResource(inputStream) {
+            @Override
+            public long contentLength() {
+              return -1; // 알 수 없으면 -1
+            }
+          };
+
+      String fileName = Paths.get(remoteFilePath.replace("\\", "/")).getFileName().toString();
+
+      return ResponseEntity.ok()
+          .header(HttpHeaders.CONTENT_DISPOSITION, "attachment; filename=\"" + fileName + "\"")
+          .contentType(MediaType.APPLICATION_OCTET_STREAM)
+          .body(resource);
+
+    } catch (Exception e) {
+      throw new RuntimeException(e);
+    }
+  }
+
+  /** unzipRootDir: 압축 해제된 폴더 경로 (ex: /data/xxx/myzipname) */
+  public static void validateTrainValTestDirs(String unzipRootDir) {
+    Path root = Paths.get(unzipRootDir);
+
+    // 루트 폴더 자체 존재 확인
+    if (!Files.exists(root) || !Files.isDirectory(root)) {
+      throw new CustomApiException(
+          ApiResponseCode.NOT_FOUND_DATA.getId(),
+          HttpStatus.CONFLICT,
+          "압축 해제 폴더가 존재하지 않습니다: " + unzipRootDir);
+    }
+
+    // 필요한 폴더들 존재/디렉토리 여부 확인
+    List<String> missing =
+        REQUIRED_DIRS.stream()
+            .filter(d -> !Files.isDirectory(root.resolve(d)))
+            .collect(Collectors.toList());
+
+    if (!missing.isEmpty()) {
+      throw new CustomApiException(
+          ApiResponseCode.NOT_FOUND_DATA.getId(),
+          HttpStatus.CONFLICT,
+          "데이터 폴더 구조가 올바르지 않습니다. 누락된 폴더: "
+              + String.join(", ", missing)
+              + " (필수: train, val, test)");
+    }
+  }
+
+  public static void validateDirFileCount(String unzipRootDir) {
+    Path root = Paths.get(unzipRootDir);
+
+    for (String split : REQUIRED_DIRS) {
+
+      Path splitPath = root.resolve(split);
+
+      Map<String, Long> fileCountMap = new HashMap<>();
+
+      for (String subDir : CHECK_DIRS) { // input1, input2, label 폴더만 수행하기
+
+        Path subDirPath = splitPath.resolve(subDir);
+
+        if (!Files.isDirectory(subDirPath)) {
+          throw new CustomApiException(
+              ApiResponseCode.NOT_FOUND_DATA.getId(),
+              HttpStatus.CONFLICT,
+              split + " 폴더 하위에 " + subDir + " 폴더가 존재하지 않습니다.");
+        }
+
+        long count;
+        try (Stream<Path> files = Files.list(subDirPath)) {
+          count = files.filter(Files::isRegularFile).count();
+          log.info("dir: " + subDirPath + ", count: " + count);
+        } catch (IOException e) {
+          throw new CustomApiException(
+              ApiResponseCode.NOT_FOUND_DATA.getId(),
+              HttpStatus.CONFLICT,
+              split + "/" + subDir + " 파일 개수 확인 중 오류 발생");
+        }
+
+        fileCountMap.put(subDir, count);
+      }
+
+      // 모든 폴더 파일 개수가 동일한지 확인
+      Set<Long> uniqueCounts = new HashSet<>(fileCountMap.values());
+
+      if (uniqueCounts.size() != 1) {
+        throw new CustomApiException(
+            ApiResponseCode.NOT_FOUND_DATA.getId(),
+            HttpStatus.CONFLICT,
+            split + " 데이터 파일 개수가 일치하지 않습니다. " + fileCountMap.toString());
+      }
+    }
+  }
 }

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

@@ -1,10 +1,11 @@
 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;
 import com.kamco.cd.training.hyperparam.service.HyperParamService;
-import com.kamco.cd.training.model.dto.ModelMngDto;
 import io.swagger.v3.oas.annotations.Operation;
 import io.swagger.v3.oas.annotations.Parameter;
 import io.swagger.v3.oas.annotations.media.Content;
@@ -49,8 +50,7 @@ public class HyperParamApiController {
         @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
       })
   @PostMapping
-  public ApiResponseDto<String> createHyperParam(
-      @Valid @RequestBody HyperParamDto.HyperParamCreateReq createReq) {
+  public ApiResponseDto<String> createHyperParam(@Valid @RequestBody HyperParam createReq) {
     String newVersion = hyperParamService.createHyperParam(createReq);
     return ApiResponseDto.ok(newVersion);
   }
@@ -66,11 +66,12 @@ public class HyperParamApiController {
                     mediaType = "application/json",
                     schema = @Schema(implementation = String.class))),
         @ApiResponse(responseCode = "400", description = "잘못된 요청", content = @Content),
+        @ApiResponse(responseCode = "422", description = "default는 삭제불가", content = @Content),
         @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
       })
   @PutMapping("/{uuid}")
   public ApiResponseDto<String> updateHyperParam(
-      @PathVariable UUID uuid, @Valid @RequestBody HyperParamDto.HyperParamCreateReq createReq) {
+      @PathVariable UUID uuid, @Valid @RequestBody HyperParam createReq) {
     return ApiResponseDto.ok(hyperParamService.updateHyperParam(uuid, createReq));
   }
 
@@ -83,16 +84,26 @@ 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)
       })
   @GetMapping("/list")
   public ApiResponseDto<Page<List>> getHyperParam(
-      @Parameter(description = "구분") @RequestParam(required = false) String type,
-      @Parameter(description = "시작일") @RequestParam(required = false) LocalDate startDate,
-      @Parameter(description = "종료일") @RequestParam(required = false) LocalDate endDate,
-      @Parameter(description = "버전명") @RequestParam(required = false) String hyperVer,
+      @Parameter(
+              description = "구분 CREATE_DATE(생성일), LAST_USED_DATE(최근사용일)",
+              example = "CREATE_DATE")
+          @RequestParam(required = false)
+          String type,
+      @Parameter(description = "시작일", example = "2026-02-01") @RequestParam(required = false)
+          LocalDate startDate,
+      @Parameter(description = "종료일", example = "2026-03-31") @RequestParam(required = false)
+          LocalDate endDate,
+      @Parameter(description = "버전명", example = "G1_000019") @RequestParam(required = false)
+          String hyperVer,
+      @Parameter(description = "모델 타입 (G1, G2, G3 중 하나)", example = "G1")
+          @RequestParam(required = false)
+          ModelType model,
       @Parameter(
               description = "정렬",
               example = "createdDttm desc",
@@ -117,7 +128,7 @@ 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);
   }
@@ -126,16 +137,55 @@ public class HyperParamApiController {
   @ApiResponses(
       value = {
         @ApiResponse(responseCode = "200", description = "삭제 성공", content = @Content),
-        @ApiResponse(responseCode = "400", description = "H1은 삭제 불가", content = @Content),
+        @ApiResponse(responseCode = "422", description = "default 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(
-      @Parameter(description = "하이퍼파라미터 uuid", example = "7966dd64-004a-4596-89ef-001664bc4de2")
+      @Parameter(description = "하이퍼파라미터 uuid", example = "57fc9170-64c1-4128-aa7b-0657f08d6d10")
           @PathVariable
           UUID uuid) {
     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 = HyperParamDto.Basic.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 = "57fc9170-64c1-4128-aa7b-0657f08d6d10")
+          @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/{model}")
+  public ApiResponseDto<HyperParamDto.Basic> getInitHyperParam(@PathVariable ModelType model) {
+
+    return ApiResponseDto.ok(hyperParamService.getInitHyperParam(model));
+  }
 }

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;
@@ -23,9 +24,13 @@ public class HyperParamDto {
   @NoArgsConstructor
   @AllArgsConstructor
   public static class Basic {
-    private Long id;
+
+    private ModelType model; // 20250212 modeltype추가
     private UUID uuid;
     private String hyperVer;
+    @JsonFormatDttm private ZonedDateTime createdDttm;
+    @JsonFormatDttm private ZonedDateTime lastUsedDttm;
+    private Integer totalUseCnt;
 
     // -------------------------
     // Important
@@ -33,28 +38,8 @@ 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 +50,25 @@ 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
     // -------------------------
@@ -79,14 +83,19 @@ 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
     // -------------------------
@@ -94,21 +103,7 @@ public class HyperParamDto {
     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;
+    private Boolean isDefault;
   }
 
   @Getter
@@ -117,141 +112,12 @@ public class HyperParamDto {
   @AllArgsConstructor
   public static class List {
     private UUID uuid;
+    private ModelType model;
     private String hyperVer;
     @JsonFormatDttm private ZonedDateTime createDttm;
     @JsonFormatDttm private ZonedDateTime lastUsedDttm;
-    private Long m1UseCnt;
-    private Long m2UseCnt;
-    private Long m3UseCnt;
-    private Long totalCnt;
-  }
-
-  @Schema(name = "HyperParamCreateReq", description = "하이퍼파라미터 등록 요청")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  public static class HyperParamCreateReq {
-
-    @Schema(description = "백본 네트워크", example = "large")
-    private String backbone; // backbone
-
-    @Schema(description = "입력 이미지 크기(H,W)", example = "256,256")
-    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
-
-    @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
-
-    @Schema(description = "Val dataloader workers", example = "8")
-    private Integer valNumWorkers; // val_num_workers
-
-    @Schema(description = "Test dataloader workers", example = "8")
-    private Integer testNumWorkers; // test_num_workers
-
-    @Schema(description = "Train shuffle 여부", example = "true")
-    private Boolean trainShuffle; // train_shuffle
-
-    @Schema(description = "Train persistent workers 여부", example = "true")
-    private Boolean trainPersistent; // train_persistent
-
-    @Schema(description = "Val persistent workers 여부", example = "true")
-    private Boolean valPersistent; // val_persistent
-
-    @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")
-    private String saveBestRule; // save_best_rule
-
-    @Schema(description = "검증 수행 주기(Epoch)", example = "10")
-    private Integer valInterval; // val_interval
-
-    @Schema(description = "로그 기록 주기(Iteration)", example = "400")
-    private Integer logInterval; // log_interval
-
-    @Schema(description = "시각화 저장 주기(Epoch)", example = "1")
-    private Integer visInterval; // vis_interval
-
-    @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 = "채널 교환 확률", example = "0.5")
-    private Double exchangeProb; // exchange_prob
-
-    @Schema(description = "밝기 변화량", example = "10")
-    private Integer brightnessDelta; // brightness_delta
-
-    @Schema(description = "대비 범위(Min,Max)", example = "0.8,1.2")
-    private String contrastRange; // contrast_range
-
-    @Schema(description = "채도 범위(Min,Max)", example = "0.8,1.2")
-    private String saturationRange; // saturation_range
-
-    @Schema(description = "색조 변화량", example = "10")
-    private Integer hueDelta; // hue_delta
-
-    @Schema(description = "사용 GPU 개수", example = "4")
-    private Integer gpuCnt; // gpu_cnt
-
-    @Schema(description = "사용 GPU ID 목록", example = "0,1,2,3")
-    private String gpuIds; // gpu_ids
-
-    @Schema(description = "분산학습 마스터 포트", example = "1122")
-    private Integer masterPort; // master_port
-
-    @Schema(description = "메모", example = "하이퍼파라미터 신규등록")
-    private String memo; // memo
+    private String memo;
+    private Integer totalUseCnt;
   }
 
   @Getter

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

@@ -1,7 +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;
@@ -19,11 +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);
   }
 
   /**
@@ -33,8 +37,8 @@ public class HyperParamService {
    * @return 생성된 버전명
    */
   @Transactional
-  public String createHyperParam(HyperParamDto.HyperParamCreateReq createReq) {
-    return hyperParamCoreService.createHyperParam(createReq);
+  public String createHyperParam(HyperParam createReq) {
+    return hyperParamCoreService.createHyperParam(createReq).getHyperVer();
   }
 
   /**
@@ -44,7 +48,7 @@ public class HyperParamService {
    * @return
    */
   @Transactional
-  public String updateHyperParam(UUID uuid, HyperParamDto.HyperParamCreateReq createReq) {
+  public String updateHyperParam(UUID uuid, HyperParam createReq) {
     return hyperParamCoreService.updateHyperParam(uuid, createReq);
   }
 
@@ -56,4 +60,19 @@ public class HyperParamService {
   public void deleteHyperParam(UUID uuid) {
     hyperParamCoreService.deleteHyperParam(uuid);
   }
+
+  /** 하이퍼파라미터 최적화 설정값 조회 */
+  public HyperParamDto.Basic getInitHyperParam(ModelType model) {
+    return hyperParamCoreService.getInitHyperParam(model);
+  }
+
+  /**
+   * 하이퍼파라미터 상세 조회
+   *
+   * @param uuid
+   * @return
+   */
+  public HyperParamDto.Basic getHyperParam(UUID uuid) {
+    return hyperParamCoreService.getHyperParam(uuid);
+  }
 }

src/main/java/com/kamco/cd/training/log/AuditLogApiController.java

@@ -0,0 +1,99 @@
+package com.kamco.cd.training.log;
+
+import com.kamco.cd.training.config.api.ApiResponseDto;
+import com.kamco.cd.training.log.dto.AuditLogDto;
+import com.kamco.cd.training.log.service.AuditLogService;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import java.time.LocalDate;
+import lombok.RequiredArgsConstructor;
+import org.springframework.data.domain.Page;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+@Tag(name = "감사 로그", description = "감사 로그 관리 API")
+@RequiredArgsConstructor
+@RestController
+@RequestMapping("/api/logs/audit")
+public class AuditLogApiController {
+
+  private final AuditLogService auditLogService;
+
+  @Operation(summary = "일자별 로그 조회")
+  @GetMapping("/daily")
+  public ApiResponseDto<Page<AuditLogDto.DailyAuditList>> getDailyLogs(
+      @RequestParam(required = false) LocalDate startDate,
+      @RequestParam(required = false) LocalDate endDate,
+      @RequestParam int page,
+      @RequestParam(defaultValue = "20") int size) {
+    AuditLogDto.searchReq searchReq = new AuditLogDto.searchReq(page, size, "created_dttm,desc");
+
+    Page<AuditLogDto.DailyAuditList> result =
+        auditLogService.getLogByDaily(searchReq, startDate, endDate);
+
+    return ApiResponseDto.ok(result);
+  }
+
+  @Operation(summary = "일자별 로그 상세")
+  @GetMapping("/daily/result")
+  public ApiResponseDto<Page<AuditLogDto.DailyDetail>> getDailyResultLogs(
+      @RequestParam LocalDate logDate,
+      @RequestParam int page,
+      @RequestParam(defaultValue = "20") int size) {
+    AuditLogDto.searchReq searchReq = new AuditLogDto.searchReq(page, size, "created_dttm,desc");
+    Page<AuditLogDto.DailyDetail> result = auditLogService.getLogByDailyResult(searchReq, logDate);
+
+    return ApiResponseDto.ok(result);
+  }
+
+  @Operation(summary = "메뉴별 로그 조회")
+  @GetMapping("/menu")
+  public ApiResponseDto<Page<AuditLogDto.MenuAuditList>> getMenuLogs(
+      @RequestParam(required = false) String searchValue,
+      @RequestParam int page,
+      @RequestParam(defaultValue = "20") int size) {
+    AuditLogDto.searchReq searchReq = new AuditLogDto.searchReq(page, size, "created_dttm,desc");
+    Page<AuditLogDto.MenuAuditList> result = auditLogService.getLogByMenu(searchReq, searchValue);
+
+    return ApiResponseDto.ok(result);
+  }
+
+  @Operation(summary = "메뉴별 로그 상세")
+  @GetMapping("/menu/result")
+  public ApiResponseDto<Page<AuditLogDto.MenuDetail>> getMenuResultLogs(
+      @RequestParam String menuId,
+      @RequestParam int page,
+      @RequestParam(defaultValue = "20") int size) {
+    AuditLogDto.searchReq searchReq = new AuditLogDto.searchReq(page, size, "created_dttm,desc");
+    Page<AuditLogDto.MenuDetail> result = auditLogService.getLogByMenuResult(searchReq, menuId);
+
+    return ApiResponseDto.ok(result);
+  }
+
+  @Operation(summary = "사용자별 로그 조회")
+  @GetMapping("/account")
+  public ApiResponseDto<Page<AuditLogDto.UserAuditList>> getAccountLogs(
+      @RequestParam(required = false) String searchValue,
+      @RequestParam int page,
+      @RequestParam(defaultValue = "20") int size) {
+    AuditLogDto.searchReq searchReq = new AuditLogDto.searchReq(page, size, "created_dttm,desc");
+    Page<AuditLogDto.UserAuditList> result =
+        auditLogService.getLogByAccount(searchReq, searchValue);
+
+    return ApiResponseDto.ok(result);
+  }
+
+  @Operation(summary = "사용자별 로그 상세")
+  @GetMapping("/account/result")
+  public ApiResponseDto<Page<AuditLogDto.UserDetail>> getAccountResultLogs(
+      @RequestParam Long userUid,
+      @RequestParam int page,
+      @RequestParam(defaultValue = "20") int size) {
+    AuditLogDto.searchReq searchReq = new AuditLogDto.searchReq(page, size, "created_dttm,desc");
+    Page<AuditLogDto.UserDetail> result = auditLogService.getLogByAccountResult(searchReq, userUid);
+
+    return ApiResponseDto.ok(result);
+  }
+}

src/main/java/com/kamco/cd/training/log/ErrorLogApiController.java

@@ -0,0 +1,40 @@
+package com.kamco.cd.training.log;
+
+import com.kamco.cd.training.config.api.ApiResponseDto;
+import com.kamco.cd.training.log.dto.ErrorLogDto;
+import com.kamco.cd.training.log.dto.EventType;
+import com.kamco.cd.training.log.service.ErrorLogService;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import java.time.LocalDate;
+import lombok.RequiredArgsConstructor;
+import org.springframework.data.domain.Page;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+@Tag(name = "에러 로그", description = "에러 로그 관리 API")
+@RequiredArgsConstructor
+@RestController
+@RequestMapping({"/api/logs/system"})
+public class ErrorLogApiController {
+
+  private final ErrorLogService errorLogService;
+
+  @Operation(summary = "에러로그 조회")
+  @GetMapping("/error")
+  public ApiResponseDto<Page<ErrorLogDto.Basic>> getErrorLogs(
+      @RequestParam(required = false) ErrorLogDto.LogErrorLevel logErrorLevel,
+      @RequestParam(required = false) EventType eventType,
+      @RequestParam(required = false) LocalDate startDate,
+      @RequestParam(required = false) LocalDate endDate,
+      @RequestParam int page,
+      @RequestParam(defaultValue = "20") int size) {
+    ErrorLogDto.ErrorSearchReq searchReq =
+        new ErrorLogDto.ErrorSearchReq(
+            logErrorLevel, eventType, startDate, endDate, page, size, "created_dttm,desc");
+    Page<ErrorLogDto.Basic> result = errorLogService.findLogByError(searchReq);
+    return ApiResponseDto.ok(result);
+  }
+}

src/main/java/com/kamco/cd/training/log/dto/AuditLogDto.java

@@ -3,7 +3,9 @@ package com.kamco.cd.training.log.dto;
 import com.fasterxml.jackson.annotation.JsonIgnore;
 import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
 import io.swagger.v3.oas.annotations.media.Schema;
+import java.time.LocalDate;
 import java.time.ZonedDateTime;
+import java.util.UUID;
 import lombok.AllArgsConstructor;
 import lombok.Getter;
 import lombok.NoArgsConstructor;
@@ -58,6 +60,7 @@ public class AuditLogDto {
   @Getter
   @AllArgsConstructor
   public static class AuditCommon {
+
     private int readCount;
     private int cudCount;
     private int printCount;
@@ -68,6 +71,7 @@ public class AuditLogDto {
   @Schema(name = "DailyAuditList", description = "일자별 목록")
   @Getter
   public static class DailyAuditList extends AuditCommon {
+
     private final String baseDate;
 
     public DailyAuditList(
@@ -85,6 +89,7 @@ public class AuditLogDto {
   @Schema(name = "MenuAuditList", description = "메뉴별 목록")
   @Getter
   public static class MenuAuditList extends AuditCommon {
+
     private final String menuId;
     private final String menuName;
 
@@ -105,6 +110,7 @@ public class AuditLogDto {
   @Schema(name = "UserAuditList", description = "사용자별 목록")
   @Getter
   public static class UserAuditList extends AuditCommon {
+
     private final Long accountId;
     private final String loginId;
     private final String username;
@@ -129,6 +135,7 @@ public class AuditLogDto {
   @Getter
   @AllArgsConstructor
   public static class AuditDetail {
+
     private Long logId;
     private EventType eventType;
     private LogDetail detail;
@@ -137,9 +144,11 @@ public class AuditLogDto {
   @Schema(name = "DailyDetail", description = "일자별 로그 상세")
   @Getter
   public static class DailyDetail extends AuditDetail {
+
     private final String userName;
     private final String loginId;
     private final String menuName;
+    private final String logDateTime;
 
     public DailyDetail(
         Long logId,
@@ -147,17 +156,20 @@ public class AuditLogDto {
         String loginId,
         String menuName,
         EventType eventType,
+        String logDateTime,
         LogDetail detail) {
       super(logId, eventType, detail);
       this.userName = userName;
       this.loginId = loginId;
       this.menuName = menuName;
+      this.logDateTime = logDateTime;
     }
   }
 
   @Schema(name = "MenuDetail", description = "메뉴별 로그 상세")
   @Getter
   public static class MenuDetail extends AuditDetail {
+
     private final String logDateTime;
     private final String userName;
     private final String loginId;
@@ -179,6 +191,7 @@ public class AuditLogDto {
   @Schema(name = "UserDetail", description = "사용자별 로그 상세")
   @Getter
   public static class UserDetail extends AuditDetail {
+
     private final String logDateTime;
     private final String menuNm;
 
@@ -194,6 +207,7 @@ public class AuditLogDto {
   @Setter
   @AllArgsConstructor
   public static class LogDetail {
+
     String serviceName;
     String parentMenuName;
     String menuName;
@@ -226,4 +240,26 @@ public class AuditLogDto {
       return PageRequest.of(page, size);
     }
   }
+
+  @Getter
+  @Setter
+  public static class DownloadReq {
+
+    UUID uuid;
+    LocalDate startDate;
+    LocalDate endDate;
+    String searchValue;
+    String menuId;
+    String requestUri;
+  }
+
+  @Getter
+  @Setter
+  @AllArgsConstructor
+  public static class DownloadRes {
+
+    String name;
+    String employeeNo;
+    @JsonFormatDttm ZonedDateTime downloadDttm;
+  }
 }

src/main/java/com/kamco/cd/training/log/dto/ErrorLogDto.java

@@ -1,5 +1,6 @@
 package com.kamco.cd.training.log.dto;
 
+import com.kamco.cd.training.common.utils.enums.CodeExpose;
 import com.kamco.cd.training.common.utils.enums.EnumType;
 import io.swagger.v3.oas.annotations.media.Schema;
 import java.time.LocalDate;
@@ -77,6 +78,7 @@ public class ErrorLogDto {
     }
   }
 
+  @CodeExpose
   public enum LogErrorLevel implements EnumType {
     WARNING("Warning"),
     ERROR("Error"),

src/main/java/com/kamco/cd/training/log/dto/EventType.java

@@ -1,22 +1,35 @@
 package com.kamco.cd.training.log.dto;
 
+import com.kamco.cd.training.common.utils.enums.CodeExpose;
 import com.kamco.cd.training.common.utils.enums.EnumType;
 import lombok.AllArgsConstructor;
 import lombok.Getter;
 
+@CodeExpose
 @Getter
 @AllArgsConstructor
 public enum EventType implements EnumType {
-  CREATE("생성"),
-  READ("조회"),
-  UPDATE("수정"),
-  DELETE("삭제"),
+  LIST("목록"),
+  DETAIL("상세"),
+  POPUP("팝업"),
+  STATUS("상태"),
+  ADDED("추가"),
+  MODIFIED("수정"),
+  REMOVE("삭제"),
   DOWNLOAD("다운로드"),
-  PRINT("출력"),
+  LOGIN("로그인"),
   OTHER("기타");
 
   private final String desc;
 
+  public static EventType fromName(String name) {
+    try {
+      return EventType.valueOf(name.toUpperCase());
+    } catch (Exception e) {
+      return OTHER;
+    }
+  }
+
   @Override
   public String getId() {
     return name();

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

@@ -1,250 +0,0 @@
-package com.kamco.cd.training.model;
-
-import com.kamco.cd.training.config.api.ApiResponseDto;
-import com.kamco.cd.training.model.dto.ModelMngDto;
-import com.kamco.cd.training.model.dto.ModelMngDto.Basic;
-import com.kamco.cd.training.model.service.ModelMngService;
-import com.kamco.cd.training.model.service.ModelTrainService;
-import io.swagger.v3.oas.annotations.Operation;
-import io.swagger.v3.oas.annotations.Parameter;
-import io.swagger.v3.oas.annotations.media.Content;
-import io.swagger.v3.oas.annotations.media.Schema;
-import io.swagger.v3.oas.annotations.responses.ApiResponse;
-import io.swagger.v3.oas.annotations.responses.ApiResponses;
-import io.swagger.v3.oas.annotations.tags.Tag;
-import jakarta.validation.Valid;
-import java.util.List;
-import lombok.RequiredArgsConstructor;
-import org.springframework.data.domain.Page;
-import org.springframework.web.bind.annotation.DeleteMapping;
-import org.springframework.web.bind.annotation.GetMapping;
-import org.springframework.web.bind.annotation.PathVariable;
-import org.springframework.web.bind.annotation.PostMapping;
-import org.springframework.web.bind.annotation.RequestBody;
-import org.springframework.web.bind.annotation.RequestMapping;
-import org.springframework.web.bind.annotation.RequestParam;
-import org.springframework.web.bind.annotation.RestController;
-
-@RestController
-@RequiredArgsConstructor
-@Tag(name = "모델관리", description = "어드민 홈 > 모델학습관리 > 모델관리 > 목록")
-@RequestMapping("/api/models")
-public class ModelMngApiController {
-  private final ModelMngService modelMngService;
-  private final ModelTrainService modelTrainService;
-
-  @Operation(summary = "학습 모델 목록 조회", description = "학습 모델 목록을 조회합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "검색 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = Page.class))),
-        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @GetMapping
-  public ApiResponseDto<Page<Basic>> findByModels(
-      @Parameter(description = "상태 코드") @RequestParam(required = false) String status,
-      @Parameter(description = "페이지 번호") @RequestParam(defaultValue = "0") int page,
-      @Parameter(description = "페이지 크기") @RequestParam(defaultValue = "20") int size) {
-    ModelMngDto.SearchReq searchReq = new ModelMngDto.SearchReq(status, page, size);
-    return ApiResponseDto.ok(modelMngService.findByModels(searchReq));
-  }
-
-  @Operation(summary = "학습 모델 상세 조회", description = "학습 모델의 상세 정보를 UUID로 조회합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "조회 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.Detail.class))),
-        @ApiResponse(responseCode = "404", description = "모델을 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @GetMapping("/{uuid}")
-  public ApiResponseDto<ModelMngDto.Detail> getModelDetail(
-      @Parameter(description = "모델 UUID", example = "b7e99739-6736-45f9-a224-8161ecddf287")
-          @PathVariable
-          String uuid) {
-    return ApiResponseDto.ok(modelMngService.getModelDetailByUuid(uuid));
-  }
-
-  // ==================== 학습 모델학습관리 API (5종) ====================
-
-  @Operation(summary = "학습 모델 통합 조회", description = "학습 관리 화면에서 학습 이력 리스트와 현재 상태를 조회합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "조회 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = List.class))),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @GetMapping("/train")
-  public ApiResponseDto<List<ModelMngDto.TrainListRes>> getTrainModelList() {
-    return ApiResponseDto.ok(modelTrainService.getTrainModelList());
-  }
-
-  @Operation(summary = "학습 설정 통합 조회", description = "학습 실행 팝업 구성에 필요한 모든 데이터를 한 번에 반환합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "조회 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.FormConfigRes.class))),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @GetMapping("/train/form-config")
-  public ApiResponseDto<ModelMngDto.FormConfigRes> getFormConfig() {
-    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 = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "학습 시작 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.TrainStartRes.class))),
-        @ApiResponse(responseCode = "400", description = "잘못된 요청", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @PostMapping("/train")
-  public ApiResponseDto<ModelMngDto.TrainStartRes> startTraining(
-      @Valid @RequestBody ModelMngDto.TrainStartReq trainReq) {
-    return ApiResponseDto.ok(modelTrainService.startTraining(trainReq));
-  }
-
-  @Operation(summary = "학습 모델 삭제", description = "목록에서 특정 학습 모델을 삭제합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(responseCode = "200", description = "삭제 성공", content = @Content),
-        @ApiResponse(responseCode = "400", description = "진행 중인 모델은 삭제 불가", content = @Content),
-        @ApiResponse(responseCode = "404", description = "모델을 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @DeleteMapping("/train/{uuid}")
-  public ApiResponseDto<Void> deleteTrainModel(
-      @Parameter(description = "모델 UUID") @PathVariable String uuid) {
-    modelTrainService.deleteTrainModel(uuid);
-    return ApiResponseDto.ok(null);
-  }
-
-  // ==================== Resume Training (학습 재시작) ====================
-
-  @Operation(summary = "학습 재시작 정보 조회", description = "중단된 학습의 재시작 가능 여부와 Checkpoint 정보를 조회합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "조회 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.ResumeInfo.class))),
-        @ApiResponse(responseCode = "404", description = "모델을 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @GetMapping("/train/{uuid}/resume-info")
-  public ApiResponseDto<ModelMngDto.ResumeInfo> getResumeInfo(
-      @Parameter(description = "모델 UUID") @PathVariable String uuid) {
-    return ApiResponseDto.ok(modelTrainService.getResumeInfo(uuid));
-  }
-
-  @Operation(summary = "학습 재시작", description = "중단된 지점(Checkpoint)부터 학습을 재개합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "재시작 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.ResumeResponse.class))),
-        @ApiResponse(responseCode = "400", description = "재시작 불가능한 상태", content = @Content),
-        @ApiResponse(responseCode = "404", description = "모델을 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @PostMapping("/train/{uuid}/resume")
-  public ApiResponseDto<ModelMngDto.ResumeResponse> resumeTraining(
-      @Parameter(description = "모델 UUID") @PathVariable String uuid,
-      @Valid @RequestBody ModelMngDto.ResumeRequest resumeReq) {
-    return ApiResponseDto.ok(modelTrainService.resumeTraining(uuid, resumeReq));
-  }
-
-  // ==================== Best Epoch Setting (Best Epoch 설정) ====================
-
-  @Operation(summary = "Best Epoch 설정", description = "사용자가 직접 Best Epoch를 선택하여 설정합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "설정 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = ModelMngDto.BestEpochResponse.class))),
-        @ApiResponse(responseCode = "404", description = "모델을 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @PostMapping("/train/{uuid}/best-epoch")
-  public ApiResponseDto<ModelMngDto.BestEpochResponse> setBestEpoch(
-      @Parameter(description = "모델 UUID") @PathVariable String uuid,
-      @Valid @RequestBody ModelMngDto.BestEpochRequest bestEpochReq) {
-    return ApiResponseDto.ok(modelTrainService.setBestEpoch(uuid, bestEpochReq));
-  }
-
-  @Operation(summary = "Epoch별 성능 지표 조회", description = "학습된 모델의 Epoch별 성능 지표를 조회합니다")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "200",
-            description = "조회 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = List.class))),
-        @ApiResponse(responseCode = "404", description = "모델을 찾을 수 없음", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @GetMapping("/train/{uuid}/epoch-metrics")
-  public ApiResponseDto<List<ModelMngDto.EpochMetric>> getEpochMetrics(
-      @Parameter(description = "모델 UUID") @PathVariable String uuid) {
-    return ApiResponseDto.ok(modelTrainService.getEpochMetrics(uuid));
-  }
-}

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

@@ -0,0 +1,329 @@
+package com.kamco.cd.training.model;
+
+import com.kamco.cd.training.common.download.RangeDownloadResponder;
+import com.kamco.cd.training.config.api.ApiResponseDto;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelBestEpoch;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelFileInfo;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferDetailDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.Basic;
+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;
+import io.swagger.v3.oas.annotations.media.ArraySchema;
+import io.swagger.v3.oas.annotations.media.Content;
+import io.swagger.v3.oas.annotations.media.Schema;
+import io.swagger.v3.oas.annotations.responses.ApiResponse;
+import io.swagger.v3.oas.annotations.responses.ApiResponses;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import jakarta.servlet.http.HttpServletRequest;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.util.List;
+import java.util.UUID;
+import lombok.RequiredArgsConstructor;
+import org.apache.coyote.BadRequestException;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.http.ResponseEntity;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+@RestController
+@RequiredArgsConstructor
+@Tag(name = "모델학습 관리", description = "어드민 홈 > 모델학습관리 > 모델관리 > 목록")
+@RequestMapping("/api/models")
+public class ModelTrainDetailApiController {
+  private final ModelTrainDetailService modelTrainDetailService;
+  private final ModelTrainMngService modelTrainMngService;
+  private final RangeDownloadResponder rangeDownloadResponder;
+
+  @Value("${train.docker.responseDir}")
+  private String responseDir;
+
+  @Operation(summary = "모델학습관리> 모델관리 > 상세정보탭 > 학습 진행정보", description = "학습 진행정보, 모델학습 정보 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Basic.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/detail/{uuid}")
+  public ApiResponseDto<Basic> findByModelByUUID(
+      @Parameter(description = "모델학습 uuid", example = "7fbdff54-ea87-4b02-90d1-955fa2a3457e")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.findByModelByUUID(uuid));
+  }
+
+  @Operation(summary = "모델학습관리> 모델관리 > 상세정보탭 > 요약정보", description = "상세정보 탭 요약정보 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = ModelTrainDetailDto.DetailSummary.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/summary/{uuid}")
+  public ApiResponseDto<ModelTrainDetailDto.DetailSummary> getModelDetailSummary(
+      @Parameter(description = "모델학습 uuid", example = "7fbdff54-ea87-4b02-90d1-955fa2a3457e")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelDetailSummary(uuid));
+  }
+
+  @Operation(summary = "모델학습관리> 모델관리 > 상세정보탭 > 하이퍼파라미터 요약 정보", description = "하이퍼파라미터 요약 정보 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = ModelTrainDetailDto.HyperSummary.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/hyper-summary/{uuid}")
+  public ApiResponseDto<ModelTrainDetailDto.HyperSummary> getByModelHyperParamSummary(
+      @Parameter(description = "모델학습 uuid", example = "7fbdff54-ea87-4b02-90d1-955fa2a3457e")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getByModelHyperParamSummary(uuid));
+  }
+
+  @Operation(summary = "모델학습관리> 모델관리 > 상세정보탭 > 데이터셋 정보", description = "모델학습 상세 데이터셋 정보 API")
+  @ApiResponses({
+    @ApiResponse(
+        responseCode = "200",
+        description = "조회 성공",
+        content =
+            @Content(
+                mediaType = "application/json",
+                array = @ArraySchema(schema = @Schema(implementation = MappingDataset.class)))),
+    @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음"),
+    @ApiResponse(responseCode = "500", description = "서버 오류")
+  })
+  @GetMapping("/mapp-dataset/{uuid}")
+  public ApiResponseDto<List<MappingDataset>> getByModelMappingDataset(
+      @Parameter(description = "모델학습 uuid", example = "7fbdff54-ea87-4b02-90d1-955fa2a3457e")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getByModelMappingDataset(uuid));
+  }
+
+  //  @Operation(summary = "모델관리 > 전이 학습 실행설정 > 모델선택", description = "모델선택 정보 API")
+  //  @ApiResponses(
+  //      value = {
+  //        @ApiResponse(
+  //            responseCode = "200",
+  //            description = "조회 성공",
+  //            content =
+  //                @Content(
+  //                    mediaType = "application/json",
+  //                    schema = @Schema(implementation = TransferDetailDto.class))),
+  //        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+  //        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+  //      })
+  //  @GetMapping("/transfer/detail/{uuid}")
+  //  public ApiResponseDto<TransferDetailDto> getTransferDetail(
+  //      @Parameter(description = "모델 uuid", example = "7fbdff54-ea87-4b02-90d1-955fa2a3457e")
+  //          @PathVariable
+  //          UUID uuid) {
+  //    return ApiResponseDto.ok(modelTrainDetailService.getTransferDetail(uuid));
+  //  }
+
+  @Operation(summary = "모델관리 > 모델 상세 > 성능 정보 (Train)", description = "모델 상세 > 성능 정보 (Train) API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/metrics/train/{uuid}")
+  public ApiResponseDto<List<ModelTrainMetrics>> getModelTrainMetricResult(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelTrainMetricResult(uuid));
+  }
+
+  @Operation(
+      summary = "모델관리 > 모델 상세 > 성능 정보 (Validation)",
+      description = "모델 상세 > 성능 정보 (Validation) API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/metrics/validation/{uuid}")
+  public ApiResponseDto<List<ModelValidationMetrics>> getModelValidationMetricResult(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelValidationMetricResult(uuid));
+  }
+
+  @Operation(summary = "모델관리 > 모델 상세 > 성능 정보 (Test)", description = "모델 상세 > 성능 정보 (Test) API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/metrics/test/{uuid}")
+  public ApiResponseDto<List<ModelTestMetrics>> getModelTestMetricResult(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelTestMetricResult(uuid));
+  }
+
+  @Operation(summary = "모델관리 > 모델 상세 > 성능 정보 (Test)", description = "모델 상세 > 성능 정보 (Test) API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/best-epoch/{uuid}")
+  public ApiResponseDto<ModelBestEpoch> getModelTrainBestEpoch(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelTrainBestEpoch(uuid));
+  }
+
+  @Operation(
+      summary = "학습데이터 파일 다운로드",
+      description = "학습데이터 파일 다운로드",
+      parameters = {
+        @Parameter(
+            name = "kamco-download-uuid",
+            in = ParameterIn.HEADER,
+            required = true,
+            description = "다운로드 요청 UUID",
+            schema =
+                @Schema(
+                    type = "string",
+                    format = "uuid",
+                    example = "6d8d49dc-0c9d-4124-adc7-b9ca610cc394"))
+      })
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "학습데이터 zip파일 다운로드",
+            content =
+                @Content(
+                    mediaType = "application/octet-stream",
+                    schema = @Schema(type = "string", format = "binary"))),
+        @ApiResponse(responseCode = "404", description = "파일 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/download/{uuid}")
+  public ResponseEntity<?> download(@PathVariable UUID uuid, HttpServletRequest request)
+      throws IOException {
+
+    Basic info = modelTrainDetailService.findByModelByUUID(uuid);
+    Path zipPath =
+        Paths.get(responseDir)
+            .resolve(String.valueOf(info.getUuid()))
+            .resolve(info.getModelVer() + ".zip");
+
+    if (!Files.isRegularFile(zipPath)) {
+      throw new BadRequestException();
+    }
+
+    return rangeDownloadResponder.buildZipResponse(zipPath, info.getModelVer() + ".zip", request);
+  }
+
+  @Operation(summary = "모델관리 > 모델 상세 > 파일 정보", description = "모델 상세 > 파일 정보 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/file-info/{uuid}")
+  public ApiResponseDto<ModelFileInfo> getModelTrainFileInfo(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelTrainFileInfo(uuid));
+  }
+
+  @Operation(summary = "모델관리 > 모델별 진행 상황", description = "모델관리 > 모델별 진행 상황 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = ModelProgressStepDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/progress/{uuid}")
+  public ApiResponseDto<List<ModelProgressStepDto>> findModelTrainProgressInfo(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.findModelTrainProgressInfo(uuid));
+  }
+}

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

@@ -0,0 +1,217 @@
+package com.kamco.cd.training.model;
+
+import com.kamco.cd.training.config.api.ApiResponseDto;
+import com.kamco.cd.training.dataset.dto.DatasetDto;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectDataSet;
+import com.kamco.cd.training.model.dto.ModelConfigDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.ListDto;
+import com.kamco.cd.training.model.service.ModelTrainMngService;
+import com.kamco.cd.training.train.service.ModelTestMetricsJobService;
+import com.kamco.cd.training.train.service.ModelTrainMetricsJobService;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.Parameter;
+import io.swagger.v3.oas.annotations.media.Content;
+import io.swagger.v3.oas.annotations.media.Schema;
+import io.swagger.v3.oas.annotations.responses.ApiResponse;
+import io.swagger.v3.oas.annotations.responses.ApiResponses;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import jakarta.validation.Valid;
+import java.io.IOException;
+import java.util.List;
+import java.util.UUID;
+import lombok.RequiredArgsConstructor;
+import org.springframework.data.domain.Page;
+import org.springframework.web.bind.annotation.DeleteMapping;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+@RestController
+@RequiredArgsConstructor
+@Tag(name = "모델학습 관리", description = "어드민 홈 > 모델학습관리 > 모델관리 > 목록")
+@RequestMapping("/api/models")
+public class ModelTrainMngApiController {
+  private final ModelTrainMngService modelTrainMngService;
+  private final ModelTrainMetricsJobService modelTrainMetricsJobService;
+  private final ModelTestMetricsJobService modelTestMetricsJobService;
+
+  @Operation(summary = "모델학습 목록 조회", description = "모델학습 목록 조회 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "검색 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Page.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/list")
+  public ApiResponseDto<Page<ListDto>> findByModelList(
+      @Parameter(
+              description = "상태코드",
+              example = "IN_PROGRESS",
+              schema = @Schema(allowableValues = {"", "IN_PROGRESS", "COMPLETED"}))
+          @RequestParam(required = false)
+          String status,
+      @Parameter(
+              description = "모델",
+              example = "G1",
+              schema = @Schema(allowableValues = {"G1", "G2", "G3"}))
+          @RequestParam(required = false)
+          String modelNo,
+      @Parameter(description = "페이지 번호") @RequestParam(defaultValue = "0") int page,
+      @Parameter(description = "페이지 크기") @RequestParam(defaultValue = "20") int size) {
+    ModelTrainMngDto.SearchReq searchReq =
+        new ModelTrainMngDto.SearchReq(status, modelNo, page, size);
+    return ApiResponseDto.ok(modelTrainMngService.getModelList(searchReq));
+  }
+
+  @Operation(summary = "학습 모델 삭제", description = "학습 모델 삭제 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(responseCode = "200", description = "삭제 성공", 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) {
+    modelTrainMngService.deleteModelTrain(uuid);
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(summary = "학습 모델 등록", description = "학습 모델 등록 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(responseCode = "200", description = "등록 성공", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @PostMapping
+  public ApiResponseDto<UUID> createModelTrain(@Valid @RequestBody ModelTrainMngDto.AddReq req) {
+    return ApiResponseDto.ok(modelTrainMngService.createModelTrain(req));
+  }
+
+  @Operation(summary = "모델학습 config 정보 조회", description = "모델학습 config 정보 조회 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "검색 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = ModelConfigDto.Basic.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/config/{uuid}")
+  public ApiResponseDto<ModelConfigDto.Basic> updateModelTrain(
+      @Parameter(description = "모델학습 uuid", example = "7fbdff54-ea87-4b02-90d1-955fa2a3457e")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainMngService.getModelConfigByModelId(uuid));
+  }
+
+  @Operation(summary = "모델별 데이터셋 목록 조회", description = "모델별 데이터셋 목록 조회 API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = DatasetDto.Basic.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/select-dataset-list")
+  public ApiResponseDto<List<SelectDataSet>> getDatasetSelectList(
+      @Parameter(
+              description = "모델 구분",
+              example = "",
+              schema = @Schema(allowableValues = {"G1", "G2", "G3"}))
+          @RequestParam
+          String modelType,
+      @Parameter(
+              description = "선택 구분",
+              example = "",
+              schema = @Schema(allowableValues = {"CURRENT", "DELIVER", "PRODUCTION"}))
+          @RequestParam
+          String selectType) {
+    DatasetReq req = new DatasetReq();
+    req.setModelNo(modelType);
+    req.setDataType(selectType);
+    return ApiResponseDto.ok(modelTrainMngService.getDatasetSelectList(req));
+  }
+
+  @Operation(
+      summary = "모델학습 1단계/2단계 실행중인 것이 있는지 count",
+      description = "모델학습 1단계/2단계 실행중인 것이 있는지 count")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "검색 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Long.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/ing-training-cnt")
+  public ApiResponseDto<Long> findModelStep1InProgressCnt() {
+    return ApiResponseDto.ok(modelTrainMngService.findModelStep1InProgressCnt());
+  }
+
+  @Operation(
+      summary = "스케줄러 findTrainValidMetricCsvFiles",
+      description = "스케줄러 findTrainValidMetricCsvFiles")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "검색 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Long.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/schedule-trainvalid")
+  public ApiResponseDto<Long> findTrainValidMetricCsvFiles() {
+    modelTrainMetricsJobService.findTrainValidMetricCsvFiles();
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(summary = "스케줄러 findTestMetricCsvFiles", description = "스케줄러 findTestMetricCsvFiles")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "검색 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = Long.class))),
+        @ApiResponse(responseCode = "400", description = "잘못된 검색 조건", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/schedule-test")
+  public ApiResponseDto<Long> findTestValidMetricCsvFiles() throws IOException {
+    modelTestMetricsJobService.findTestValidMetricCsvFiles();
+    return ApiResponseDto.ok(null);
+  }
+}

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

@@ -0,0 +1,44 @@
+package com.kamco.cd.training.model.dto;
+
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+
+public class ModelConfigDto {
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class Basic {
+    private Long configId;
+    private Long modelId;
+    private Integer epochCount;
+    private Float trainPercent;
+    private Float validationPercent;
+    private Float testPercent;
+    private String memo;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class TransferBasic {
+    private Long configId;
+    private Long modelId;
+    private Integer epochCount;
+    private Float trainPercent;
+    private Float validationPercent;
+    private Float testPercent;
+    private String memo;
+    private Long beforeConfigId;
+    private Long beforeModelId;
+    private Integer beforeEpochCount;
+    private Float beforeTrainPercent;
+    private Float beforeValidationPercent;
+    private Float beforeTestPercent;
+    private String beforeMemo;
+  }
+}

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

@@ -1,415 +0,0 @@
-package com.kamco.cd.training.model.dto;
-
-import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
-import io.swagger.v3.oas.annotations.media.Schema;
-import jakarta.validation.constraints.NotBlank;
-import jakarta.validation.constraints.NotEmpty;
-import jakarta.validation.constraints.NotNull;
-import java.time.ZonedDateTime;
-import java.util.List;
-import java.util.Map;
-import java.util.UUID;
-import lombok.AllArgsConstructor;
-import lombok.Builder;
-import lombok.Getter;
-import lombok.NoArgsConstructor;
-import lombok.Setter;
-import org.springframework.data.domain.PageRequest;
-import org.springframework.data.domain.Pageable;
-
-public class ModelMngDto {
-
-  @Schema(name = "모델관리 목록 조회", description = "모델관리 목록 조회")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class Basic {
-
-    private Long id;
-    private UUID uuid;
-    private String modelVer;
-    @JsonFormatDttm private ZonedDateTime startDttm;
-    @JsonFormatDttm private ZonedDateTime step1EndDttm;
-    @JsonFormatDttm private ZonedDateTime step1Duration;
-    @JsonFormatDttm private ZonedDateTime step2EndDttm;
-    @JsonFormatDttm private ZonedDateTime step2Duration;
-    private String step1Status;
-    private String step2Status;
-    private String transferStatus;
-  }
-
-  @Schema(name = "searchReq", description = "모델 관리 목록조회 파라미터")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  public static class SearchReq {
-
-    private String status;
-    // 페이징 파라미터
-    private int page = 0;
-    private int size = 20;
-
-    public Pageable toPageable() {
-      return PageRequest.of(page, size);
-    }
-  }
-
-  @Schema(name = "Detail", description = "모델 상세 정보")
-  @Getter
-  @Builder
-  public static class Detail {
-    private String uuid;
-    private String modelVer;
-    private String hyperVer;
-    private String epochVer;
-    private String processStep;
-    private String statusCd;
-    private String statusText;
-
-    @JsonFormatDttm private ZonedDateTime trainStartDttm;
-
-    private Integer epochCnt;
-    private String datasetRatio;
-    private Integer bestEpoch;
-    private Integer confirmedBestEpoch;
-
-    @JsonFormatDttm private ZonedDateTime step1EndDttm;
-
-    private ZonedDateTime step1Duration;
-
-    @JsonFormatDttm private ZonedDateTime step2EndDttm;
-
-    private ZonedDateTime step2Duration;
-    private Integer progressRate;
-
-    @JsonFormatDttm private ZonedDateTime createdDttm;
-
-    @JsonFormatDttm private ZonedDateTime updatedDttm;
-
-    private String modelPath;
-    private String errorMsg;
-  }
-
-  @Schema(name = "TrainListRes", description = "학습 모델 목록 응답")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class TrainListRes {
-    private String uuid;
-    private String modelVer;
-    private String status;
-    private String processStep;
-
-    @JsonFormatDttm private ZonedDateTime trainStartDttm;
-
-    private Integer progressRate;
-    private Integer epochCnt;
-
-    @JsonFormatDttm private ZonedDateTime step1EndDttm;
-
-    private ZonedDateTime step1Duration;
-
-    @JsonFormatDttm private ZonedDateTime step2EndDttm;
-
-    private ZonedDateTime step2Duration;
-
-    @JsonFormatDttm private ZonedDateTime createdDttm;
-
-    private String errorMsg;
-
-    private Boolean canResume;
-    private Integer lastCheckpointEpoch;
-  }
-
-  @Schema(name = "FormConfigRes", description = "학습 설정 통합 조회 응답")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class FormConfigRes {
-    private Boolean isTrainAvailable;
-    private List<HyperParamInfo> hyperParams;
-    private List<DatasetInfo> datasets;
-    private String runningModelUuid;
-  }
-
-  @Schema(name = "HyperParamInfo", description = "하이퍼파라미터 정보")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class HyperParamInfo {
-    @Schema(description = "하이퍼파라미터 버전", example = "V3.99.251221.120518")
-    private String hyperVer;
-
-    // Important
-    @Schema(description = "백본", example = "large")
-    private String backbone;
-
-    @Schema(description = "입력 사이즈", example = "256,256")
-    private String inputSize;
-
-    @Schema(description = "크롭 사이즈", example = "256,256")
-    private String cropSize;
-
-    @Schema(description = "에폭 수", example = "200")
-    private Integer epochCnt;
-
-    @Schema(description = "배치 사이즈", example = "16")
-    private Integer batchSize;
-
-    // Architecture
-    @Schema(description = "Drop Path Rate", example = "0.3")
-    private Double dropPathRate;
-
-    @Schema(description = "Frozen Stages", example = "-1")
-    private Integer frozenStages;
-
-    @Schema(description = "Neck Policy", example = "abs_diff")
-    private String neckPolicy;
-
-    @Schema(description = "Decoder Channels", example = "512,256,128,64")
-    private String decoderChannels;
-
-    @Schema(description = "Class Weight", example = "1,1")
-    private String classWeight;
-
-    @Schema(description = "레이어 수", example = "24")
-    private Integer numLayers;
-
-    // Optimization
-    @Schema(description = "Learning Rate", example = "0.00006")
-    private Double learningRate;
-
-    @Schema(description = "Weight Decay", example = "0.05")
-    private Double weightDecay;
-
-    @Schema(description = "Layer Decay Rate", example = "0.9")
-    private Double layerDecayRate;
-
-    @Schema(description = "DDP Unused Params 찾기", example = "true")
-    private Boolean ddpFindUnusedParams;
-
-    @Schema(description = "Ignore Index", example = "255")
-    private Integer ignoreIndex;
-
-    // Data
-    @Schema(description = "Train Workers", example = "16")
-    private Integer trainNumWorkers;
-
-    @Schema(description = "Val Workers", example = "8")
-    private Integer valNumWorkers;
-
-    @Schema(description = "Test Workers", example = "8")
-    private Integer testNumWorkers;
-
-    @Schema(description = "Train Shuffle", example = "true")
-    private Boolean trainShuffle;
-
-    @Schema(description = "Train Persistent", example = "true")
-    private Boolean trainPersistent;
-
-    @Schema(description = "Val Persistent", example = "true")
-    private Boolean valPersistent;
-
-    // Evaluation
-    @Schema(description = "Metrics", example = "mFscore,mIoU")
-    private String metrics;
-
-    @Schema(description = "Save Best", example = "changed_fscore")
-    private String saveBest;
-
-    @Schema(description = "Save Best Rule", example = "greater")
-    private String saveBestRule;
-
-    @Schema(description = "Val Interval", example = "10")
-    private Integer valInterval;
-
-    @Schema(description = "Log Interval", example = "400")
-    private Integer logInterval;
-
-    @Schema(description = "Vis Interval", example = "1")
-    private Integer visInterval;
-
-    // Hardware
-    @Schema(description = "GPU 수", example = "4")
-    private Integer gpuCnt;
-
-    @Schema(description = "GPU IDs", example = "0,1,2,3")
-    private String gpuIds;
-
-    @Schema(description = "Master Port", example = "1122")
-    private Integer masterPort;
-
-    // Augmentation
-    @Schema(description = "Rotation 확률", example = "0.5")
-    private Double rotProb;
-
-    @Schema(description = "Flip 확률", example = "0.5")
-    private Double flipProb;
-
-    @Schema(description = "Rotation 각도", example = "-20,20")
-    private String rotDegree;
-
-    @Schema(description = "Exchange 확률", example = "0.5")
-    private Double exchangeProb;
-
-    @Schema(description = "Brightness Delta", example = "10")
-    private Integer brightnessDelta;
-
-    @Schema(description = "Contrast Range", example = "0.8,1.2")
-    private String contrastRange;
-
-    @Schema(description = "Saturation Range", example = "0.8,1.2")
-    private String saturationRange;
-
-    @Schema(description = "Hue Delta", example = "10")
-    private Integer hueDelta;
-
-    // Legacy
-    private Double dropoutRatio;
-    private Integer cnnFilterCnt;
-
-    // Common
-    @Schema(description = "메모", example = "안녕하세요 캠코담당자 입니다. 하이퍼파라미터 신규등록합니다")
-    private String memo;
-
-    @JsonFormatDttm private ZonedDateTime createdDttm;
-  }
-
-  @Schema(name = "DatasetInfo", description = "데이터셋 정보")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class DatasetInfo {
-    private Long id;
-    private String title;
-    private String groupTitle;
-    private Long totalItems;
-    private String totalSize;
-    private Map<String, Integer> classCounts;
-    private String memo;
-
-    @JsonFormatDttm private ZonedDateTime createdDttm;
-  }
-
-  @Schema(name = "TrainStartReq", description = "학습 시작 요청")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  public static class TrainStartReq {
-    @NotBlank(message = "하이퍼파라미터 버전은 필수입니다")
-    @Schema(example = "V3.99.251221.120518")
-    private String hyperVer;
-
-    @NotEmpty(message = "데이터셋은 최소 1개 이상 선택해야 합니다")
-    private List<Long> datasetIds;
-
-    @NotNull(message = "에폭 수는 필수입니다")
-    @jakarta.validation.constraints.Min(value = 1, message = "에폭 수는 최소 1 이상이어야 합니다")
-    @jakarta.validation.constraints.Max(value = 200, message = "에폭 수는 최대 200까지 설정 가능합니다")
-    @Schema(example = "200")
-    private Integer epoch;
-
-    @Schema(example = "7:2:1", description = "데이터 분할 비율 (Training:Validation:Test)")
-    private String datasetRatio;
-  }
-
-  @Schema(name = "TrainStartRes", description = "학습 시작 응답")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class TrainStartRes {
-    private String uuid;
-    private String status;
-  }
-
-  @Schema(name = "ResumeInfo", description = "학습 재시작 정보")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class ResumeInfo {
-    private Boolean canResume;
-    private Integer lastEpoch;
-    private Integer totalEpoch;
-    private String checkpointPath;
-    @JsonFormatDttm private ZonedDateTime failedAt;
-  }
-
-  @Schema(name = "ResumeRequest", description = "학습 재시작 요청")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  public static class ResumeRequest {
-    @NotNull(message = "재시작 Epoch는 필수입니다")
-    private Integer resumeFromEpoch;
-
-    private Integer newTotalEpoch;
-  }
-
-  @Schema(name = "ResumeResponse", description = "학습 재시작 응답")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class ResumeResponse {
-    private String uuid;
-    private String status;
-    private Integer resumedFromEpoch;
-  }
-
-  @Schema(name = "BestEpochRequest", description = "Best Epoch 설정 요청")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  public static class BestEpochRequest {
-    @NotNull(message = "Best Epoch는 필수입니다")
-    private Integer bestEpoch;
-
-    private String reason;
-  }
-
-  @Schema(name = "BestEpochResponse", description = "Best Epoch 설정 응답")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class BestEpochResponse {
-    private String uuid;
-    private Integer bestEpoch;
-    private Integer confirmedBestEpoch;
-    private Integer previousBestEpoch;
-  }
-
-  @Schema(name = "EpochMetric", description = "Epoch별 성능 지표")
-  @Getter
-  @Setter
-  @NoArgsConstructor
-  @AllArgsConstructor
-  @Builder
-  public static class EpochMetric {
-    private Integer epoch;
-    private Double mIoU;
-    private Double mFscore;
-    private Double loss;
-    private Boolean isBest;
-  }
-}

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

@@ -0,0 +1,259 @@
+package com.kamco.cd.training.model.dto;
+
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.kamco.cd.training.common.enums.LearnDataType;
+import com.kamco.cd.training.common.enums.TrainStatusType;
+import com.kamco.cd.training.common.enums.TrainType;
+import com.kamco.cd.training.common.utils.enums.Enums;
+import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectTransferDataSet;
+import io.swagger.v3.oas.annotations.media.Schema;
+import java.time.Duration;
+import java.time.ZonedDateTime;
+import java.util.List;
+import java.util.UUID;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+
+public class ModelTrainDetailDto {
+  @Schema(name = "모델학습관리 목록", description = "모델학습관리 목록")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  @Builder
+  public static class DetailSummary {
+
+    private Long modelId;
+    private UUID uuid;
+    private String modelNo;
+    private String modelVer;
+    @JsonFormatDttm private ZonedDateTime step1StrtDttm;
+    @JsonFormatDttm private ZonedDateTime step2EndDttm;
+    private String statusCd;
+    private String trainType;
+    private UUID beforeUuid;
+
+    public String getStatusName() {
+      if (this.statusCd == null || this.statusCd.isBlank()) return null;
+      try {
+        return TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.statusCd; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    public String getTrainTypeName() {
+      if (this.trainType == null || this.trainType.isBlank()) return null;
+      try {
+        return TrainType.valueOf(this.trainType).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.trainType; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    private String formatDuration(ZonedDateTime start, ZonedDateTime end) {
+      if (end == null) {
+        end = ZonedDateTime.now();
+      }
+
+      if (start == null) {
+        return null;
+      }
+
+      long totalSeconds = Math.abs(Duration.between(start, end).getSeconds());
+
+      long hours = totalSeconds / 3600;
+      long minutes = (totalSeconds % 3600) / 60;
+      long seconds = totalSeconds % 60;
+
+      return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+    }
+
+    public String getStepAllDuration() {
+      return formatDuration(this.step1StrtDttm, this.step2EndDttm);
+    }
+  }
+
+  @Schema(name = "모델학습관리 목록", description = "모델학습관리 목록")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  @Builder
+  public static class HyperSummary {
+    private UUID uuid;
+    private Long hyperParamId;
+    private String hyperVer;
+    private String backbone;
+    private String inputSize;
+    private String cropSize;
+    private Integer batchSize;
+  }
+
+  @Schema(name = "모델학습관리 전이 하이파라미터", description = "모델학습관리 전이 하이파라미터")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  @Builder
+  public static class TransferHyperSummary {
+    private UUID uuid;
+    private Long hyperParamId;
+    private String hyperVer;
+    private String backbone;
+    private String inputSize;
+    private String cropSize;
+    private Integer batchSize;
+    private UUID beforeUuid;
+    private Long beforeHyperParamId;
+    private String beforeHyperVer;
+    private String beforeBackbone;
+    private String beforeInputSize;
+    private String beforeCropSize;
+    private Integer beforeBatchSize;
+  }
+
+  @Schema(name = "선택한 데이터셋 목록", description = "선택한 데이터셋 목록")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  public static class MappingDataset {
+    private Long modelId;
+    private Long datasetId;
+    private String dataType;
+    private Integer compareYyyy;
+    private Integer targetYyyy;
+    private Long roundNo;
+    private String dataTypeName;
+
+    @JsonInclude(JsonInclude.Include.NON_NULL)
+    private Long buildingCnt;
+
+    @JsonInclude(JsonInclude.Include.NON_NULL)
+    private Long containerCnt;
+
+    @JsonInclude(JsonInclude.Include.NON_NULL)
+    private Long wasteCnt;
+
+    @JsonInclude(JsonInclude.Include.NON_NULL)
+    private Long landCoverCnt;
+
+    public MappingDataset(
+        Long modelId,
+        Long datasetId,
+        String dataType,
+        Integer compareYyyy,
+        Integer targetYyyy,
+        Long roundNo,
+        Long buildingCnt,
+        Long containerCnt,
+        Long wasteCnt,
+        Long landCoverCnt) {
+      this.modelId = modelId;
+      this.datasetId = datasetId;
+      this.dataType = dataType;
+      this.compareYyyy = compareYyyy;
+      this.targetYyyy = targetYyyy;
+      this.roundNo = roundNo;
+      this.buildingCnt = buildingCnt;
+      this.containerCnt = containerCnt;
+      this.wasteCnt = wasteCnt;
+      this.landCoverCnt = landCoverCnt;
+      this.dataTypeName = getDataTypeName(this.dataType);
+    }
+
+    public String getDataTypeName(String groupTitleCd) {
+      LearnDataType type = Enums.fromId(LearnDataType.class, groupTitleCd);
+      return type == null ? null : type.getText();
+    }
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class TransferDetailDto {
+    private ModelConfigDto.TransferBasic etcConfig;
+    private TransferHyperSummary modelTrainHyper;
+    private List<SelectTransferDataSet> modelTrainDataset;
+    //    private List<SelectDataSet> beforeTrainDataset;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelTrainMetrics {
+    private Integer epoch;
+    private Long iteration;
+    private Double loss;
+    private Double lr;
+    private Float durationTime;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelValidationMetrics {
+
+    private Integer epoch;
+    private Float aAcc;
+    private Float mFscore;
+    private Float mPrecision;
+    private Float mRecall;
+    private Float mIou;
+    private Float mAcc;
+    private Float changedFscore;
+    private Float changedPrecision;
+    private Float changedRecall;
+    private Float unchangedFscore;
+    private Float unchangedPrecision;
+    private Float unchangedRecall;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelTestMetrics {
+    private String model;
+    private Long tp;
+    private Long fp;
+    private Long fn;
+    private Float precision;
+    private Float recall;
+    private Float f1Score;
+    private Float accuracy;
+    private Float iou;
+    private Long detectionCount;
+    private Long gtCount;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelBestEpoch {
+    private Integer epoch;
+    private Double loss;
+    private Float f1Score;
+    private Float precision;
+    private Float recall;
+    private Float iou;
+    private Float accuracy;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelFileInfo {
+    private Boolean fileExistsYn;
+    private String fileName;
+  }
+}

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

@@ -0,0 +1,330 @@
+package com.kamco.cd.training.model.dto;
+
+import com.kamco.cd.training.common.dto.HyperParam;
+import com.kamco.cd.training.common.enums.TrainStatusType;
+import com.kamco.cd.training.common.enums.TrainType;
+import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
+import io.swagger.v3.oas.annotations.media.Schema;
+import jakarta.validation.constraints.NotNull;
+import java.time.Duration;
+import java.time.ZonedDateTime;
+import java.util.List;
+import java.util.UUID;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+import org.springframework.data.domain.PageRequest;
+import org.springframework.data.domain.Pageable;
+
+public class ModelTrainMngDto {
+  @Schema(name = "모델학습관리 목록", description = "모델학습관리 목록")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  @Builder
+  public static class Basic {
+
+    private Long id;
+    private UUID uuid;
+    private String modelVer;
+    @JsonFormatDttm private ZonedDateTime startDttm;
+    @JsonFormatDttm private ZonedDateTime step1StrtDttm;
+    @JsonFormatDttm private ZonedDateTime step1EndDttm;
+    @JsonFormatDttm private ZonedDateTime step2StrtDttm;
+    @JsonFormatDttm private ZonedDateTime step2EndDttm;
+    private String step1Status;
+    private String step2Status;
+    private String statusCd;
+    private String trainType;
+    private String modelNo;
+    private Long currentAttemptId;
+    private String requestPath;
+
+    private String packingState;
+    private ZonedDateTime packingStrtDttm;
+    private ZonedDateTime packingEndDttm;
+
+    private Long beforeModelId;
+
+    public String getStatusName() {
+      if (this.statusCd == null || this.statusCd.isBlank()) return null;
+      try {
+        return TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.statusCd; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    public String getStep1StatusName() {
+      if (this.step1Status == null || this.step1Status.isBlank()) return null;
+      try {
+        return TrainStatusType.valueOf(this.step1Status).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.step1Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    public String getStep2StatusName() {
+      if (this.step2Status == null || this.step2Status.isBlank()) return null;
+      try {
+        return TrainStatusType.valueOf(this.step2Status).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.step2Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    public String getTrainTypeName() {
+      if (this.trainType == null || this.trainType.isBlank()) return null;
+      try {
+        return TrainType.valueOf(this.trainType).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.trainType; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    private String formatDuration(ZonedDateTime start, ZonedDateTime end) {
+      if (start == null || end == null) {
+        return null;
+      }
+
+      long totalSeconds = Math.abs(Duration.between(start, end).getSeconds());
+
+      long hours = totalSeconds / 3600;
+      long minutes = (totalSeconds % 3600) / 60;
+      long seconds = totalSeconds % 60;
+
+      return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+    }
+
+    public String getStep1Duration() {
+      return formatDuration(this.step1StrtDttm, this.step1EndDttm);
+    }
+
+    public String getStep2Duration() {
+      return formatDuration(this.step2StrtDttm, this.step2EndDttm);
+    }
+
+    public String getPackingDuration() {
+      return formatDuration(this.packingStrtDttm, this.packingEndDttm);
+    }
+  }
+
+  @Schema(name = "searchReq", description = "모델학습 관리 목록조회 파라미터")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class SearchReq {
+
+    private String status;
+    private String modelNo;
+    // 페이징 파라미터
+    private int page = 0;
+    private int size = 20;
+
+    public Pageable toPageable() {
+      return PageRequest.of(page, size);
+    }
+  }
+
+  @Schema(name = "addReq", description = "모델학습 관리 등록 파라미터")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class AddReq {
+
+    @NotNull
+    @Schema(description = "모델 종류 G1, G2, G3", example = "G1")
+    private String modelNo;
+
+    @NotNull
+    @Schema(description = "모델학습 실행 여부", example = "false")
+    private Boolean isStart;
+
+    @NotNull
+    @Schema(description = "학습타입 GENERAL(일반), TRANSFER(전이)", example = "GENERAL")
+    private String trainType;
+
+    @Schema(description = "전이학습일때 선택한 모델 id")
+    private Long beforeModelId;
+
+    @NotNull
+    @Schema(
+        description = "하이퍼 파라미터 선택 타입 OPTIMIZED(최적화 파라미터),EXISTING(기존 파라미터),NEW(신규 파라미터)",
+        example = "EXISTING")
+    private String hyperParamType;
+
+    @Schema(description = "하이퍼파라미터 uuid", example = "57fc9170-64c1-4128-aa7b-0657f08d6d10")
+    private UUID hyperUuid;
+
+    HyperParam hyperParam;
+    TrainingDataset trainingDataset;
+    ModelConfig modelConfig;
+  }
+
+  @Schema(name = "addReq", description = "모델학습 관리 등록 파라미터")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class UpdateReq {
+
+    private String requestPath;
+    private String responsePath;
+  }
+
+  @Getter
+  @Setter
+  public static class TrainingDataset {
+    Summary summary;
+    List<Long> datasetList;
+  }
+
+  @Getter
+  @Setter
+  public static class Summary {
+    @Schema(description = "건물", example = "0")
+    private Long buildingCnt;
+
+    @Schema(description = "컨테이너", example = "0")
+    private Long containerCnt;
+
+    @Schema(description = "폐기물", example = "0")
+    private Long wasteCnt;
+
+    @Schema(
+        description = "도로, 비닐하우스, 밭, 과수원, 초지, 숲, 물, 모재/자갈, 토분(무덤), 일반토지, 태양광, 기타",
+        example = "0")
+    private Long LandCoverCnt;
+  }
+
+  @Getter
+  @Setter
+  public static class ModelConfig {
+    @Schema(description = "에폭 횟수", example = "0")
+    private Integer epochCnt;
+
+    @Schema(description = "학습데이터셋 비율 Training", example = "0")
+    private Float trainingCnt;
+
+    @Schema(description = "학습데이터셋 비율 Validation", example = "0")
+    private Float validationCnt;
+
+    @Schema(description = "학습데이터셋 비율 Test", example = "0")
+    private Float testCnt;
+
+    @Schema(description = "메모", example = "메모 입니다.")
+    private String memo;
+  }
+
+  @Schema(name = "모델학습관리 목록", description = "모델학습관리 목록")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  @Builder
+  public static class ListDto {
+
+    private Long id;
+    private UUID uuid;
+    private String modelVer;
+    @JsonFormatDttm private ZonedDateTime startDttm;
+    @JsonFormatDttm private ZonedDateTime step1StrtDttm;
+    @JsonFormatDttm private ZonedDateTime step1EndDttm;
+    @JsonFormatDttm private ZonedDateTime step2StrtDttm;
+    @JsonFormatDttm private ZonedDateTime step2EndDttm;
+    private String step1Status;
+    private String step2Status;
+    private String statusCd;
+    private String trainType;
+    private String modelNo;
+    private Long currentAttemptId;
+    private String requestPath;
+
+    private String packingState;
+    private ZonedDateTime packingStrtDttm;
+    private ZonedDateTime packingEndDttm;
+
+    private String memo;
+    private String userNm;
+    private UUID beforeUuid;
+
+    public String getStatusName() {
+      if (this.statusCd == null || this.statusCd.isBlank()) return null;
+      try {
+        return TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.statusCd; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    public String getStep1StatusName() {
+      if (this.step1Status == null || this.step1Status.isBlank()) return null;
+      try {
+        return TrainStatusType.valueOf(this.step1Status).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.step1Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    public String getStep2StatusName() {
+      if (this.step2Status == null || this.step2Status.isBlank()) return null;
+      try {
+        return TrainStatusType.valueOf(this.step2Status).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.step2Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    public String getTrainTypeName() {
+      if (this.trainType == null || this.trainType.isBlank()) return null;
+      try {
+        return TrainType.valueOf(this.trainType).getText(); // 또는 getName()
+      } catch (IllegalArgumentException e) {
+        return this.trainType; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
+      }
+    }
+
+    private String formatDuration(ZonedDateTime start, ZonedDateTime end) {
+      if (start == null || end == null) {
+        return null;
+      }
+
+      long totalSeconds = Math.abs(Duration.between(start, end).getSeconds());
+
+      long hours = totalSeconds / 3600;
+      long minutes = (totalSeconds % 3600) / 60;
+      long seconds = totalSeconds % 60;
+
+      return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+    }
+
+    public String getStep1Duration() {
+      return formatDuration(this.step1StrtDttm, this.step1EndDttm);
+    }
+
+    public String getStep2Duration() {
+      return formatDuration(this.step2StrtDttm, this.step2EndDttm);
+    }
+
+    public String getPackingDuration() {
+      return formatDuration(this.packingStrtDttm, this.packingEndDttm);
+    }
+  }
+
+  @Getter
+  @Builder
+  @AllArgsConstructor
+  public static class ModelProgressStepDto {
+
+    private int step;
+    private String status;
+    @JsonFormatDttm private ZonedDateTime startTime;
+    @JsonFormatDttm private ZonedDateTime endTime;
+    private boolean isError;
+  }
+}

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

@@ -1,61 +0,0 @@
-package com.kamco.cd.training.model.dto;
-
-import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
-import io.swagger.v3.oas.annotations.media.Schema;
-import java.time.ZonedDateTime;
-import lombok.Getter;
-
-public class ModelVerDto {
-
-  @Schema(name = "modelVer Basic", description = "모델버전 엔티티 기본 정보")
-  @Getter
-  public static class Basic {
-
-    private final Long id;
-    private final Long modelUid;
-
-    private final String modelCate;
-    private final String modelVer;
-
-    private final String usedState;
-    private final String modelState;
-    private final Double qualityProb;
-    private final String deployState;
-    private final String modelPath;
-
-    @JsonFormatDttm private final ZonedDateTime createdDttm;
-    private final Long createdUid;
-
-    @JsonFormatDttm private final ZonedDateTime updatedDttm;
-    private final Long updatedUid;
-
-    public Basic(
-        Long id,
-        Long modelUid,
-        String modelCate,
-        String modelVer,
-        String usedState,
-        String modelState,
-        Double qualityProb,
-        String deployState,
-        String modelPath,
-        ZonedDateTime createdDttm,
-        Long createdUid,
-        ZonedDateTime updatedDttm,
-        Long updatedUid) {
-      this.id = id;
-      this.modelUid = modelUid;
-      this.modelCate = modelCate;
-      this.modelVer = modelVer;
-      this.usedState = usedState;
-      this.modelState = modelState;
-      this.qualityProb = qualityProb;
-      this.deployState = deployState;
-      this.modelPath = modelPath;
-      this.createdDttm = createdDttm;
-      this.createdUid = createdUid;
-      this.updatedDttm = updatedDttm;
-      this.updatedUid = updatedUid;
-    }
-  }
-}

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

@@ -1,50 +0,0 @@
-package com.kamco.cd.training.model.service;
-
-import com.kamco.cd.training.model.dto.ModelMngDto;
-import com.kamco.cd.training.model.dto.ModelMngDto.Basic;
-import com.kamco.cd.training.model.dto.ModelMngDto.SearchReq;
-import com.kamco.cd.training.postgres.core.ModelMngCoreService;
-import lombok.RequiredArgsConstructor;
-import lombok.extern.slf4j.Slf4j;
-import org.springframework.data.domain.Page;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-@Service
-@RequiredArgsConstructor
-@Transactional(readOnly = true)
-@Slf4j
-public class ModelMngService {
-
-  private final ModelMngCoreService modelMngCoreService;
-
-  /**
-   * 모델 목록 조회
-   *
-   * @param searchReq 검색 조건
-   * @return 페이징 처리된 모델 목록
-   */
-  public Page<Basic> findByModels(SearchReq searchReq) {
-    return modelMngCoreService.findByModels(searchReq);
-  }
-
-  /**
-   * 모델 상세 조회
-   *
-   * @param modelUid 모델 UID
-   * @return 모델 상세 정보
-   */
-  public ModelMngDto.Detail getModelDetail(Long modelUid) {
-    return modelMngCoreService.getModelDetail(modelUid);
-  }
-
-  /**
-   * 모델 상세 조회 (UUID 기반)
-   *
-   * @param uuid 모델 UUID
-   * @return 모델 상세 정보
-   */
-  public ModelMngDto.Detail getModelDetailByUuid(String uuid) {
-    return modelMngCoreService.getModelDetailByUuid(uuid);
-  }
-}

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

@@ -0,0 +1,155 @@
+package com.kamco.cd.training.model.service;
+
+import com.kamco.cd.training.common.enums.ModelType;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectTransferDataSet;
+import com.kamco.cd.training.model.dto.ModelConfigDto;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.DetailSummary;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.HyperSummary;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelBestEpoch;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelFileInfo;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferDetailDto;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferHyperSummary;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.Basic;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.ModelProgressStepDto;
+import com.kamco.cd.training.postgres.core.ModelTrainDetailCoreService;
+import com.kamco.cd.training.postgres.core.ModelTrainMngCoreService;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.UUID;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+@Service
+@RequiredArgsConstructor
+@Transactional(readOnly = true)
+@Slf4j
+public class ModelTrainDetailService {
+
+  private final ModelTrainDetailCoreService modelTrainDetailCoreService;
+  private final ModelTrainMngCoreService mngCoreService;
+
+  /**
+   * 모델 상세정보 요약
+   *
+   * @param uuid
+   * @return
+   */
+  public DetailSummary getModelDetailSummary(UUID uuid) {
+    return modelTrainDetailCoreService.getModelDetailSummary(uuid);
+  }
+
+  /**
+   * 모델 하이퍼파라미터 요약
+   *
+   * @param uuid
+   * @return
+   */
+  public HyperSummary getByModelHyperParamSummary(UUID uuid) {
+    return modelTrainDetailCoreService.getByModelHyperParamSummary(uuid);
+  }
+
+  public List<MappingDataset> getByModelMappingDataset(UUID uuid) {
+    return modelTrainDetailCoreService.getByModelMappingDataset(uuid);
+  }
+
+  public Basic findByModelByUUID(UUID uuid) {
+    return modelTrainDetailCoreService.findByModelByUUID(uuid);
+  }
+
+  /**
+   * 전이학습 모델선택 정보
+   *
+   * @param uuid
+   * @return
+   */
+  public TransferDetailDto getTransferDetail(UUID uuid) {
+    Basic modelInfo = modelTrainDetailCoreService.findByModelByUUID(uuid);
+
+    // config 정보 조회
+    ModelConfigDto.TransferBasic configInfo = mngCoreService.findModelTransferConfigByModelId(uuid);
+
+    // 하이파라미터 정보 조회
+    TransferHyperSummary hyperSummary = modelTrainDetailCoreService.getTransferHyperSummary(uuid);
+    List<SelectTransferDataSet> dataSets = new ArrayList<>();
+
+    DatasetReq datasetReq = new DatasetReq();
+    List<Long> datasetIds = new ArrayList<>();
+
+    List<MappingDataset> mappingDatasets =
+        modelTrainDetailCoreService.getByModelMappingDataset(uuid);
+    for (MappingDataset mappingDataset : mappingDatasets) {
+      datasetIds.add(mappingDataset.getDatasetId());
+    }
+    datasetReq.setIds(datasetIds);
+    datasetReq.setModelNo(modelInfo.getModelNo());
+
+    if (modelInfo.getModelNo().equals(ModelType.G1.getId())) {
+      dataSets = mngCoreService.getDatasetTransferSelectG1List(modelInfo.getId());
+    } else {
+      dataSets =
+          mngCoreService.getDatasetTransferSelectG2G3List(
+              modelInfo.getId(), modelInfo.getModelNo());
+    }
+
+    //    DatasetReq beforeDatasetReq = new DatasetReq();
+    //    List<Long> beforeDatasetIds = new ArrayList<>();
+    //    List<SelectDataSet> beforeDataSets = new ArrayList<>();
+    //
+    //    Long beforeModelId = modelInfo.getBeforeModelId();
+    //    if (beforeModelId != null) {
+    //      Basic beforeInfo = modelTrainDetailCoreService.findByModelBeforeId(beforeModelId);
+    //      List<MappingDataset> beforeDatasets =
+    //          modelTrainDetailCoreService.getByModelMappingDataset(beforeInfo.getUuid());
+    //
+    //      for (MappingDataset before : beforeDatasets) {
+    //        beforeDatasetIds.add(before.getDatasetId());
+    //      }
+    //      beforeDatasetReq.setIds(beforeDatasetIds);
+    //      beforeDatasetReq.setModelNo(modelInfo.getModelNo());
+    //
+    //      if (beforeInfo.getModelNo().equals(ModelType.G1.getId())) {
+    //        beforeDataSets = mngCoreService.getDatasetSelectG1List(beforeDatasetReq);
+    //      } else {
+    //        beforeDataSets = mngCoreService.getDatasetSelectG2G3List(beforeDatasetReq);
+    //      }
+    //    }
+
+    TransferDetailDto transferDetailDto = new TransferDetailDto();
+    transferDetailDto.setEtcConfig(configInfo);
+    transferDetailDto.setModelTrainHyper(hyperSummary);
+    transferDetailDto.setModelTrainDataset(dataSets);
+
+    return transferDetailDto;
+  }
+
+  public List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid) {
+    return modelTrainDetailCoreService.getModelTrainMetricResult(uuid);
+  }
+
+  public List<ModelValidationMetrics> getModelValidationMetricResult(UUID uuid) {
+    return modelTrainDetailCoreService.getModelValidationMetricResult(uuid);
+  }
+
+  public List<ModelTestMetrics> getModelTestMetricResult(UUID uuid) {
+    return modelTrainDetailCoreService.getModelTestMetricResult(uuid);
+  }
+
+  public ModelBestEpoch getModelTrainBestEpoch(UUID uuid) {
+    return modelTrainDetailCoreService.getModelTrainBestEpoch(uuid);
+  }
+
+  public ModelFileInfo getModelTrainFileInfo(UUID uuid) {
+    return modelTrainDetailCoreService.getModelTrainFileInfo(uuid);
+  }
+
+  public List<ModelProgressStepDto> findModelTrainProgressInfo(UUID uuid) {
+    return modelTrainDetailCoreService.findModelTrainProgressInfo(uuid);
+  }
+}

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

@@ -0,0 +1,129 @@
+package com.kamco.cd.training.model.service;
+
+import com.kamco.cd.training.common.dto.HyperParam;
+import com.kamco.cd.training.common.enums.HyperParamSelectType;
+import com.kamco.cd.training.common.enums.ModelType;
+import com.kamco.cd.training.common.enums.TrainType;
+import com.kamco.cd.training.common.exception.CustomApiException;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectDataSet;
+import com.kamco.cd.training.hyperparam.dto.HyperParamDto;
+import com.kamco.cd.training.model.dto.ModelConfigDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.SearchReq;
+import com.kamco.cd.training.postgres.core.HyperParamCoreService;
+import com.kamco.cd.training.postgres.core.ModelTrainMngCoreService;
+import com.kamco.cd.training.train.service.TrainJobService;
+import java.util.List;
+import java.util.UUID;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.data.domain.Page;
+import org.springframework.http.HttpStatus;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+@Service
+@RequiredArgsConstructor
+@Transactional(readOnly = true)
+@Slf4j
+public class ModelTrainMngService {
+
+  private final ModelTrainMngCoreService modelTrainMngCoreService;
+  private final HyperParamCoreService hyperParamCoreService;
+  private final TrainJobService trainJobService;
+
+  /**
+   * 모델학습 조회
+   *
+   * @param searchReq 검색 조건
+   * @return 페이징 처리된 모델 목록
+   */
+  public Page<ModelTrainMngDto.ListDto> getModelList(SearchReq searchReq) {
+    return modelTrainMngCoreService.findByModelList(searchReq);
+  }
+
+  /**
+   * 모델학습 삭제
+   *
+   * @param uuid
+   */
+  @Transactional
+  public void deleteModelTrain(UUID uuid) {
+    modelTrainMngCoreService.deleteModel(uuid);
+  }
+
+  /**
+   * 모델학습 등록
+   *
+   * @param req
+   * @return
+   */
+  @Transactional
+  public UUID createModelTrain(ModelTrainMngDto.AddReq req) {
+    HyperParam hyperParam = req.getHyperParam();
+    HyperParamDto.Basic hyper = new HyperParamDto.Basic();
+
+    // 전이 학습은 모델 선택 필수
+    if (TrainType.TRANSFER.getId().equals(req.getTrainType())) {
+      if (req.getBeforeModelId() == null) {
+        throw new CustomApiException("BAD_REQUEST", HttpStatus.BAD_REQUEST, "모델을 선택해 주세요.");
+      }
+    }
+
+    // 하이파라미터 신규저장
+    if (HyperParamSelectType.NEW.getId().equals(req.getHyperParamType())) {
+      // 하이퍼파라미터 등록
+      hyper = hyperParamCoreService.createHyperParam(hyperParam);
+      req.setHyperUuid(hyper.getUuid());
+    }
+
+    // 모델학습 테이블 저장
+    ModelTrainMngDto.Basic modelDto = modelTrainMngCoreService.saveModel(req);
+
+    Long modelId = modelDto.getId();
+    UUID modelUuid = modelDto.getUuid();
+
+    // 모델학습 데이터셋 저장
+    modelTrainMngCoreService.saveModelDataset(modelId, req);
+
+    // 모델 데이터셋 mapping 저장
+    modelTrainMngCoreService.saveModelDatasetMap(
+        modelId, req.getTrainingDataset().getDatasetList());
+
+    // 모델 config 저장
+    modelTrainMngCoreService.saveModelConfig(modelId, req.getModelConfig());
+
+    // 데이터셋 임시파일 생성
+    trainJobService.createTmpFile(modelUuid);
+    return modelUuid;
+  }
+
+  /**
+   * 모델학습 모델학습 uuid config정보 조회
+   *
+   * @param uuid 모델학습 uuid
+   * @return
+   */
+  public ModelConfigDto.Basic getModelConfigByModelId(UUID uuid) {
+    return modelTrainMngCoreService.findModelConfigByModelId(uuid);
+  }
+
+  /**
+   * 모델별 데이터셋 목록 조회
+   *
+   * @param req
+   * @return
+   */
+  public List<SelectDataSet> getDatasetSelectList(DatasetReq req) {
+    if (req.getModelNo().equals(ModelType.G1.getId())) {
+      return modelTrainMngCoreService.getDatasetSelectG1List(req);
+    } else {
+      return modelTrainMngCoreService.getDatasetSelectG2G3List(req);
+    }
+  }
+
+  public Long findModelStep1InProgressCnt() {
+    return modelTrainMngCoreService.findModelStep1InProgressCnt();
+  }
+}

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

@@ -1,374 +0,0 @@
-package com.kamco.cd.training.model.service;
-
-import com.kamco.cd.training.common.exception.BadRequestException;
-import com.kamco.cd.training.common.exception.NotFoundException;
-import com.kamco.cd.training.model.dto.ModelMngDto;
-import com.kamco.cd.training.postgres.core.DatasetCoreService;
-import com.kamco.cd.training.postgres.core.HyperParamCoreService;
-import com.kamco.cd.training.postgres.core.ModelMngCoreService;
-import com.kamco.cd.training.postgres.core.SystemMetricsCoreService;
-import com.kamco.cd.training.postgres.entity.ModelTrainMasterEntity;
-import java.util.List;
-import lombok.RequiredArgsConstructor;
-import lombok.extern.slf4j.Slf4j;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-@Service
-@RequiredArgsConstructor
-@Transactional(readOnly = true)
-@Slf4j
-public class ModelTrainService {
-
-  private final ModelMngCoreService modelMngCoreService;
-  private final HyperParamCoreService hyperParamCoreService;
-  private final DatasetCoreService datasetCoreService;
-  private final SystemMetricsCoreService systemMetricsCoreService;
-
-  /**
-   * 학습 모델 목록 조회
-   *
-   * @return 학습 모델 목록
-   */
-  public List<ModelMngDto.TrainListRes> getTrainModelList() {
-    return modelMngCoreService.findAllTrainModels();
-  }
-
-  /**
-   * 학습 설정 통합 조회
-   *
-   * @return 학습 설정 폼 데이터
-   */
-  public ModelMngDto.FormConfigRes getFormConfig() {
-    // 1. 현재 실행 중인 모델 확인
-    String runningModelUuid = modelMngCoreService.findRunningModelUuid();
-    boolean isTrainAvailable = (runningModelUuid == null);
-
-    // 2. 저장공간 체크 (10GB 미만 시 학습 불가)
-    if (isTrainAvailable) {
-      isTrainAvailable = systemMetricsCoreService.isStorageAvailableForTraining();
-      long availableMB = systemMetricsCoreService.getAvailableStorageMB();
-      log.info("저장공간 체크 완료: {}MB 사용 가능, 학습 가능 여부: {}", availableMB, isTrainAvailable);
-    }
-
-    // 3. 하이퍼파라미터 목록
-    List<ModelMngDto.HyperParamInfo> hyperParams =
-        null; // hyperParamCoreService.findAllActiveHyperParams();
-
-    // 4. 데이터셋 목록
-    List<ModelMngDto.DatasetInfo> datasets = datasetCoreService.findAllActiveDatasetsForTraining();
-
-    return ModelMngDto.FormConfigRes.builder()
-        .isTrainAvailable(isTrainAvailable)
-        .hyperParams(hyperParams)
-        .datasets(datasets)
-        .runningModelUuid(runningModelUuid)
-        .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
-   *
-   * @param trainReq 학습 시작 요청
-   * @return 학습 시작 응답
-   */
-  @Transactional
-  public ModelMngDto.TrainStartRes startTraining(ModelMngDto.TrainStartReq trainReq) {
-    // 1. 동시 실행 방지 검증
-    String runningModelUuid = modelMngCoreService.findRunningModelUuid();
-    if (runningModelUuid != null) {
-      throw new BadRequestException(
-          "이미 실행 중인 학습이 있습니다. 학습은 한 번에 한 개만 실행할 수 있습니다. (실행 중인 모델: " + runningModelUuid + ")");
-    }
-
-    // 2. 저장공간 체크 (10GB 미만 시 학습 불가)
-    if (!systemMetricsCoreService.isStorageAvailableForTraining()) {
-      long availableMB = systemMetricsCoreService.getAvailableStorageMB();
-      long requiredMB = 10 * 1024; // 10GB
-      throw new BadRequestException(
-          String.format(
-              "저장공간이 부족하여 학습을 시작할 수 없습니다. (필요: %dMB, 사용 가능: %dMB)", requiredMB, availableMB));
-    }
-
-    // 3. 데이터셋 상태 검증 (COMPLETED 상태만 학습 가능)
-    validateDatasetStatus(trainReq.getDatasetIds());
-
-    // 4. 데이터 분할 비율 검증 (예: "7:2:1" 형식)
-    if (trainReq.getDatasetRatio() != null && !trainReq.getDatasetRatio().isEmpty()) {
-      validateDatasetRatio(trainReq.getDatasetRatio());
-    }
-
-    // 5. 학습 마스터 생성
-    ModelTrainMasterEntity entity = modelMngCoreService.createTrainMaster(trainReq);
-
-    // 5. 데이터셋 매핑 생성
-    modelMngCoreService.createDatasetMappings(entity.getId(), trainReq.getDatasetIds());
-
-    // 6. 실제 UUID 사용
-    String uuid = entity.getUuid().toString();
-
-    log.info(
-        "학습 시작: uuid={}, hyperVer={}, epoch={}, datasets={}",
-        uuid,
-        trainReq.getHyperVer(),
-        trainReq.getEpoch(),
-        trainReq.getDatasetIds());
-
-    // TODO: 비동기 GPU 학습 프로세스 트리거 로직 추가
-
-    return ModelMngDto.TrainStartRes.builder().uuid(uuid).status(entity.getStatusCd()).build();
-  }
-
-  /**
-   * 데이터셋 상태 검증
-   *
-   * @param datasetIds 데이터셋 ID 목록
-   */
-  private void validateDatasetStatus(List<Long> datasetIds) {
-    for (Long datasetId : datasetIds) {
-      try {
-        var dataset = datasetCoreService.getOneById(datasetId);
-
-        // COMPLETED 상태가 아닌 데이터셋이 포함되어 있으면 예외 발생
-        if (dataset.getStatus() == null || !"COMPLETED".equals(dataset.getStatus())) {
-          throw new BadRequestException(
-              String.format(
-                  "학습에 사용할 수 없는 데이터셋입니다. (ID: %d, 상태: %s). COMPLETED 상태의 데이터셋만 선택 가능합니다.",
-                  datasetId, dataset.getStatus() != null ? dataset.getStatus() : "NULL"));
-        }
-
-        log.debug("데이터셋 상태 검증 통과: ID={}, Status={}", datasetId, dataset.getStatus());
-      } catch (NotFoundException e) {
-        throw new BadRequestException("존재하지 않는 데이터셋입니다. ID: " + datasetId);
-      }
-    }
-    log.info("모든 데이터셋 상태 검증 완료: {} 개", datasetIds.size());
-  }
-
-  /**
-   * 데이터 분할 비율 검증
-   *
-   * @param datasetRatio 데이터셋 비율 (예: "7:2:1")
-   */
-  private void validateDatasetRatio(String datasetRatio) {
-    try {
-      String[] parts = datasetRatio.split(":");
-      if (parts.length != 3) {
-        throw new BadRequestException("데이터 분할 비율은 'Training:Validation:Test' 형식이어야 합니다 (예: 7:2:1)");
-      }
-
-      int train = Integer.parseInt(parts[0].trim());
-      int validation = Integer.parseInt(parts[1].trim());
-      int test = Integer.parseInt(parts[2].trim());
-
-      int sum = train + validation + test;
-      if (sum != 10) {
-        throw new BadRequestException(
-            String.format("데이터 분할 비율의 합계는 10이어야 합니다. (현재 합계: %d, 입력값: %s)", sum, datasetRatio));
-      }
-
-      if (train <= 0 || validation < 0 || test < 0) {
-        throw new BadRequestException("데이터 분할 비율은 모두 0 이상이어야 합니다 (Training은 1 이상)");
-      }
-
-      log.info(
-          "데이터 분할 비율 검증 완료: Training={}0%, Validation={}0%, Test={}0%", train, validation, test);
-    } catch (NumberFormatException e) {
-      throw new BadRequestException("데이터 분할 비율은 숫자로만 구성되어야 합니다: " + datasetRatio);
-    }
-  }
-
-  /**
-   * 학습 모델 삭제
-   *
-   * @param uuid 모델 UUID
-   */
-  @Transactional
-  public void deleteTrainModel(String uuid) {
-    modelMngCoreService.deleteByUuid(uuid);
-    log.info("학습 모델 삭제 완료: uuid={}", uuid);
-  }
-
-  // ==================== Resume Training (학습 재시작) ====================
-
-  /**
-   * 학습 재시작 정보 조회
-   *
-   * @param uuid 모델 UUID
-   * @return 재시작 정보
-   */
-  public ModelMngDto.ResumeInfo getResumeInfo(String uuid) {
-    ModelTrainMasterEntity entity = modelMngCoreService.findByUuid(uuid);
-
-    return ModelMngDto.ResumeInfo.builder()
-        .canResume(entity.getCanResume() != null && entity.getCanResume())
-        .lastEpoch(entity.getLastCheckpointEpoch())
-        .totalEpoch(entity.getEpochCnt())
-        .checkpointPath(entity.getCheckpointPath())
-        //        .failedAt(
-        //            entity.getStopDttm() != null
-        //                ? entity.getStopDttm().atZone(java.time.ZoneId.systemDefault())
-        //                : null)
-        .build();
-  }
-
-  /**
-   * 학습 재시작
-   *
-   * @param uuid 모델 UUID
-   * @param resumeReq 재시작 요청
-   * @return 재시작 응답
-   */
-  @Transactional
-  public ModelMngDto.ResumeResponse resumeTraining(
-      String uuid, ModelMngDto.ResumeRequest resumeReq) {
-    ModelTrainMasterEntity entity = modelMngCoreService.findByUuid(uuid);
-
-    // 재시작 가능 여부 검증
-    if (entity.getCanResume() == null || !entity.getCanResume()) {
-      throw new IllegalStateException("학습 재시작이 불가능한 모델입니다: " + uuid);
-    }
-
-    if (entity.getLastCheckpointEpoch() == null) {
-      throw new IllegalStateException("Checkpoint가 존재하지 않습니다: " + uuid);
-    }
-
-    // 상태 업데이트
-    entity.setStatusCd("RUNNING");
-    entity.setProgressRate(0);
-
-    // 총 Epoch 수 변경 (선택사항)
-    if (resumeReq.getNewTotalEpoch() != null) {
-      entity.setEpochCnt(resumeReq.getNewTotalEpoch());
-    }
-
-    log.info(
-        "학습 재시작: uuid={}, resumeFromEpoch={}, totalEpoch={}",
-        uuid,
-        resumeReq.getResumeFromEpoch(),
-        entity.getEpochCnt());
-
-    // TODO: 비동기 GPU 학습 재시작 프로세스 트리거 로직 추가
-    // - Checkpoint 파일 로드
-    // - 지정된 Epoch부터 학습 재개
-
-    return ModelMngDto.ResumeResponse.builder()
-        .uuid(uuid)
-        .status(entity.getStatusCd())
-        .resumedFromEpoch(resumeReq.getResumeFromEpoch())
-        .build();
-  }
-
-  // ==================== Best Epoch Setting (Best Epoch 설정) ====================
-
-  /**
-   * Best Epoch 설정
-   *
-   * @param uuid 모델 UUID
-   * @param bestEpochReq Best Epoch 요청
-   * @return Best Epoch 응답
-   */
-  @Transactional
-  public ModelMngDto.BestEpochResponse setBestEpoch(
-      String uuid, ModelMngDto.BestEpochRequest bestEpochReq) {
-    ModelTrainMasterEntity entity = modelMngCoreService.findByUuid(uuid);
-
-    // 1차 학습 완료 상태 검증
-    if (!"STEP1_COMPLETED".equals(entity.getStatusCd())
-        && !"STEP1".equals(entity.getProcessStep())) {
-      log.warn(
-          "Best Epoch 설정 시도: 현재 상태={}, processStep={}",
-          entity.getStatusCd(),
-          entity.getProcessStep());
-    }
-
-    Integer previousBestEpoch = entity.getConfirmedBestEpoch();
-
-    // 사용자가 확정한 Best Epoch 설정
-    entity.setConfirmedBestEpoch(bestEpochReq.getBestEpoch());
-
-    // 2차 학습(Test) 단계로 상태 전이
-    entity.setProcessStep("STEP2");
-    entity.setStatusCd("STEP2_RUNNING");
-    entity.setProgressRate(0);
-    entity.setUpdatedDttm(java.time.ZonedDateTime.now());
-
-    log.info(
-        "Best Epoch 설정 및 2차 학습 시작: uuid={}, newBestEpoch={}, previousBestEpoch={}, reason={}, newStatus={}",
-        uuid,
-        bestEpochReq.getBestEpoch(),
-        previousBestEpoch,
-        bestEpochReq.getReason(),
-        entity.getStatusCd());
-
-    // TODO: 비동기 GPU 2차 학습(Test) 프로세스 트리거 로직 추가
-    // - Best Epoch 모델 로드
-    // - Test 데이터셋으로 성능 평가 실행
-    // - 완료 시 STEP2_COMPLETED 상태로 전환
-
-    return ModelMngDto.BestEpochResponse.builder()
-        .uuid(uuid)
-        .bestEpoch(entity.getBestEpoch()) // 자동 선택된 값
-        .confirmedBestEpoch(entity.getConfirmedBestEpoch()) // 사용자 확정 값
-        .previousBestEpoch(previousBestEpoch)
-        .build();
-  }
-
-  /**
-   * Epoch별 성능 지표 조회
-   *
-   * @param uuid 모델 UUID
-   * @return Epoch별 성능 지표 목록
-   */
-  public List<ModelMngDto.EpochMetric> getEpochMetrics(String uuid) {
-    ModelTrainMasterEntity entity = modelMngCoreService.findByUuid(uuid);
-
-    // TODO: 실제 학습 로그 파일이나 DB에서 Epoch별 성능 지표 조회
-    // 현재는 샘플 데이터 반환
-    List<ModelMngDto.EpochMetric> metrics = new java.util.ArrayList<>();
-
-    if (entity.getEpochCnt() != null && entity.getBestEpoch() != null) {
-      // 샘플 데이터 생성 (실제로는 학습 로그 파일 파싱 또는 별도 테이블 조회)
-      for (int i = 1; i <= Math.min(entity.getEpochCnt(), 10); i++) {
-        int epoch = entity.getBestEpoch() - 5 + i;
-        if (epoch <= 0 || epoch > entity.getEpochCnt()) {
-          continue;
-        }
-
-        metrics.add(
-            ModelMngDto.EpochMetric.builder()
-                .epoch(epoch)
-                .mIoU(0.80 + (Math.random() * 0.15)) // 샘플 데이터
-                .mFscore(0.85 + (Math.random() * 0.10)) // 샘플 데이터
-                .loss(0.3 - (Math.random() * 0.15)) // 샘플 데이터
-                .isBest(entity.getBestEpoch() != null && epoch == entity.getBestEpoch())
-                .build());
-      }
-    }
-
-    log.info("Epoch별 성능 지표 조회: uuid={}, metricsCount={}", uuid, metrics.size());
-
-    return metrics;
-  }
-}

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/AuditLogCoreService.java

@@ -2,6 +2,7 @@ package com.kamco.cd.training.postgres.core;
 
 import com.kamco.cd.training.common.service.BaseCoreService;
 import com.kamco.cd.training.log.dto.AuditLogDto;
+import com.kamco.cd.training.log.dto.AuditLogDto.DownloadReq;
 import com.kamco.cd.training.postgres.repository.log.AuditLogRepository;
 import java.time.LocalDate;
 import lombok.RequiredArgsConstructor;
@@ -45,6 +46,11 @@ public class AuditLogCoreService
     return auditLogRepository.findLogByAccount(searchRange, searchValue);
   }
 
+  public Page<AuditLogDto.DownloadRes> findLogByAccount(
+      AuditLogDto.searchReq searchReq, DownloadReq downloadReq) {
+    return auditLogRepository.findDownloadLog(searchReq, downloadReq);
+  }
+
   public Page<AuditLogDto.DailyDetail> getLogByDailyResult(
       AuditLogDto.searchReq searchRange, LocalDate logDate) {
     return auditLogRepository.findLogByDailyResult(searchRange, logDate);

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

@@ -1,17 +1,23 @@
 package com.kamco.cd.training.postgres.core;
 
-import com.fasterxml.jackson.core.type.TypeReference;
 import com.fasterxml.jackson.databind.ObjectMapper;
+import com.kamco.cd.training.common.enums.LearnDataRegister;
+import com.kamco.cd.training.common.enums.LearnDataType;
 import com.kamco.cd.training.common.exception.NotFoundException;
 import com.kamco.cd.training.common.service.BaseCoreService;
 import com.kamco.cd.training.dataset.dto.DatasetDto;
-import com.kamco.cd.training.model.dto.ModelMngDto;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetMngRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.Basic;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetClass;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetObjRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.SearchReq;
 import com.kamco.cd.training.postgres.entity.DatasetEntity;
+import com.kamco.cd.training.postgres.entity.DatasetObjEntity;
+import com.kamco.cd.training.postgres.repository.dataset.DatasetObjRepository;
 import com.kamco.cd.training.postgres.repository.dataset.DatasetRepository;
+import jakarta.transaction.Transactional;
 import java.time.ZonedDateTime;
-import java.util.HashMap;
 import java.util.List;
-import java.util.Map;
 import java.util.UUID;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
@@ -25,6 +31,7 @@ import org.springframework.stereotype.Service;
 public class DatasetCoreService
     implements BaseCoreService<DatasetDto.Basic, Long, DatasetDto.SearchReq> {
   private final DatasetRepository datasetRepository;
+  private final DatasetObjRepository datasetObjRepository;
   private final ObjectMapper objectMapper;
 
   /**
@@ -99,25 +106,26 @@ public class DatasetCoreService
     // 먼저 id1 필드를 임시값(0)으로 설정하여 저장
     DatasetEntity entity = new DatasetEntity();
     entity.setTitle(registerReq.getTitle());
-    entity.setYear(registerReq.getYear());
-    entity.setGroupTitle("PRODUCTION");
-    entity.setDataYear(registerReq.getYear());
+    //    entity.setYear(registerReq.getYear());
+    entity.setDataType(LearnDataType.PRODUCTION.getId());
+    entity.setCompareYyyy(registerReq.getCompareYear());
+    entity.setTargetYyyy(registerReq.getTargetYyyy());
     entity.setRoundNo(registerReq.getRoundNo() != null ? registerReq.getRoundNo() : 1L);
     entity.setMemo(registerReq.getMemo());
-    entity.setStatus("READY");
+    entity.setStatus(LearnDataRegister.READY.getId());
     entity.setDataType("CREATE");
     entity.setTotalItems(0L);
     entity.setTotalSize(0L);
     entity.setItemCount(0L);
     entity.setDeleted(false);
     entity.setCreatedDttm(ZonedDateTime.now());
-    entity.setId1(0L); // 임시값
+    //    entity.setId1(0L); // 임시값
 
     DatasetEntity savedEntity = datasetRepository.save(entity);
 
     // 저장 후 id1을 dataset_uid와 동일하게 업데이트
-    savedEntity.setId1(savedEntity.getId());
-    savedEntity = datasetRepository.save(savedEntity);
+    //    savedEntity.setId1(savedEntity.getId());
+    //    savedEntity = datasetRepository.save(savedEntity);
 
     return savedEntity.toDto();
   }
@@ -178,99 +186,68 @@ public class DatasetCoreService
         summaryReq.getDatasetIds().size(), totalMapSheets, totalFileSize, averageMapSheets);
   }
 
-  /**
-   * 활성 데이터셋 전체 조회 (학습 관리용)
-   *
-   * @return 데이터셋 정보 목록
-   */
-  public List<ModelMngDto.DatasetInfo> findAllActiveDatasetsForTraining() {
-    List<DatasetEntity> entities = datasetRepository.findByDeletedOrderByCreatedDttmDesc(false);
+  public Page<Basic> searchDatasetObjectList(SearchReq searchReq) {
+    Page<DatasetObjEntity> entityPage = datasetObjRepository.searchDatasetObjectList(searchReq);
+    return entityPage.map(DatasetObjEntity::toDto);
+  }
 
-    return entities.stream()
-        .map(
-            entity -> {
-              // totalSize를 읽기 쉬운 형식으로 변환
-              String totalSizeStr = formatFileSize(entity.getTotalSize());
-
-              // classCounts JSON 파싱
-              Map<String, Integer> classCounts = entity.getClassCounts();
-
-              return ModelMngDto.DatasetInfo.builder()
-                  .id(entity.getId())
-                  .title(entity.getTitle())
-                  .groupTitle(entity.getGroupTitle())
-                  .totalItems(entity.getTotalItems())
-                  .totalSize(totalSizeStr)
-                  .classCounts(classCounts)
-                  .memo(entity.getMemo())
-                  .createdDttm(entity.getCreatedDttm())
-                  .build();
-            })
-        .toList();
+  public UUID deleteDatasetObjByUuid(UUID uuid) {
+    DatasetObjEntity entity =
+        datasetObjRepository
+            .findByUuid(uuid)
+            .orElseThrow(() -> new NotFoundException("데이터셋 obj를 찾을 수 없습니다. ID: " + uuid));
+    entity.setDeleted(true);
+    datasetObjRepository.save(entity);
+    return entity.getUuid();
   }
 
   /**
-   * JSON 문자열을 Map으로 파싱
+   * 데이터셋 object class 조회
    *
-   * @param jsonStr JSON 문자열
-   * @return 클래스별 카운트 맵
+   * @param uuid dataset uuid
+   * @param type compare, target
+   * @return
    */
-  private Map<String, Integer> parseClassCounts(String jsonStr) {
-    if (jsonStr == null || jsonStr.trim().isEmpty()) {
-      return new HashMap<>();
-    }
-
-    try {
-      return objectMapper.readValue(jsonStr, new TypeReference<Map<String, Integer>>() {});
-    } catch (Exception e) {
-      log.warn("클래스 통계 JSON 파싱 실패: {}", jsonStr, e);
-      return new HashMap<>();
-    }
+  public List<DatasetClass> findDatasetObjClassByUuid(UUID uuid, String type) {
+    return datasetObjRepository.findDatasetObjClassByUuid(uuid, type);
   }
 
-  /**
-   * 데이터셋의 클래스 통계 계산 및 저장
-   *
-   * @param datasetId 데이터셋 ID
-   * @param classCounts 클래스별 카운트
-   */
-  public void updateClassCounts(Long datasetId, Map<String, Integer> classCounts) {
+  public Long getDatasetMaxStage(int compareYyyy, int targetYyyy) {
+    return datasetRepository.getDatasetMaxStage(compareYyyy, targetYyyy);
+  }
+
+  @Transactional
+  public Long insertDatasetMngData(DatasetMngRegDto mngRegDto) {
+    return datasetRepository.insertDatasetMngData(mngRegDto);
+  }
+
+  @Transactional
+  public void insertDatasetObj(DatasetObjRegDto objRegDto) {
+    datasetObjRepository.insertDatasetObj(objRegDto);
+  }
+
+  public String getFilePathByUUIDPathType(UUID uuid, String pathType) {
+    return datasetObjRepository.getFilePathByUUIDPathType(uuid, pathType);
+  }
+
+  public void insertDatasetTestObj(DatasetObjRegDto objRegDto) {
+    datasetObjRepository.insertDatasetTestObj(objRegDto);
+  }
+
+  public void updateDatasetUploadStatus(Long datasetUid) {
     DatasetEntity entity =
         datasetRepository
-            .findById(datasetId)
-            .orElseThrow(() -> new NotFoundException("데이터셋을 찾을 수 없습니다. ID: " + datasetId));
+            .findById(datasetUid)
+            .orElseThrow(() -> new NotFoundException("데이터셋을 찾을 수 없습니다. ID: " + datasetUid));
 
-    try {
-      entity.setClassCounts(classCounts);
-      datasetRepository.save(entity);
-      log.info("데이터셋 클래스 통계 업데이트 완료: datasetId={}, classes={}", datasetId, classCounts.keySet());
-    } catch (Exception e) {
-      log.error("클래스 통계 JSON 변환 실패: datasetId={}", datasetId, e);
-    }
+    entity.setStatus(LearnDataRegister.COMPLETED.getId());
   }
 
-  /**
-   * 파일 크기를 읽기 쉬운 형식으로 변환
-   *
-   * @param size 바이트 단위 크기
-   * @return 형식화된 문자열 (예: "1.5GB")
-   */
-  private String formatFileSize(Long size) {
-    if (size == null || size == 0) {
-      return "0 GB";
-    }
+  public void insertDatasetValObj(DatasetObjRegDto objRegDto) {
+    datasetObjRepository.insertDatasetValObj(objRegDto);
+  }
 
-    double gb = size / (1024.0 * 1024.0 * 1024.0);
-    if (gb >= 1.0) {
-      return String.format("%.2f GB", gb);
-    }
-
-    double mb = size / (1024.0 * 1024.0);
-    if (mb >= 1.0) {
-      return String.format("%.2f MB", mb);
-    }
-
-    double kb = size / 1024.0;
-    return String.format("%.2f KB", kb);
+  public Long findDatasetByUidExistsCnt(String uid) {
+    return datasetRepository.findDatasetByUidExistsCnt(uid);
   }
 }

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.exception.BadRequestException;
+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.model.dto.ModelMngDto;
+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;
@@ -17,83 +19,31 @@ import org.springframework.stereotype.Service;
 @Service
 @RequiredArgsConstructor
 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
    *
-   * @param createReq 등록 요청
+   * @param createReq ModelTrainMngDto.HyperParamDto
    * @return 등록된 버전명
    */
-  public String createHyperParam(HyperParamDto.HyperParamCreateReq createReq) {
-    String firstVersion = getFirstHyperParamVersion();
+  public Basic createHyperParam(HyperParam createReq) {
+    String firstVersion = getFirstHyperParamVersion(createReq.getModel());
 
     ModelHyperParamEntity entity = new ModelHyperParamEntity();
     entity.setHyperVer(firstVersion);
-
     applyHyperParam(entity, createReq);
 
     // user
     entity.setCreatedUid(userUtil.getId());
 
     ModelHyperParamEntity resultEntity = hyperParamRepository.save(entity);
-    return resultEntity.getHyperVer();
+    Basic basic = new Basic();
+    basic.setUuid(resultEntity.getUuid());
+    basic.setHyperVer(resultEntity.getHyperVer());
+    return basic;
   }
 
   /**
@@ -103,12 +53,15 @@ public class HyperParamCoreService {
    * @param createReq 등록 요청
    * @return ver
    */
-  public String updateHyperParam(UUID uuid, HyperParamDto.HyperParamCreateReq createReq) {
+  public String updateHyperParam(UUID uuid, HyperParam createReq) {
     ModelHyperParamEntity entity =
         hyperParamRepository
             .findHyperParamByUuid(uuid)
             .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
 
+    if (entity.getIsDefault()) {
+      throw new CustomApiException("UNPROCESSABLE_ENTITY_UPDATE", HttpStatus.UNPROCESSABLE_ENTITY);
+    }
     applyHyperParam(entity, createReq);
 
     // user
@@ -118,49 +71,6 @@ public class HyperParamCoreService {
     return entity.getHyperVer();
   }
 
-  private void applyHyperParam(
-      ModelHyperParamEntity entity, HyperParamDto.HyperParamCreateReq createReq) {
-    // Important
-    entity.setBackbone(createReq.getBackbone());
-    entity.setInputSize(createReq.getInputSize());
-    entity.setCropSize(createReq.getCropSize());
-    entity.setBatchSize(createReq.getBatchSize());
-
-    // Data
-    entity.setTrainNumWorkers(createReq.getTrainNumWorkers());
-    entity.setValNumWorkers(createReq.getValNumWorkers());
-    entity.setTestNumWorkers(createReq.getTestNumWorkers());
-    entity.setTrainShuffle(createReq.getTrainShuffle());
-    entity.setTrainPersistent(createReq.getTrainPersistent());
-    entity.setValPersistent(createReq.getValPersistent());
-
-    // Model Architecture
-    entity.setDropPathRate(createReq.getDropPathRate());
-    entity.setFrozenStages(createReq.getFrozenStages());
-    entity.setNeckPolicy(createReq.getNeckPolicy());
-    entity.setClassWeight(createReq.getClassWeight());
-    entity.setDecoderChannels(createReq.getDecoderChannels());
-
-    // Loss & Optimization
-    entity.setLearningRate(createReq.getLearningRate());
-    entity.setWeightDecay(createReq.getWeightDecay());
-    entity.setLayerDecayRate(createReq.getLayerDecayRate());
-    entity.setDdpFindUnusedParams(createReq.getDdpFindUnusedParams());
-    entity.setIgnoreIndex(createReq.getIgnoreIndex());
-    entity.setNumLayers(createReq.getNumLayers());
-
-    // Evaluation
-    entity.setMetrics(createReq.getMetrics());
-    entity.setSaveBest(createReq.getSaveBest());
-    entity.setSaveBestRule(createReq.getSaveBestRule());
-    entity.setValInterval(createReq.getValInterval());
-    entity.setLogInterval(createReq.getLogInterval());
-    entity.setVisInterval(createReq.getVisInterval());
-
-    // memo
-    entity.setMemo(createReq.getMemo());
-  }
-
   /**
    * 하이퍼파라미터 삭제
    *
@@ -172,85 +82,135 @@ public class HyperParamCoreService {
             .findHyperParamByUuid(uuid)
             .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
 
-    if (entity.getHyperVer().equals("HPs_0001")) {
-      throw new CustomApiException("CONFLICT", HttpStatus.CONFLICT, "HPs_0001 버전은 삭제할수 없습니다.");
+    //    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("Y");
+    entity.setDelYn(true);
     entity.setUpdatedUid(userUtil.getId());
     entity.setUpdatedDttm(ZonedDateTime.now());
   }
 
   /**
-   * 하이퍼파라미터 단건 조회
+   * 하이퍼파라미터 최적화 설정값 조회
    *
-   * @param hyperVer 하이퍼파라미터 버전
-   * @return 하이퍼파라미터 정보
+   * @return
    */
-  public ModelMngDto.HyperParamInfo findByHyperVer(String hyperVer) {
-    //    ModelHyperParamEntity entity =
-    //        hyperParamRepository
-    //            .findById(hyperVer)
-    //            .orElseThrow(() -> new NotFoundException("하이퍼파라미터를 찾을 수 없습니다: " + hyperVer));
-    //
-    //    if ("Y".equals(entity.getDelYn())) {
-    //      throw new NotFoundException("삭제된 하이퍼파라미터입니다: " + hyperVer);
-    //    }
-
-    return mapToHyperParamInfo(null);
+  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));
+    return entity.toDto();
   }
 
   /**
-   * 하이퍼파라미터 삭제 (논리 삭제)
+   * 하이퍼파라미터 상세 조회
    *
-   * @param hyperVer 하이퍼파라미터 버전
+   * @return
    */
-  public void deleteHyperParam(String hyperVer) {
-    // H1은 디폴트 버전이므로 삭제 불가
-    if ("H1".equals(hyperVer)) {
-      throw new BadRequestException("H1은 디폴트 하이퍼파라미터 버전이므로 삭제할 수 없습니다.");
-    }
-    //
-    //    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);
+  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(HyperParamDto.SearchReq req) {
-    return hyperParamRepository.findByHyperVerList(req);
+  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() {
+  public String getFirstHyperParamVersion(ModelType model) {
     return hyperParamRepository
-        .findHyperParamVer()
+        .findHyperParamVerByModelType(model)
         .map(ModelHyperParamEntity::getHyperVer)
-        .map(this::increase)
-        .orElse("HPs_0001");
+        .map(ver -> increase(ver, model))
+        .orElse(model.name() + "_000001");
   }
 
-  private String increase(String hyperVer) {
-    String prefix = "HPs_";
+  /**
+   * 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("%04d", num + 1);
+    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.setBatchSize(src.getBatchSize());
+
+    // Data
+    entity.setTrainNumWorkers(src.getTrainNumWorkers());
+    entity.setValNumWorkers(src.getValNumWorkers());
+    entity.setTestNumWorkers(src.getTestNumWorkers());
+    entity.setTrainShuffle(src.getTrainShuffle());
+    entity.setTrainPersistent(src.getTrainPersistent());
+    entity.setValPersistent(src.getValPersistent());
+
+    // Model Architecture
+    entity.setDropPathRate(src.getDropPathRate());
+    entity.setFrozenStages(src.getFrozenStages());
+    entity.setNeckPolicy(src.getNeckPolicy());
+    entity.setClassWeight(src.getClassWeight());
+    entity.setDecoderChannels(src.getDecoderChannels());
+
+    // Loss & Optimization
+    entity.setLearningRate(src.getLearningRate());
+    entity.setWeightDecay(src.getWeightDecay());
+    entity.setLayerDecayRate(src.getLayerDecayRate());
+    entity.setDdpFindUnusedParams(src.getDdpFindUnusedParams());
+    entity.setIgnoreIndex(src.getIgnoreIndex());
+    entity.setNumLayers(src.getNumLayers());
+
+    // Evaluation
+    entity.setMetrics(src.getMetrics());
+    entity.setSaveBest(src.getSaveBest());
+    entity.setSaveBestRule(src.getSaveBestRule());
+    entity.setValInterval(src.getValInterval());
+    entity.setLogInterval(src.getLogInterval());
+    entity.setVisInterval(src.getVisInterval());
+
+    // memo
+    entity.setMemo(src.getMemo());
   }
 }

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

@@ -1,197 +0,0 @@
-package com.kamco.cd.training.postgres.core;
-
-import com.kamco.cd.training.common.exception.BadRequestException;
-import com.kamco.cd.training.common.exception.NotFoundException;
-import com.kamco.cd.training.model.dto.ModelMngDto;
-import com.kamco.cd.training.model.dto.ModelMngDto.Basic;
-import com.kamco.cd.training.postgres.entity.ModelDatasetMappEntity;
-import com.kamco.cd.training.postgres.entity.ModelTrainMasterEntity;
-import com.kamco.cd.training.postgres.repository.model.ModelDatasetMappRepository;
-import com.kamco.cd.training.postgres.repository.model.ModelMngRepository;
-import java.time.ZonedDateTime;
-import java.util.List;
-import lombok.RequiredArgsConstructor;
-import org.springframework.data.domain.Page;
-import org.springframework.stereotype.Service;
-
-@Service
-@RequiredArgsConstructor
-public class ModelMngCoreService {
-  private final ModelMngRepository modelMngRepository;
-  private final ModelDatasetMappRepository modelDatasetMappRepository;
-
-  /**
-   * 모델 목록 조회
-   *
-   * @param searchReq 검색 조건
-   * @return 페이징 처리된 모델 목록
-   */
-  public Page<Basic> findByModels(ModelMngDto.SearchReq searchReq) {
-    Page<ModelTrainMasterEntity> entityPage = modelMngRepository.findByModels(searchReq);
-    return entityPage.map(ModelTrainMasterEntity::toDto);
-  }
-
-  /**
-   * 모델 상세 조회
-   *
-   * @param modelUid 모델 UID
-   * @return 모델 상세 정보
-   */
-  public ModelMngDto.Detail getModelDetail(Long modelUid) {
-    ModelTrainMasterEntity entity =
-        modelMngRepository
-            .findById(modelUid)
-            .orElseThrow(() -> new NotFoundException("모델을 찾을 수 없습니다. ID: " + modelUid));
-
-    if (Boolean.TRUE.equals(entity.getDelYn())) {
-      throw new NotFoundException("삭제된 모델입니다. ID: " + modelUid);
-    }
-
-    return ModelMngDto.Detail.builder()
-        .uuid(entity.getUuid().toString())
-        .modelVer(entity.getModelVer())
-        .epochVer(entity.getEpochVer())
-        .processStep(entity.getProcessStep())
-        .trainStartDttm(entity.getTrainStartDttm())
-        .epochCnt(entity.getEpochCnt())
-        .datasetRatio(entity.getDatasetRatio())
-        .bestEpoch(entity.getBestEpoch())
-        .confirmedBestEpoch(entity.getConfirmedBestEpoch())
-        .step1EndDttm(entity.getStep1EndDttm())
-        .step1Duration(entity.getStep1Duration())
-        .step2EndDttm(entity.getStep2EndDttm())
-        .step2Duration(entity.getStep2Duration())
-        .progressRate(entity.getProgressRate())
-        .createdDttm(entity.getCreatedDttm())
-        .updatedDttm(entity.getUpdatedDttm())
-        .modelPath(entity.getModelPath())
-        .errorMsg(entity.getErrorMsg())
-        .build();
-  }
-
-  /**
-   * 모델 상세 조회 (UUID 기반)
-   *
-   * @param uuid 모델 UUID
-   * @return 모델 상세 정보
-   */
-  public ModelMngDto.Detail getModelDetailByUuid(String uuid) {
-    ModelTrainMasterEntity entity = findByUuid(uuid);
-    return getModelDetail(entity.getId());
-  }
-
-  /**
-   * 학습 모델 전체 목록 조회 (삭제되지 않은 것만)
-   *
-   * @return 학습 모델 목록
-   */
-  public List<ModelMngDto.TrainListRes> findAllTrainModels() {
-    List<ModelTrainMasterEntity> entities =
-        modelMngRepository.findByDelYnOrderByCreatedDttmDesc(false);
-
-    return entities.stream()
-        .map(
-            entity ->
-                ModelMngDto.TrainListRes.builder()
-                    .uuid(entity.getUuid().toString())
-                    .modelVer(entity.getModelVer())
-                    .processStep(entity.getProcessStep())
-                    .trainStartDttm(entity.getTrainStartDttm())
-                    .progressRate(entity.getProgressRate())
-                    .epochCnt(entity.getEpochCnt())
-                    .step1EndDttm(entity.getStep1EndDttm())
-                    .step1Duration(entity.getStep1Duration())
-                    .step2EndDttm(entity.getStep2EndDttm())
-                    .step2Duration(entity.getStep2Duration())
-                    .createdDttm(entity.getCreatedDttm())
-                    .errorMsg(entity.getErrorMsg())
-                    .canResume(entity.getCanResume())
-                    .lastCheckpointEpoch(entity.getLastCheckpointEpoch())
-                    .build())
-        .toList();
-  }
-
-  /**
-   * 현재 실행 중인 모델 확인
-   *
-   * @return 실행 중인 모델 UUID (없으면 null)
-   */
-  public String findRunningModelUuid() {
-    return modelMngRepository
-        .findFirstByStatusCdAndDelYn("RUNNING", false)
-        .map(entity -> entity.getUuid().toString())
-        .orElse(null);
-  }
-
-  /**
-   * 학습 마스터 생성
-   *
-   * @param trainReq 학습 시작 요청
-   * @return 생성된 모델 Entity
-   */
-  public ModelTrainMasterEntity createTrainMaster(ModelMngDto.TrainStartReq trainReq) {
-    ModelTrainMasterEntity entity = new ModelTrainMasterEntity();
-    entity.setModelVer(trainReq.getHyperVer());
-    entity.setEpochVer(String.valueOf(trainReq.getEpoch()));
-    entity.setProcessStep("STEP1");
-    entity.setTrainStartDttm(ZonedDateTime.now());
-    entity.setEpochCnt(trainReq.getEpoch());
-    entity.setDatasetRatio(trainReq.getDatasetRatio());
-    entity.setDelYn(false);
-    entity.setCreatedDttm(ZonedDateTime.now());
-    entity.setProgressRate(0);
-
-    return modelMngRepository.save(entity);
-  }
-
-  /**
-   * 데이터셋 매핑 생성
-   *
-   * @param modelUid 모델 UID
-   * @param datasetIds 데이터셋 ID 목록
-   */
-  public void createDatasetMappings(Long modelUid, List<Long> datasetIds) {
-    for (Long datasetId : datasetIds) {
-      ModelDatasetMappEntity mapping = new ModelDatasetMappEntity();
-      mapping.setModelUid(modelUid);
-      mapping.setDatasetUid(datasetId);
-      mapping.setDatasetType("TRAIN");
-      modelDatasetMappRepository.save(mapping);
-    }
-  }
-
-  /**
-   * UUID로 모델 조회
-   *
-   * @param uuid UUID
-   * @return 모델 Entity
-   */
-  public ModelTrainMasterEntity findByUuid(String uuid) {
-    try {
-      java.util.UUID uuidObj = java.util.UUID.fromString(uuid);
-      return modelMngRepository
-          .findByUuid(uuidObj)
-          .orElseThrow(() -> new NotFoundException("모델을 찾을 수 없습니다. UUID: " + uuid));
-    } catch (IllegalArgumentException e) {
-      throw new BadRequestException("잘못된 UUID 형식입니다: " + uuid);
-    }
-  }
-
-  /**
-   * 모델 삭제 (논리 삭제)
-   *
-   * @param uuid UUID
-   */
-  public void deleteByUuid(String uuid) {
-    ModelTrainMasterEntity entity = findByUuid(uuid);
-
-    // 진행 중인 모델은 삭제 불가
-    //    if ("RUNNING".equals(entity.getStatusCd())) {
-    //      throw new BadRequestException("진행 중인 모델은 삭제할 수 없습니다.");
-    //    }
-
-    entity.setDelYn(true);
-    entity.setUpdatedDttm(ZonedDateTime.now());
-    modelMngRepository.save(entity);
-  }
-}

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

@@ -0,0 +1,50 @@
+package com.kamco.cd.training.postgres.core;
+
+import com.kamco.cd.training.postgres.repository.train.ModelTestMetricsJobRepository;
+import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelMetricJsonDto;
+import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelTestFileName;
+import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ResponsePathDto;
+import java.time.ZonedDateTime;
+import java.util.List;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+@Service
+@RequiredArgsConstructor
+public class ModelTestMetricsJobCoreService {
+
+  private final ModelTestMetricsJobRepository modelTestMetricsJobRepository;
+
+  @Transactional
+  public void updateModelMetricsTrainSaveYn(Long modelId, String stepNo) {
+    modelTestMetricsJobRepository.updateModelMetricsTrainSaveYn(modelId, stepNo);
+  }
+
+  // Test 로직 시작
+  public List<ResponsePathDto> getTestMetricSaveNotYetModelIds() {
+    return modelTestMetricsJobRepository.getTestMetricSaveNotYetModelIds();
+  }
+
+  public void insertModelMetricsTest(List<Object[]> batchArgs) {
+    modelTestMetricsJobRepository.insertModelMetricsTest(batchArgs);
+  }
+
+  public ModelMetricJsonDto getTestMetricPackingInfo(Long modelId) {
+    return modelTestMetricsJobRepository.getTestMetricPackingInfo(modelId);
+  }
+
+  public ModelTestFileName findModelTestFileNames(Long modelId) {
+    return modelTestMetricsJobRepository.findModelTestFileNames(modelId);
+  }
+
+  @Transactional
+  public void updatePackingStart(Long modelId, ZonedDateTime now) {
+    modelTestMetricsJobRepository.updatePackingStart(modelId, now);
+  }
+
+  @Transactional
+  public void updatePackingEnd(Long modelId, ZonedDateTime now, String failSuccState) {
+    modelTestMetricsJobRepository.updatePackingEnd(modelId, now, failSuccState);
+  }
+}

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

@@ -0,0 +1,121 @@
+package com.kamco.cd.training.postgres.core;
+
+import com.kamco.cd.training.common.exception.BadRequestException;
+import com.kamco.cd.training.common.exception.NotFoundException;
+import com.kamco.cd.training.common.utils.UserUtil;
+import com.kamco.cd.training.model.dto.ModelConfigDto;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.DetailSummary;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.HyperSummary;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelBestEpoch;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelFileInfo;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferHyperSummary;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.Basic;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.ModelProgressStepDto;
+import com.kamco.cd.training.postgres.entity.ModelMasterEntity;
+import com.kamco.cd.training.postgres.repository.model.ModelConfigRepository;
+import com.kamco.cd.training.postgres.repository.model.ModelDetailRepository;
+import java.util.List;
+import java.util.UUID;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Service;
+
+@Service
+@RequiredArgsConstructor
+public class ModelTrainDetailCoreService {
+  private final ModelDetailRepository modelDetailRepository;
+  private final ModelConfigRepository modelConfigRepository;
+  private final UserUtil userUtil;
+
+  /**
+   * UUID로 모델 조회
+   *
+   * @param uuid UUID
+   * @return 모델 Entity
+   */
+  public ModelMasterEntity findByUuid(String uuid) {
+    try {
+      UUID uuidObj = UUID.fromString(uuid);
+      return modelDetailRepository
+          .findByUuid(uuidObj)
+          .orElseThrow(() -> new NotFoundException("모델을 찾을 수 없습니다. UUID: " + uuid));
+    } catch (IllegalArgumentException e) {
+      throw new BadRequestException("잘못된 UUID 형식입니다: " + uuid);
+    }
+  }
+
+  /**
+   * 상세정보 페이지 > 요약정보
+   *
+   * @param uuid
+   * @return
+   */
+  public DetailSummary getModelDetailSummary(UUID uuid) {
+    return modelDetailRepository.getModelDetailSummary(uuid);
+  }
+
+  /**
+   * 하이퍼 파리미터 요약정보
+   *
+   * @param uuid 모델마스터 uuid
+   * @return
+   */
+  public HyperSummary getByModelHyperParamSummary(UUID uuid) {
+    return modelDetailRepository.getByModelHyperParamSummary(uuid);
+  }
+
+  public TransferHyperSummary getTransferHyperSummary(UUID uuid) {
+    return modelDetailRepository.getByModelTransferHyperParamSummary(uuid);
+  }
+
+  public List<MappingDataset> getByModelMappingDataset(UUID uuid) {
+    return modelDetailRepository.getByModelMappingDataset(uuid);
+  }
+
+  public Basic findByModelByUUID(UUID uuid) {
+    ModelMasterEntity entity = modelDetailRepository.findByModelByUUID(uuid);
+    return entity.toDto();
+  }
+
+  /**
+   * 모델 학습별 config 정보 조회
+   *
+   * @param modelId
+   * @return
+   */
+  public ModelConfigDto.Basic findModelConfig(Long modelId) {
+    return modelConfigRepository.findModelConfigByModelId(modelId).orElse(null);
+  }
+
+  public List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid) {
+    return modelDetailRepository.getModelTrainMetricResult(uuid);
+  }
+
+  public List<ModelValidationMetrics> getModelValidationMetricResult(UUID uuid) {
+    return modelDetailRepository.getModelValidationMetricResult(uuid);
+  }
+
+  public List<ModelTestMetrics> getModelTestMetricResult(UUID uuid) {
+    return modelDetailRepository.getModelTestMetricResult(uuid);
+  }
+
+  public ModelBestEpoch getModelTrainBestEpoch(UUID uuid) {
+    return modelDetailRepository.getModelTrainBestEpoch(uuid);
+  }
+
+  public ModelFileInfo getModelTrainFileInfo(UUID uuid) {
+    return modelDetailRepository.getModelTrainFileInfo(uuid);
+  }
+
+  public List<ModelProgressStepDto> findModelTrainProgressInfo(UUID uuid) {
+    return modelDetailRepository.findModelTrainProgressInfo(uuid);
+  }
+
+  public Basic findByModelBeforeId(Long beforeModelId) {
+    ModelMasterEntity entity = modelDetailRepository.findByModelBeforeId(beforeModelId);
+    return entity.toDto();
+  }
+}

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

@@ -0,0 +1,187 @@
+package com.kamco.cd.training.postgres.core;
+
+import com.kamco.cd.training.common.exception.CustomApiException;
+import com.kamco.cd.training.postgres.entity.ModelTrainJobEntity;
+import com.kamco.cd.training.postgres.repository.train.ModelTrainJobRepository;
+import com.kamco.cd.training.train.dto.ModelTrainJobDto;
+import java.time.ZonedDateTime;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import java.util.Optional;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.log4j.Log4j2;
+import org.springframework.http.HttpStatus;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+@Log4j2
+@Service
+@RequiredArgsConstructor
+@Transactional(readOnly = true)
+public class ModelTrainJobCoreService {
+
+  private final ModelTrainJobRepository modelTrainJobRepository;
+
+  public int findMaxAttemptNo(Long modelId) {
+    return modelTrainJobRepository.findMaxAttemptNo(modelId);
+  }
+
+  public Optional<ModelTrainJobDto> findLatestByModelId(Long modelId) {
+    return modelTrainJobRepository.findLatestByModelId(modelId).map(ModelTrainJobEntity::toDto);
+  }
+
+  public Optional<ModelTrainJobDto> findById(Long jobId) {
+    return modelTrainJobRepository.findById(jobId).map(ModelTrainJobEntity::toDto);
+  }
+
+  /** QUEUED Job 생성 */
+  @Transactional
+  public Long createQueuedJob(
+      Long modelId, int attemptNo, Map<String, Object> paramsJson, ZonedDateTime queuedDttm) {
+
+    ModelTrainJobEntity job = new ModelTrainJobEntity();
+    job.setModelId(modelId);
+    job.setAttemptNo(attemptNo);
+    job.setStatusCd("QUEUED");
+    job.setParamsJson(paramsJson);
+    job.setQueuedDttm(queuedDttm != null ? queuedDttm : ZonedDateTime.now());
+
+    modelTrainJobRepository.save(job);
+    modelTrainJobRepository.flush();
+    return job.getId();
+  }
+
+  /** 실행 시작 처리 */
+  @Transactional
+  public void markRunning(
+      Long jobId,
+      String containerName,
+      String logPath,
+      String lockedBy,
+      Integer totalEpoch,
+      String jobType) {
+    ModelTrainJobEntity job =
+        modelTrainJobRepository
+            .findById(jobId)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+
+    job.setStatusCd("RUNNING");
+    job.setContainerName(containerName);
+    job.setLogPath(logPath);
+    job.setStartedDttm(ZonedDateTime.now());
+    job.setLockedDttm(ZonedDateTime.now());
+    job.setLockedBy(lockedBy);
+    job.setJobType(jobType);
+
+    if (totalEpoch != null) {
+      job.setTotalEpoch(totalEpoch);
+    }
+  }
+
+  /**
+   * 성공 처리
+   *
+   * @param jobId
+   * @param exitCode
+   */
+  @Transactional
+  public void markSuccess(Long jobId, int exitCode) {
+    ModelTrainJobEntity job =
+        modelTrainJobRepository
+            .findById(jobId)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+
+    job.setStatusCd("SUCCESS");
+    job.setExitCode(exitCode);
+    job.setFinishedDttm(ZonedDateTime.now());
+  }
+
+  /**
+   * 실패 처리
+   *
+   * @param jobId
+   * @param exitCode
+   * @param errorMessage
+   */
+  @Transactional
+  public void markFailed(Long jobId, Integer exitCode, String errorMessage) {
+    ModelTrainJobEntity job =
+        modelTrainJobRepository
+            .findById(jobId)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+
+    job.setStatusCd("FAILED");
+    job.setExitCode(exitCode);
+    job.setErrorMessage(errorMessage);
+    job.setFinishedDttm(ZonedDateTime.now());
+
+    log.info("[TRAIN JOB FAIL] jobId={}, modelId={}", jobId, errorMessage);
+  }
+
+  /**
+   * 중단됨 처리
+   *
+   * @param jobId
+   * @param exitCode
+   * @param errorMessage
+   */
+  @Transactional
+  public void markPaused(Long jobId, Integer exitCode, String errorMessage) {
+    ModelTrainJobEntity job =
+        modelTrainJobRepository
+            .findById(jobId)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+
+    job.setStatusCd("STOPPED");
+    job.setExitCode(exitCode);
+    job.setErrorMessage(errorMessage);
+    job.setFinishedDttm(ZonedDateTime.now());
+
+    log.info("[TRAIN JOB FAIL] jobId={}, modelId={}", jobId, errorMessage);
+  }
+
+  /** 취소 처리 */
+  @Transactional
+  public void markCanceled(Long jobId) {
+    ModelTrainJobEntity job =
+        modelTrainJobRepository
+            .findById(jobId)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+
+    job.setStatusCd("STOPPED");
+    job.setFinishedDttm(ZonedDateTime.now());
+  }
+
+  @Transactional
+  public void updateEpoch(String containerName, Integer epoch) {
+    ModelTrainJobEntity job =
+        modelTrainJobRepository
+            .findByContainerName(containerName)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+
+    job.setCurrentEpoch(epoch);
+
+    if (Objects.equals(job.getTotalEpoch(), epoch)) {}
+  }
+
+  public void insertModelTestTrainingRun(Long modelId, Long jobId, int epoch) {
+    modelTrainJobRepository.insertModelTestTrainingRun(modelId, jobId, epoch);
+  }
+
+  /**
+   * 실행중인 학습이 있는지 조회
+   *
+   * @return
+   */
+  public List<ModelTrainJobDto> findRunningJobs() {
+    List<ModelTrainJobEntity> entity = modelTrainJobRepository.findRunningJobs();
+
+    if (entity == null || entity.isEmpty()) {
+      return Collections.emptyList();
+    }
+
+    return entity.stream().map(ModelTrainJobEntity::toDto).toList();
+  }
+}

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

@@ -0,0 +1,37 @@
+package com.kamco.cd.training.postgres.core;
+
+import com.kamco.cd.training.postgres.repository.train.ModelTrainMetricsJobRepository;
+import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ResponsePathDto;
+import java.util.List;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+@Service
+@RequiredArgsConstructor
+public class ModelTrainMetricsJobCoreService {
+
+  private final ModelTrainMetricsJobRepository modelTrainMetricsJobRepository;
+
+  public List<ResponsePathDto> getTrainMetricSaveNotYetModelIds() {
+    return modelTrainMetricsJobRepository.getTrainMetricSaveNotYetModelIds();
+  }
+
+  public void insertModelMetricsTrain(List<Object[]> batchArgs) {
+    modelTrainMetricsJobRepository.insertModelMetricsTrain(batchArgs);
+  }
+
+  @Transactional
+  public void updateModelMetricsTrainSaveYn(Long modelId, String stepNo) {
+    modelTrainMetricsJobRepository.updateModelMetricsTrainSaveYn(modelId, stepNo);
+  }
+
+  public void insertModelMetricsValidation(List<Object[]> batchArgs) {
+    modelTrainMetricsJobRepository.insertModelMetricsValidation(batchArgs);
+  }
+
+  @Transactional
+  public void updateModelSelectedBestEpoch(Long modelId, Integer epoch) {
+    modelTrainMetricsJobRepository.updateModelSelectedBestEpoch(modelId, epoch);
+  }
+}

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

@@ -0,0 +1,599 @@
+package com.kamco.cd.training.postgres.core;
+
+import com.kamco.cd.training.common.enums.HyperParamSelectType;
+import com.kamco.cd.training.common.enums.ModelType;
+import com.kamco.cd.training.common.enums.TrainStatusType;
+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.dataset.dto.DatasetDto.DatasetReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectDataSet;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectTransferDataSet;
+import com.kamco.cd.training.model.dto.ModelConfigDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.ListDto;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.TrainingDataset;
+import com.kamco.cd.training.postgres.entity.ModelConfigEntity;
+import com.kamco.cd.training.postgres.entity.ModelDatasetEntity;
+import com.kamco.cd.training.postgres.entity.ModelDatasetMappEntity;
+import com.kamco.cd.training.postgres.entity.ModelHyperParamEntity;
+import com.kamco.cd.training.postgres.entity.ModelMasterEntity;
+import com.kamco.cd.training.postgres.repository.dataset.DatasetRepository;
+import com.kamco.cd.training.postgres.repository.hyperparam.HyperParamRepository;
+import com.kamco.cd.training.postgres.repository.model.ModelConfigRepository;
+import com.kamco.cd.training.postgres.repository.model.ModelDatasetMappRepository;
+import com.kamco.cd.training.postgres.repository.model.ModelDatasetRepository;
+import com.kamco.cd.training.postgres.repository.model.ModelMngRepository;
+import com.kamco.cd.training.train.dto.ModelTrainLinkDto;
+import com.kamco.cd.training.train.dto.TrainRunRequest;
+import java.time.ZonedDateTime;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.UUID;
+import lombok.RequiredArgsConstructor;
+import org.springframework.data.domain.Page;
+import org.springframework.http.HttpStatus;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Propagation;
+import org.springframework.transaction.annotation.Transactional;
+
+@Service
+@RequiredArgsConstructor
+public class ModelTrainMngCoreService {
+
+  private final ModelMngRepository modelMngRepository;
+  private final ModelDatasetRepository modelDatasetRepository;
+  private final ModelDatasetMappRepository modelDatasetMapRepository;
+  private final ModelConfigRepository modelConfigRepository;
+  private final HyperParamRepository hyperParamRepository;
+  private final DatasetRepository datasetRepository;
+  private final UserUtil userUtil;
+
+  /**
+   * 모델 목록 조회
+   *
+   * @param searchReq 검색 조건
+   * @return 페이징 처리된 모델 목록
+   */
+  public Page<ListDto> findByModelList(ModelTrainMngDto.SearchReq searchReq) {
+    //    Page<ModelMasterEntity> entityPage = modelMngRepository.findByModels(searchReq);
+    //    return entityPage.map(ModelMasterEntity::toDto);
+    return modelMngRepository.findByModels(searchReq);
+  }
+
+  /**
+   * 학습모델 삭제
+   *
+   * @param uuid
+   */
+  public void deleteModel(UUID uuid) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+    entity.setDelYn(true);
+    entity.setUpdatedDttm(ZonedDateTime.now());
+    entity.setUpdatedUid(userUtil.getId());
+  }
+
+  /**
+   * 모델학습 저장
+   *
+   * @param addReq
+   * @return
+   */
+  public ModelTrainMngDto.Basic saveModel(ModelTrainMngDto.AddReq addReq) {
+    ModelMasterEntity entity = new ModelMasterEntity();
+    ModelHyperParamEntity hyperParamEntity = new ModelHyperParamEntity();
+
+    //     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.findByHyperVer("HPs_0001").orElse(null);
+
+    } else {
+      hyperParamEntity =
+          hyperParamRepository.findHyperParamByUuid(addReq.getHyperUuid()).orElse(null);
+    }
+
+    if (hyperParamEntity == null || hyperParamEntity.getHyperVer() == null) {
+      throw new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND);
+    }
+    // 하이퍼 파라미터 사용 횟수 업데이트
+    hyperParamEntity.setTotalUseCnt(
+        hyperParamEntity.getTotalUseCnt() == null ? 1 : hyperParamEntity.getTotalUseCnt() + 1);
+
+    // 최근 사용일시 업데이트
+    hyperParamEntity.setLastUsedDttm(ZonedDateTime.now());
+
+    String modelVer =
+        String.join(
+            ".", addReq.getModelNo(), hyperParamEntity.getHyperVer(), entity.getUuid().toString());
+    entity.setModelVer(modelVer);
+    entity.setHyperParamId(hyperParamEntity.getId());
+    entity.setModelNo(addReq.getModelNo());
+    entity.setTrainType(addReq.getTrainType()); // 일반, 전이
+    entity.setBeforeModelId(addReq.getBeforeModelId());
+
+    entity.setStatusCd(TrainStatusType.READY.getId());
+    entity.setStep1State(TrainStatusType.READY.getId());
+
+    entity.setCreatedUid(userUtil.getId());
+    ModelMasterEntity resultEntity = modelMngRepository.save(entity);
+
+    ModelTrainMngDto.Basic result = new ModelTrainMngDto.Basic();
+    result.setId(resultEntity.getId());
+    result.setUuid(resultEntity.getUuid());
+
+    return result;
+  }
+
+  /**
+   * data set 저장
+   *
+   * @param modelId 저장한 모델 학습 id
+   * @param addReq 요청 파라미터
+   */
+  public void saveModelDataset(Long modelId, ModelTrainMngDto.AddReq addReq) {
+    TrainingDataset dataset = addReq.getTrainingDataset();
+    ModelMasterEntity modelMasterEntity = new ModelMasterEntity();
+    ModelDatasetEntity datasetEntity = new ModelDatasetEntity();
+
+    modelMasterEntity.setId(modelId);
+    datasetEntity.setModel(modelMasterEntity);
+
+    if (addReq.getModelNo().equals(ModelType.G1.getId())) {
+      datasetEntity.setBuildingCnt(dataset.getSummary().getBuildingCnt());
+      datasetEntity.setContainerCnt(dataset.getSummary().getContainerCnt());
+    } else if (addReq.getModelNo().equals(ModelType.G2.getId())) {
+      datasetEntity.setWasteCnt(dataset.getSummary().getWasteCnt());
+    } else if (addReq.getModelNo().equals(ModelType.G3.getId())) {
+      datasetEntity.setLandCoverCnt(dataset.getSummary().getLandCoverCnt());
+    }
+
+    datasetEntity.setCreatedUid(userUtil.getId());
+
+    // data set 저장
+    modelDatasetRepository.save(datasetEntity);
+  }
+
+  /**
+   * 학습모델 수정
+   *
+   * @param modelId
+   * @param req
+   */
+  public void updateModelMaster(Long modelId, ModelTrainMngDto.UpdateReq req) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+    // 임시폴더 UID업데이트
+    if (req.getRequestPath() != null && !req.getRequestPath().isEmpty()) {
+      entity.setRequestPath(req.getRequestPath());
+    }
+  }
+
+  /**
+   * 모델 데이터셋 mapping 테이블 저장
+   *
+   * @param modelId 모델학습 id
+   * @param datasetList 선택한 data set
+   */
+  public void saveModelDatasetMap(Long modelId, List<Long> datasetList) {
+
+    for (Long datasetId : datasetList) {
+      ModelDatasetMappEntity mapEntity = new ModelDatasetMappEntity();
+      mapEntity.setModelUid(modelId);
+      mapEntity.setDatasetUid(datasetId);
+      modelDatasetMapRepository.save(mapEntity);
+    }
+  }
+
+  /**
+   * 모델학습 config 저장
+   *
+   * @param modelId 모델학습 id
+   * @param req 요청 파라미터
+   * @return
+   */
+  public void saveModelConfig(Long modelId, ModelTrainMngDto.ModelConfig req) {
+    ModelMasterEntity modelMasterEntity = new ModelMasterEntity();
+    ModelConfigEntity entity = new ModelConfigEntity();
+    modelMasterEntity.setId(modelId);
+    entity.setModel(modelMasterEntity);
+    entity.setEpochCount(
+        req.getEpochCnt() < 10
+            ? 10
+            : req.getEpochCnt()); // 에폭이 10 이하이면 10으로 고정하기. 10 이상 에폭으로 해야 best 에폭 파일이 생성되어 내려옴
+    entity.setTrainPercent(req.getTrainingCnt());
+    entity.setValidationPercent(req.getValidationCnt());
+    entity.setTestPercent(req.getTestCnt());
+    entity.setMemo(req.getMemo());
+
+    modelConfigRepository.save(entity);
+  }
+
+  /**
+   * 데이터셋 매핑 생성
+   *
+   * @param modelUid 모델 UID
+   * @param datasetIds 데이터셋 ID 목록
+   */
+  public void createDatasetMappings(Long modelUid, List<Long> datasetIds) {
+    for (Long datasetId : datasetIds) {
+      ModelDatasetMappEntity mapping = new ModelDatasetMappEntity();
+      mapping.setModelUid(modelUid);
+      mapping.setDatasetUid(datasetId);
+      mapping.setDatasetType("TRAIN");
+      modelDatasetMapRepository.save(mapping);
+    }
+  }
+
+  /**
+   * UUID로 모델 조회
+   *
+   * @param uuid UUID
+   * @return 모델 Entity
+   */
+  public ModelMasterEntity findByUuid(UUID uuid) {
+    try {
+      return modelMngRepository
+          .findByUuid(uuid)
+          .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+    } catch (IllegalArgumentException e) {
+      throw new BadRequestException("잘못된 UUID 형식입니다: " + uuid);
+    }
+  }
+
+  /**
+   * uuid로 model id 조회
+   *
+   * @param uuid
+   * @return
+   */
+  public Long findModelIdByUuid(UUID uuid) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+    return entity.getId();
+  }
+
+  /**
+   * 모델학습 아이디로 config정보 조회
+   *
+   * @param uuid
+   * @return
+   */
+  public ModelConfigDto.Basic findModelConfigByModelId(UUID uuid) {
+    ModelMasterEntity modelEntity = findByUuid(uuid);
+    return modelConfigRepository
+        .findModelConfigByModelId(modelEntity.getId())
+        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+  }
+
+  public ModelConfigDto.TransferBasic findModelTransferConfigByModelId(UUID uuid) {
+    ModelMasterEntity modelEntity = findByUuid(uuid);
+    return modelConfigRepository
+        .findModelTransferConfigByModelId(modelEntity.getId())
+        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+  }
+
+  /**
+   * 데이터셋 G1 목록
+   *
+   * @param req
+   * @return
+   */
+  public List<SelectDataSet> getDatasetSelectG1List(DatasetReq req) {
+    return datasetRepository.getDatasetSelectG1List(req);
+  }
+
+  /**
+   * 전이학습 데이터셋 G1 목록
+   *
+   * @param modelId 모델 Id
+   * @return
+   */
+  public List<SelectTransferDataSet> getDatasetTransferSelectG1List(Long modelId) {
+    return datasetRepository.getDatasetTransferSelectG1List(modelId);
+  }
+
+  /**
+   * 데이터셋 G2, G3 목록
+   *
+   * @param req
+   * @return
+   */
+  public List<SelectDataSet> getDatasetSelectG2G3List(DatasetReq req) {
+    return datasetRepository.getDatasetSelectG2G3List(req);
+  }
+
+  /**
+   * 전이학습 데이터셋 G2, G3 목록
+   *
+   * @param modelId 모델 Id
+   * @param modelNo G2, G3
+   * @return
+   */
+  public List<SelectTransferDataSet> getDatasetTransferSelectG2G3List(
+      Long modelId, String modelNo) {
+    return datasetRepository.getDatasetTransferSelectG2G3List(modelId, modelNo);
+  }
+
+  /**
+   * 모델관리 조회
+   *
+   * @param id
+   * @return
+   */
+  public ModelTrainMngDto.Basic findModelById(Long id) {
+    ModelMasterEntity entity =
+        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 */
+  @Transactional
+  public void markInProgress(Long modelId, Long jobId) {
+    ModelMasterEntity master =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    master.setStatusCd(TrainStatusType.IN_PROGRESS.getId());
+    master.setCurrentAttemptId(jobId);
+
+    // 필요하면 시작시간도 여기서 찍어줌
+    modelMngRepository.flush();
+  }
+
+  /** 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));
+
+    master.setLastError(null);
+    modelMngRepository.flush();
+  }
+
+  /** 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));
+
+    master.setStatusCd(TrainStatusType.STOPPED.getId());
+  }
+
+  /** 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));
+
+    master.setStatusCd(TrainStatusType.COMPLETED.getId());
+  }
+
+  /**
+   * step 1오류 처리(옵션) - Worker가 실패 시 호출
+   *
+   * @param modelId
+   * @param errorMessage
+   */
+  @Transactional
+  public void markError(Long modelId, String errorMessage) {
+    ModelMasterEntity master =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    master.setStatusCd(TrainStatusType.ERROR.getId());
+    master.setStep1State(TrainStatusType.ERROR.getId());
+    master.setLastError(errorMessage);
+    master.setUpdatedUid(userUtil.getId());
+    master.setUpdatedDttm(ZonedDateTime.now());
+  }
+
+  /**
+   * step 2오류 처리(옵션) - Worker가 실패 시 호출
+   *
+   * @param modelId
+   * @param errorMessage
+   */
+  @Transactional
+  public void markStep2Error(Long modelId, String errorMessage) {
+    ModelMasterEntity master =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    master.setStatusCd(TrainStatusType.ERROR.getId());
+    master.setStep2State(TrainStatusType.ERROR.getId());
+    master.setLastError(errorMessage);
+    master.setUpdatedUid(userUtil.getId());
+    master.setUpdatedDttm(ZonedDateTime.now());
+  }
+
+  @Transactional
+  public void markSuccess(Long modelId) {
+    ModelMasterEntity master =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    // 모델 상태 완료 처리
+    master.setStatusCd(TrainStatusType.COMPLETED.getId());
+
+    // (선택) 마지막 에러 메시지 비우기
+    master.setLastError(null);
+  }
+
+  /**
+   * 학습 실행에 필요한 파라미터 조회
+   *
+   * @param modelId
+   * @return
+   */
+  public TrainRunRequest findTrainRunRequest(Long modelId) {
+    return modelMngRepository.findTrainRunRequest(modelId);
+  }
+
+  /**
+   * step1 진행중 처리
+   *
+   * @param modelId
+   * @param jobId
+   */
+  @Transactional(propagation = Propagation.REQUIRES_NEW)
+  public void markStep1InProgress(Long modelId, Long jobId) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    entity.setStatusCd(TrainStatusType.IN_PROGRESS.getId());
+    entity.setStrtDttm(ZonedDateTime.now());
+    entity.setStep1StrtDttm(ZonedDateTime.now());
+    entity.setStep1State(TrainStatusType.IN_PROGRESS.getId());
+    entity.setCurrentAttemptId(jobId);
+    entity.setUpdatedDttm(ZonedDateTime.now());
+    entity.setUpdatedUid(userUtil.getId());
+  }
+
+  /**
+   * step2 진행중 처리
+   *
+   * @param modelId
+   */
+  @Transactional(propagation = Propagation.REQUIRES_NEW)
+  public void markStep2InProgress(Long modelId, Long jobId) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    entity.setStatusCd(TrainStatusType.IN_PROGRESS.getId());
+    entity.setStep2StrtDttm(ZonedDateTime.now());
+    entity.setStep2State(TrainStatusType.IN_PROGRESS.getId());
+    entity.setCurrentAttemptId(jobId);
+    entity.setUpdatedDttm(ZonedDateTime.now());
+    entity.setUpdatedUid(userUtil.getId());
+  }
+
+  /**
+   * step1 완료처리
+   *
+   * @param modelId
+   */
+  @Transactional(propagation = Propagation.REQUIRES_NEW)
+  public void markStep1Success(Long modelId) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    entity.setStatusCd(TrainStatusType.COMPLETED.getId());
+    entity.setStep1State(TrainStatusType.COMPLETED.getId());
+    entity.setStep1EndDttm(ZonedDateTime.now());
+    entity.setUpdatedDttm(ZonedDateTime.now());
+    entity.setUpdatedUid(userUtil.getId());
+  }
+
+  /**
+   * step2 완료처리
+   *
+   * @param modelId
+   */
+  @Transactional(propagation = Propagation.REQUIRES_NEW)
+  public void markStep2Success(Long modelId) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    entity.setStatusCd(TrainStatusType.COMPLETED.getId());
+    entity.setStep2State(TrainStatusType.COMPLETED.getId());
+    entity.setStep2EndDttm(ZonedDateTime.now());
+    entity.setUpdatedDttm(ZonedDateTime.now());
+    entity.setUpdatedUid(userUtil.getId());
+  }
+
+  public void updateModelMasterBestEpoch(Long modelId, int epoch) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findById(modelId)
+            .orElseThrow(() -> new IllegalArgumentException("Model not found: " + modelId));
+
+    entity.setBestEpoch(epoch);
+  }
+
+  /**
+   * 데이터셋 uid 조회
+   *
+   * @param datasetIds
+   * @return
+   */
+  public List<String> findDatasetUid(List<Long> datasetIds) {
+    return datasetRepository.findDatasetUid(datasetIds);
+  }
+
+  public List<Long> findModelDatasetMapp(Long modelId) {
+    List<Long> datasetUids = new ArrayList<>();
+    List<ModelDatasetMappEntity> entities = modelDatasetMapRepository.findByModelUid(modelId);
+    for (ModelDatasetMappEntity entity : entities) {
+      datasetUids.add(entity.getDatasetUid());
+    }
+
+    return datasetUids;
+  }
+
+  public Long findModelStep1InProgressCnt() {
+    return modelMngRepository.findModelStep1InProgressCnt();
+  }
+
+  /**
+   * train 링크할 파일 경로
+   *
+   * @param modelId
+   * @return
+   */
+  public List<ModelTrainLinkDto> findDatasetTrainPath(Long modelId) {
+    return modelDatasetMapRepository.findDatasetTrainPath(modelId);
+  }
+
+  /**
+   * validation 링크할 파일 경로
+   *
+   * @param modelId
+   * @return
+   */
+  public List<ModelTrainLinkDto> findDatasetValPath(Long modelId) {
+    return modelDatasetMapRepository.findDatasetValPath(modelId);
+  }
+
+  /**
+   * test 링크할 파일 경로
+   *
+   * @param modelId
+   * @return
+   */
+  public List<ModelTrainLinkDto> findDatasetTestPath(Long modelId) {
+    return modelDatasetMapRepository.findDatasetTestPath(modelId);
+  }
+}

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

@@ -2,6 +2,7 @@ package com.kamco.cd.training.postgres.core;
 
 import com.kamco.cd.training.postgres.repository.upload.UploadSessionRepository;
 import com.kamco.cd.training.upload.dto.UploadDto;
+import java.util.UUID;
 import lombok.RequiredArgsConstructor;
 import org.springframework.stereotype.Service;
 
@@ -39,8 +40,8 @@ public class UploadSessionCoreService {
     uploadSessionRepository.insertUploadSession(addReq);
   }
 
-  public UploadDto.uploadDto findByDatasetUid(Long datasetId, String uploadDivi) {
-    return uploadSessionRepository.findByDatasetUid(datasetId, uploadDivi);
+  public UploadDto.uploadDto findByDatasetUid(String uploadDivi, UUID uuid) {
+    return uploadSessionRepository.findByDatasetUid(uploadDivi, uuid);
   }
 
   public UploadDto.uploadDto findByUuid(String uuid) {

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

@@ -5,6 +5,7 @@ import com.kamco.cd.training.log.dto.EventStatus;
 import com.kamco.cd.training.log.dto.EventType;
 import com.kamco.cd.training.postgres.CommonCreateEntity;
 import jakarta.persistence.*;
+import java.util.UUID;
 import lombok.AccessLevel;
 import lombok.Getter;
 import lombok.NoArgsConstructor;
@@ -14,6 +15,7 @@ import lombok.NoArgsConstructor;
 @NoArgsConstructor(access = AccessLevel.PROTECTED)
 @Table(name = "tb_audit_log")
 public class AuditLogEntity extends CommonCreateEntity {
+
   @Id
   @GeneratedValue(strategy = GenerationType.IDENTITY)
   @Column(name = "audit_log_uid", nullable = false)
@@ -43,6 +45,12 @@ public class AuditLogEntity extends CommonCreateEntity {
   @Column(name = "error_log_uid")
   private Long errorLogUid;
 
+  @Column(name = "download_uuid")
+  private UUID downloadUuid;
+
+  @Column(name = "login_attempt_id")
+  private String loginAttemptId;
+
   public AuditLogEntity(
       Long userUid,
       EventType eventType,
@@ -51,7 +59,9 @@ public class AuditLogEntity extends CommonCreateEntity {
       String ipAddress,
       String requestUri,
       String requestBody,
-      Long errorLogUid) {
+      Long errorLogUid,
+      UUID downloadUuid,
+      String loginAttemptId) {
     this.userUid = userUid;
     this.eventType = eventType;
     this.eventStatus = eventStatus;
@@ -60,6 +70,31 @@ public class AuditLogEntity extends CommonCreateEntity {
     this.requestUri = requestUri;
     this.requestBody = requestBody;
     this.errorLogUid = errorLogUid;
+    this.downloadUuid = downloadUuid;
+    this.loginAttemptId = loginAttemptId;
+  }
+
+  /** 파일 다운로드 이력 생성 */
+  public static AuditLogEntity forFileDownload(
+      Long userId,
+      String requestUri,
+      String menuUid,
+      String ip,
+      int httpStatus,
+      UUID downloadUuid) {
+
+    return new AuditLogEntity(
+        userId,
+        EventType.DOWNLOAD, // 이벤트 타입 고정
+        httpStatus < 400 ? EventStatus.SUCCESS : EventStatus.FAILED, // 성공 여부
+        menuUid,
+        ip,
+        requestUri,
+        null, // requestBody 없음
+        null, // errorLogUid 없음
+        downloadUuid,
+        null // loginAttemptId 없음
+        );
   }
 
   public AuditLogDto.Basic toDto() {

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

@@ -30,19 +30,14 @@ public class DatasetEntity {
   @Column(name = "dataset_uid", nullable = false)
   private Long id;
 
-  @Column(name = "uuid", nullable = false)
-  private UUID uuid;
+  @Column(name = "compare_yyyy", nullable = false)
+  private Integer compareYyyy;
 
-  @Size(max = 200)
-  @Column(name = "group_title", length = 200)
-  private String groupTitle;
-
-  @Size(max = 10)
-  @Column(name = "data_year", length = 10)
-  private String dataYear;
+  @Column(name = "target_yyyy", nullable = false)
+  private Integer targetYyyy;
 
   @Size(max = 50)
-  @ColumnDefault("'CREATE'")
+  @ColumnDefault("'PRODUCTION'")
   @Column(name = "data_type", length = 50)
   private String dataType;
 
@@ -77,8 +72,9 @@ public class DatasetEntity {
   @Column(name = "mod_dttm")
   private Instant modDttm;
 
-  @Column(name = "id")
-  private Long id1;
+  @NotNull
+  @Column(name = "id", nullable = false)
+  private Long LegacyId;
 
   @Size(max = 50)
   @Column(name = "created_by", length = 50)
@@ -87,7 +83,7 @@ public class DatasetEntity {
   @NotNull
   @ColumnDefault("now()")
   @Column(name = "created_dttm", nullable = false)
-  private ZonedDateTime createdDttm;
+  private ZonedDateTime createdDttm = ZonedDateTime.now();
 
   @NotNull
   @ColumnDefault("false")
@@ -108,25 +104,40 @@ public class DatasetEntity {
   @Column(name = "updated_dttm")
   private ZonedDateTime updatedDttm;
 
-  @Size(max = 4)
-  @Column(name = "year", length = 4)
-  private String year;
+  @NotNull
+  @ColumnDefault("uuid_generate_v4()")
+  @Column(name = "uuid", nullable = false)
+  private UUID uuid = UUID.randomUUID();
 
-  @Column(name = "class_counts", columnDefinition = "jsonb")
+  @ColumnDefault("0")
+  @Column(name = "total_object_count")
+  private Long totalObjectCount;
+
+  @Size(max = 1000)
+  @Column(name = "dataset_path", length = 1000)
+  private String datasetPath;
+
+  @Column(name = "class_counts")
   @JdbcTypeCode(SqlTypes.JSON)
   private Map<String, Integer> classCounts;
 
+  @Size(max = 32)
+  @Column(name = "uid")
+  private String uid;
+
   public DatasetDto.Basic toDto() {
     return new DatasetDto.Basic(
         this.id,
         this.uuid,
-        this.groupTitle,
         this.title,
         this.roundNo,
+        this.compareYyyy,
+        this.targetYyyy,
         this.totalSize,
         this.memo,
         this.createdDttm,
         this.status,
-        this.deleted);
+        this.deleted,
+        this.dataType);
   }
 }

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

@@ -0,0 +1,118 @@
+package com.kamco.cd.training.postgres.entity;
+
+import com.kamco.cd.training.dataset.dto.DatasetObjDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.Basic;
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import java.util.UUID;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+import org.hibernate.annotations.JdbcTypeCode;
+import org.hibernate.type.SqlTypes;
+import org.locationtech.jts.geom.Geometry;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_dataset_obj")
+public class DatasetObjEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "obj_id", nullable = false)
+  private Long objId;
+
+  @NotNull
+  @Column(name = "dataset_uid", nullable = false)
+  private Long datasetUid;
+
+  @Column(name = "target_yyyy")
+  private Integer targetYyyy;
+
+  @Size(max = 255)
+  @Column(name = "target_class_cd")
+  private String targetClassCd;
+
+  @Column(name = "compare_yyyy")
+  private Integer compareYyyy;
+
+  @Size(max = 255)
+  @Column(name = "compare_class_cd")
+  private String compareClassCd;
+
+  @Size(max = 255)
+  @Column(name = "target_path")
+  private String targetPath;
+
+  @Size(max = 255)
+  @Column(name = "compare_path")
+  private String comparePath;
+
+  @Size(max = 255)
+  @Column(name = "label_path")
+  private String labelPath;
+
+  @Size(max = 255)
+  @Column(name = "geojson_path")
+  private String geojsonPath;
+
+  @Size(max = 255)
+  @Column(name = "map_sheet_num")
+  private String mapSheetNum;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @ColumnDefault("false")
+  @Column(name = "deleted")
+  private Boolean deleted;
+
+  @Column(name = "uuid")
+  private UUID uuid;
+
+  @Size(max = 32)
+  @Column(name = "uid")
+  private String uid;
+
+  @JdbcTypeCode(SqlTypes.JSON)
+  @Column(name = "geo_jsonb", columnDefinition = "jsonb")
+  private String geoJsonb;
+
+  @Column(name = "file_name")
+  private String fileName;
+
+  @Column(name = "geom", columnDefinition = "geometry")
+  private Geometry geom;
+
+  public Basic toDto() {
+    return new DatasetObjDto.Basic(
+        this.objId,
+        this.datasetUid,
+        this.targetYyyy,
+        this.targetClassCd,
+        this.compareYyyy,
+        this.compareClassCd,
+        this.targetPath,
+        this.comparePath,
+        this.labelPath,
+        this.geojsonPath,
+        this.mapSheetNum,
+        this.createdDttm,
+        this.createdUid,
+        this.deleted,
+        this.uuid,
+        this.geoJsonb);
+  }
+}

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

@@ -0,0 +1,117 @@
+package com.kamco.cd.training.postgres.entity;
+
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.Basic;
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import java.util.UUID;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+import org.hibernate.annotations.JdbcTypeCode;
+import org.hibernate.type.SqlTypes;
+import org.locationtech.jts.geom.Geometry;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_dataset_test_obj")
+public class DatasetTestObjEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "obj_id", nullable = false)
+  private Long objId;
+
+  @NotNull
+  @Column(name = "dataset_uid", nullable = false)
+  private Long datasetUid;
+
+  @Column(name = "target_yyyy")
+  private Integer targetYyyy;
+
+  @Size(max = 255)
+  @Column(name = "target_class_cd")
+  private String targetClassCd;
+
+  @Column(name = "compare_yyyy")
+  private Integer compareYyyy;
+
+  @Size(max = 255)
+  @Column(name = "compare_class_cd")
+  private String compareClassCd;
+
+  @Size(max = 255)
+  @Column(name = "target_path")
+  private String targetPath;
+
+  @Size(max = 255)
+  @Column(name = "compare_path")
+  private String comparePath;
+
+  @Size(max = 255)
+  @Column(name = "label_path")
+  private String labelPath;
+
+  @Size(max = 255)
+  @Column(name = "geojson_path")
+  private String geojsonPath;
+
+  @Size(max = 255)
+  @Column(name = "map_sheet_num")
+  private String mapSheetNum;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @ColumnDefault("false")
+  @Column(name = "deleted")
+  private Boolean deleted;
+
+  @Column(name = "uuid")
+  private UUID uuid;
+
+  @Size(max = 32)
+  @Column(name = "uid")
+  private String uid;
+
+  @JdbcTypeCode(SqlTypes.JSON)
+  @Column(name = "geo_jsonb", columnDefinition = "jsonb")
+  private String geoJsonb;
+
+  @Column(name = "file_name")
+  private String fileName;
+
+  @Column(name = "geom", columnDefinition = "geometry")
+  private Geometry geom;
+
+  public Basic toDto() {
+    return new Basic(
+        this.objId,
+        this.datasetUid,
+        this.targetYyyy,
+        this.targetClassCd,
+        this.compareYyyy,
+        this.compareClassCd,
+        this.targetPath,
+        this.comparePath,
+        this.labelPath,
+        this.geojsonPath,
+        this.mapSheetNum,
+        this.createdDttm,
+        this.createdUid,
+        this.deleted,
+        this.uuid,
+        this.geoJsonb);
+  }
+}

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

@@ -0,0 +1,117 @@
+package com.kamco.cd.training.postgres.entity;
+
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.Basic;
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import java.util.UUID;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+import org.hibernate.annotations.JdbcTypeCode;
+import org.hibernate.type.SqlTypes;
+import org.locationtech.jts.geom.Geometry;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_dataset_val_obj")
+public class DatasetValObjEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "obj_id", nullable = false)
+  private Long objId;
+
+  @NotNull
+  @Column(name = "dataset_uid", nullable = false)
+  private Long datasetUid;
+
+  @Column(name = "target_yyyy")
+  private Integer targetYyyy;
+
+  @Size(max = 255)
+  @Column(name = "target_class_cd")
+  private String targetClassCd;
+
+  @Column(name = "compare_yyyy")
+  private Integer compareYyyy;
+
+  @Size(max = 255)
+  @Column(name = "compare_class_cd")
+  private String compareClassCd;
+
+  @Size(max = 255)
+  @Column(name = "target_path")
+  private String targetPath;
+
+  @Size(max = 255)
+  @Column(name = "compare_path")
+  private String comparePath;
+
+  @Size(max = 255)
+  @Column(name = "label_path")
+  private String labelPath;
+
+  @Size(max = 255)
+  @Column(name = "geojson_path")
+  private String geojsonPath;
+
+  @Size(max = 255)
+  @Column(name = "map_sheet_num")
+  private String mapSheetNum;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @ColumnDefault("false")
+  @Column(name = "deleted")
+  private Boolean deleted;
+
+  @Column(name = "uuid")
+  private UUID uuid;
+
+  @Size(max = 32)
+  @Column(name = "uid")
+  private String uid;
+
+  @JdbcTypeCode(SqlTypes.JSON)
+  @Column(name = "geo_jsonb", columnDefinition = "jsonb")
+  private String geoJsonb;
+
+  @Column(name = "file_name")
+  private String fileName;
+
+  @Column(name = "geom", columnDefinition = "geometry")
+  private Geometry geom;
+
+  public Basic toDto() {
+    return new Basic(
+        this.objId,
+        this.datasetUid,
+        this.targetYyyy,
+        this.targetClassCd,
+        this.compareYyyy,
+        this.compareClassCd,
+        this.targetPath,
+        this.comparePath,
+        this.labelPath,
+        this.geojsonPath,
+        this.mapSheetNum,
+        this.createdDttm,
+        this.createdUid,
+        this.deleted,
+        this.uuid,
+        this.geoJsonb);
+  }
+}

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

@@ -0,0 +1,62 @@
+package com.kamco.cd.training.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import java.time.ZonedDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_config")
+public class ModelConfigEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "config_id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @ManyToOne(fetch = FetchType.LAZY, optional = false)
+  @JoinColumn(name = "model_id", nullable = false)
+  private ModelMasterEntity model;
+
+  @Column(name = "epoch_count")
+  private Integer epochCount;
+
+  @Column(name = "train_percent")
+  private Float trainPercent;
+
+  @Column(name = "validation_percent")
+  private Float validationPercent;
+
+  @Column(name = "test_percent")
+  private Float testPercent;
+
+  @Column(name = "memo")
+  private String memo;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @ColumnDefault("now()")
+  @Column(name = "updated_dttm")
+  private ZonedDateTime updatedDttm;
+
+  @Column(name = "updated_uid")
+  private Long updatedUid;
+}

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

@@ -0,0 +1,52 @@
+package com.kamco.cd.training.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import java.time.ZonedDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_dataset")
+public class ModelDatasetEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @ManyToOne(fetch = FetchType.LAZY, optional = false)
+  @JoinColumn(name = "model_id", nullable = false)
+  private ModelMasterEntity model;
+
+  @Column(name = "building_cnt")
+  private Long buildingCnt;
+
+  @Column(name = "container_cnt")
+  private Long containerCnt;
+
+  @Column(name = "waste_cnt")
+  private Long wasteCnt;
+
+  @Column(name = "land_cover_cnt")
+  private Long landCoverCnt;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm = ZonedDateTime.now();
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+}

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

@@ -0,0 +1,74 @@
+package com.kamco.cd.training.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_history")
+public class ModelHistoryEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "hst_id", nullable = false)
+  private Integer id;
+
+  @NotNull
+  @ManyToOne(fetch = FetchType.LAZY, optional = false)
+  @JoinColumn(name = "model_id", nullable = false)
+  private ModelMasterEntity model;
+
+  @Column(name = "model_no")
+  private Short modelNo;
+
+  @Size(max = 50)
+  @Column(name = "model_ver", length = 50)
+  private String modelVer;
+
+  @Column(name = "model_step")
+  private Short modelStep;
+
+  @Column(name = "step1_strt_dttm")
+  private ZonedDateTime step1StrtDttm;
+
+  @Column(name = "step1_end_dttm")
+  private ZonedDateTime step1EndDttm;
+
+  @Size(max = 20)
+  @Column(name = "step1_state", length = 20)
+  private String step1State;
+
+  @Column(name = "step2_strt_dttm")
+  private ZonedDateTime step2StrtDttm;
+
+  @Column(name = "step2_end_dttm")
+  private ZonedDateTime step2EndDttm;
+
+  @Size(max = 20)
+  @Column(name = "step2_state", length = 20)
+  private String step2State;
+
+  @Column(name = "error_msg", length = Integer.MAX_VALUE)
+  private String errorMsg;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+}

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

@@ -1,12 +1,11 @@
 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;
 import jakarta.validation.constraints.Size;
 import java.time.ZonedDateTime;
-import java.util.LinkedHashSet;
-import java.util.Set;
 import java.util.UUID;
 import lombok.Getter;
 import lombok.Setter;
@@ -193,10 +192,10 @@ public class ModelHyperParamEntity {
   @Column(name = "save_best_rule", nullable = false, length = 10)
   private String saveBestRule = "greater";
 
-  /** Default: 10 */
+  /** Default: 1 */
   @NotNull
   @Column(name = "val_interval", nullable = false)
-  private Integer valInterval = 10;
+  private Integer valInterval = 1;
 
   /** Default: 400 */
   @NotNull
@@ -280,9 +279,9 @@ public class ModelHyperParamEntity {
   private String memo;
 
   @NotNull
-  @ColumnDefault("'N'")
+  @ColumnDefault("false")
   @Column(name = "del_yn", nullable = false, length = 1)
-  private String delYn = "N";
+  private Boolean delYn = false;
 
   @NotNull
   @ColumnDefault("CURRENT_TIMESTAMP")
@@ -304,71 +303,94 @@ public class ModelHyperParamEntity {
   @Column(name = "last_used_dttm")
   private ZonedDateTime lastUsedDttm;
 
-  @Column(name = "m1_use_cnt")
-  private Long m1UseCnt = 0L;
+  @Column(name = "model_type")
+  @Enumerated(EnumType.STRING)
+  private ModelType modelType;
 
-  @Column(name = "m2_use_cnt")
-  private Long m2UseCnt = 0L;
+  @Column(name = "default_param")
+  private Boolean isDefault = false;
 
-  @Column(name = "m3_use_cnt")
-  private Long m3UseCnt = 0L;
-
-  @OneToMany(mappedBy = "hyperParams", fetch = FetchType.LAZY)
-  private Set<ModelTrainMasterEntity> trainMasters = new LinkedHashSet<>();
+  @Column(name = "total_use_cnt")
+  private Integer totalUseCnt = 0;
 
   public HyperParamDto.Basic toDto() {
     return new HyperParamDto.Basic(
-        this.id,
+        this.modelType,
         this.uuid,
         this.hyperVer,
+        this.createdDttm,
+        this.lastUsedDttm,
+        this.totalUseCnt,
+        // -------------------------
+        // Important
+        // -------------------------
         this.backbone,
         this.inputSize,
         this.cropSize,
-        this.epochCnt,
         this.batchSize,
-        this.dropPathRate,
-        this.frozenStages,
-        this.neckPolicy,
-        this.decoderChannels,
-        this.classWeight,
-        this.numLayers,
-        this.learningRate,
-        this.weightDecay,
-        this.layerDecayRate,
-        this.ddpFindUnusedParams,
-        this.ignoreIndex,
+
+        // -------------------------
+        // Data
+        // -------------------------
         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.memo,
-        this.delYn,
-        this.createdDttm,
-        this.createdUid,
-        this.updatedDttm,
-        this.updatedUid,
-        this.lastUsedDttm,
-        this.m1UseCnt,
-        this.m2UseCnt,
-        this.m3UseCnt);
+        this.isDefault);
   }
 }

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

@@ -0,0 +1,146 @@
+package com.kamco.cd.training.postgres.entity;
+
+import com.kamco.cd.training.model.dto.ModelTrainMngDto;
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import java.util.UUID;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_master")
+public class ModelMasterEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "model_id", nullable = false)
+  private Long id;
+
+  @Column(name = "hyper_param_id")
+  private Long hyperParamId;
+
+  @Size(max = 10)
+  @Column(name = "model_no", length = 10)
+  private String modelNo;
+
+  @Size(max = 200)
+  @Column(name = "model_ver", length = 200)
+  private String modelVer;
+
+  @Column(name = "model_step")
+  private Short modelStep;
+
+  @Size(max = 20)
+  @Column(name = "status_cd", length = 20)
+  private String statusCd;
+
+  @Column(name = "strt_dttm")
+  private ZonedDateTime strtDttm;
+
+  @Column(name = "step1_strt_dttm")
+  private ZonedDateTime step1StrtDttm;
+
+  @Column(name = "step1_end_dttm")
+  private ZonedDateTime step1EndDttm;
+
+  @Size(max = 20)
+  @Column(name = "step1_state", length = 20)
+  private String step1State;
+
+  @Column(name = "step2_strt_dttm")
+  private ZonedDateTime step2StrtDttm;
+
+  @Column(name = "step2_end_dttm")
+  private ZonedDateTime step2EndDttm;
+
+  @Size(max = 20)
+  @Column(name = "step2_state", length = 20)
+  private String step2State;
+
+  @Column(name = "del_yn")
+  private Boolean delYn = false;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm = ZonedDateTime.now();
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @Column(name = "updated_dttm")
+  private ZonedDateTime updatedDttm;
+
+  @Column(name = "updated_uid")
+  private Long updatedUid;
+
+  @Column(name = "uuid")
+  private UUID uuid = UUID.randomUUID();
+
+  @Column(name = "train_type")
+  private String trainType;
+
+  @Column(name = "before_model_id")
+  private Long beforeModelId;
+
+  @Column(name = "step1_metric_save_yn")
+  private Boolean step1MetricSaveYn;
+
+  @Column(name = "step2_metric_save_yn")
+  private Boolean step2MetricSaveYn;
+
+  @Column(name = "current_attempt_id")
+  private Long currentAttemptId;
+
+  @Column(name = "last_error")
+  private String lastError;
+
+  @Column(name = "best_epoch")
+  private Integer bestEpoch;
+
+  @Column(name = "request_path")
+  private String requestPath;
+
+  @Column(name = "response_path")
+  private String responsePath;
+
+  @Column(name = "packing_state")
+  private String packingState;
+
+  @Column(name = "packing_strt_dttm")
+  private ZonedDateTime packingStrtDttm;
+
+  @Column(name = "packing_end_dttm")
+  private ZonedDateTime packingEndDttm;
+
+  public ModelTrainMngDto.Basic toDto() {
+    return new ModelTrainMngDto.Basic(
+        this.id,
+        this.uuid,
+        this.modelVer,
+        this.strtDttm,
+        this.step1StrtDttm,
+        this.step1EndDttm,
+        this.step2StrtDttm,
+        this.step2EndDttm,
+        this.step1State,
+        this.step2State,
+        this.statusCd,
+        this.trainType,
+        this.modelNo,
+        this.currentAttemptId,
+        this.requestPath,
+        this.packingState,
+        this.packingStrtDttm,
+        this.packingEndDttm,
+        this.beforeModelId);
+  }
+}

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

@@ -0,0 +1,75 @@
+package com.kamco.cd.training.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_metrics_test")
+public class ModelMetricsTestEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "mtrc_id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @ManyToOne(fetch = FetchType.LAZY, optional = false)
+  @JoinColumn(name = "model_id", nullable = false)
+  private ModelMasterEntity model;
+
+  @Size(max = 50)
+  @Column(name = "model", length = 50)
+  private String model1;
+
+  @Column(name = "tp")
+  private Long tp;
+
+  @Column(name = "fp")
+  private Long fp;
+
+  @Column(name = "fn")
+  private Long fn;
+
+  @Column(name = "precisions")
+  private Float precisions;
+
+  @Column(name = "recall")
+  private Float recall;
+
+  @Column(name = "f1_score")
+  private Float f1Score;
+
+  @Column(name = "accuracy")
+  private Float accuracy;
+
+  @Column(name = "iou")
+  private Float iou;
+
+  @Column(name = "detection_count")
+  private Long detectionCount;
+
+  @Column(name = "gt_count")
+  private Long gtCount;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+}

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

@@ -0,0 +1,55 @@
+package com.kamco.cd.training.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import java.time.ZonedDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_metrics_train")
+public class ModelMetricsTrainEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "mtrc_id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @ManyToOne(fetch = FetchType.LAZY, optional = false)
+  @JoinColumn(name = "model_id", nullable = false)
+  private ModelMasterEntity model;
+
+  @Column(name = "epoch")
+  private Integer epoch;
+
+  @Column(name = "iteration")
+  private Long iteration;
+
+  @Column(name = "loss")
+  private Double loss;
+
+  @Column(name = "lr")
+  private Double lr;
+
+  @Column(name = "duration_time")
+  private Float durationTime;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+}

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

@@ -0,0 +1,79 @@
+package com.kamco.cd.training.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import java.time.ZonedDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_metrics_validation")
+public class ModelMetricsValidationEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "mtrc_id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @ManyToOne(fetch = FetchType.LAZY, optional = false)
+  @JoinColumn(name = "model_id", nullable = false)
+  private ModelMasterEntity model;
+
+  @Column(name = "epoch")
+  private Integer epoch;
+
+  @Column(name = "a_acc")
+  private Float aAcc;
+
+  @Column(name = "m_fscore")
+  private Float mFscore;
+
+  @Column(name = "m_precision")
+  private Float mPrecision;
+
+  @Column(name = "m_recall")
+  private Float mRecall;
+
+  @Column(name = "m_iou")
+  private Float mIou;
+
+  @Column(name = "m_acc")
+  private Float mAcc;
+
+  @Column(name = "changed_fscore")
+  private Float changedFscore;
+
+  @Column(name = "changed_precision")
+  private Float changedPrecision;
+
+  @Column(name = "changed_recall")
+  private Float changedRecall;
+
+  @Column(name = "unchanged_fscore")
+  private Float unchangedFscore;
+
+  @Column(name = "unchanged_precision")
+  private Float unchangedPrecision;
+
+  @Column(name = "unchanged_recall")
+  private Float unchangedRecall;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+}

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

@@ -0,0 +1,42 @@
+package com.kamco.cd.training.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import java.time.OffsetDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_test_training_run")
+public class ModelTestTrainingRunEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "tsr_id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @Column(name = "model_id", nullable = false)
+  private Long modelId;
+
+  @Column(name = "attempt_no")
+  private Integer attemptNo;
+
+  @Column(name = "job_id")
+  private Long jobId;
+
+  @Column(name = "epoch")
+  private Integer epoch;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private OffsetDateTime createdDttm;
+}

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

@@ -0,0 +1,105 @@
+package com.kamco.cd.training.postgres.entity;
+
+import com.kamco.cd.training.train.dto.ModelTrainJobDto;
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import java.util.Map;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+import org.hibernate.annotations.JdbcTypeCode;
+import org.hibernate.type.SqlTypes;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_model_train_job")
+public class ModelTrainJobEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @Column(name = "model_id", nullable = false)
+  private Long modelId;
+
+  @NotNull
+  @Column(name = "attempt_no", nullable = false)
+  private Integer attemptNo;
+
+  @Size(max = 30)
+  @NotNull
+  @Column(name = "status_cd", nullable = false, length = 30)
+  private String statusCd;
+
+  @NotNull
+  @Column(name = "params_json", nullable = false)
+  @JdbcTypeCode(SqlTypes.JSON)
+  private Map<String, Object> paramsJson;
+
+  @Size(max = 200)
+  @Column(name = "container_name", length = 200)
+  private String containerName;
+
+  @Size(max = 500)
+  @Column(name = "log_path", length = 500)
+  private String logPath;
+
+  @Column(name = "exit_code")
+  private Integer exitCode;
+
+  @Column(name = "error_message", columnDefinition = "TEXT")
+  private String errorMessage;
+
+  @ColumnDefault("now()")
+  @Column(name = "queued_dttm")
+  private ZonedDateTime queuedDttm;
+
+  @Column(name = "started_dttm")
+  private ZonedDateTime startedDttm;
+
+  @Column(name = "finished_dttm")
+  private ZonedDateTime finishedDttm;
+
+  @Column(name = "locked_dttm")
+  private ZonedDateTime lockedDttm;
+
+  @Size(max = 100)
+  @Column(name = "locked_by", length = 100)
+  private String lockedBy;
+
+  @Column(name = "total_epoch")
+  private Integer totalEpoch;
+
+  @Column(name = "current_epoch")
+  private Integer currentEpoch;
+
+  @Column(name = "job_type")
+  private String jobType;
+
+  public ModelTrainJobDto toDto() {
+    return new ModelTrainJobDto(
+        this.id,
+        this.modelId,
+        this.attemptNo,
+        this.statusCd,
+        this.exitCode,
+        this.errorMessage,
+        this.containerName,
+        this.paramsJson,
+        this.queuedDttm,
+        this.startedDttm,
+        this.finishedDttm,
+        this.totalEpoch,
+        this.currentEpoch);
+  }
+}

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

@@ -1,191 +0,0 @@
-package com.kamco.cd.training.postgres.entity;
-
-import com.kamco.cd.training.model.dto.ModelMngDto;
-import jakarta.persistence.Column;
-import jakarta.persistence.Entity;
-import jakarta.persistence.FetchType;
-import jakarta.persistence.GeneratedValue;
-import jakarta.persistence.GenerationType;
-import jakarta.persistence.Id;
-import jakarta.persistence.JoinColumn;
-import jakarta.persistence.ManyToOne;
-import jakarta.persistence.Table;
-import jakarta.validation.constraints.NotNull;
-import jakarta.validation.constraints.Size;
-import java.time.ZonedDateTime;
-import java.util.UUID;
-import lombok.Getter;
-import lombok.Setter;
-import org.hibernate.annotations.ColumnDefault;
-import org.hibernate.annotations.OnDelete;
-import org.hibernate.annotations.OnDeleteAction;
-import org.hibernate.annotations.UuidGenerator;
-
-@Getter
-@Setter
-@Entity
-@Table(name = "tb_model_train_master")
-public class ModelTrainMasterEntity {
-
-  @Id
-  @GeneratedValue(strategy = GenerationType.IDENTITY)
-  @Column(name = "model_uid", nullable = false)
-  private Long id;
-
-  @Size(max = 50)
-  @NotNull
-  @Column(name = "model_ver", nullable = false, length = 50)
-  private String modelVer;
-
-  @Size(max = 50)
-  @Column(name = "hyper_ver", length = 50)
-  private String hyperVer;
-
-  /** tb_model_train_master.hyper_param_id -> tb_model_hyper_params.hyper_param_id */
-  @NotNull
-  @Column(name = "hyper_param_id", nullable = false)
-  private Long hyperParamId;
-
-  /** - hyperParamId 컬럼으로 저장/수정하고 - 객체로 조회할 때만 hyperParams 사용 */
-  @ManyToOne(fetch = FetchType.LAZY)
-  @JoinColumn(
-      name = "hyper_param_id",
-      referencedColumnName = "hyper_param_id",
-      insertable = false,
-      updatable = false)
-  private ModelHyperParamEntity hyperParams;
-
-  @Size(max = 50)
-  @Column(name = "epoch_ver", length = 50)
-  private String epochVer;
-
-  @Size(max = 50)
-  @Column(name = "process_step", length = 50)
-  private String processStep;
-
-  @Column(name = "train_start_dttm")
-  private ZonedDateTime trainStartDttm;
-
-  @Column(name = "epoch_cnt")
-  private Integer epochCnt;
-
-  @Size(max = 50)
-  @Column(name = "dataset_ratio", length = 50)
-  private String datasetRatio;
-
-  @Column(name = "best_epoch")
-  private Integer bestEpoch;
-
-  @Column(name = "step1_end_dttm")
-  private ZonedDateTime step1EndDttm;
-
-  @Column(name = "step1_duration")
-  private ZonedDateTime step1Duration;
-
-  @Column(name = "step2_end_dttm")
-  private ZonedDateTime step2EndDttm;
-
-  @Column(name = "step2_duration")
-  private ZonedDateTime step2Duration;
-
-  @NotNull
-  @ColumnDefault("false")
-  @Column(name = "del_yn", nullable = false)
-  private Boolean delYn = false;
-
-  @Column(name = "created_uid")
-  private Long createdUid;
-
-  @Column(name = "updated_uid")
-  private Long updatedUid;
-
-  @ColumnDefault("now()")
-  @Column(name = "created_dttm")
-  private ZonedDateTime createdDttm;
-
-  @Column(name = "updated_dttm")
-  private ZonedDateTime updatedDttm;
-
-  @ColumnDefault("0")
-  @Column(name = "progress_rate")
-  private Integer progressRate;
-
-  @Column(name = "stop_dttm")
-  private ZonedDateTime stopDttm;
-
-  @Column(name = "confirmed_best_epoch")
-  private Integer confirmedBestEpoch;
-
-  @Size(max = 255)
-  @Column(name = "model_path")
-  private String modelPath;
-
-  @Column(name = "error_msg")
-  private String errorMsg;
-
-  @Column(name = "step2_start_dttm")
-  private ZonedDateTime step2StartDttm;
-
-  @Size(max = 1000)
-  @Column(name = "train_log_path", length = 1000)
-  private String trainLogPath;
-
-  @Column(name = "memo")
-  private String memo;
-
-  /** 기존 자기참조(base_model_uid)는 유지 */
-  @ManyToOne(fetch = FetchType.LAZY)
-  @OnDelete(action = OnDeleteAction.SET_NULL)
-  @JoinColumn(name = "base_model_uid")
-  private ModelTrainMasterEntity baseModel;
-
-  @Size(max = 1000)
-  @Column(name = "pretrained_model_path", length = 1000)
-  private String pretrainedModelPath;
-
-  @Column(name = "last_checkpoint_epoch")
-  private Integer lastCheckpointEpoch;
-
-  @Size(max = 500)
-  @Column(name = "checkpoint_path", length = 500)
-  private String checkpointPath;
-
-  @Column(name = "can_resume")
-  private Boolean canResume;
-
-  @NotNull
-  @UuidGenerator
-  @Column(name = "uuid", nullable = false, updatable = false)
-  private UUID uuid = UUID.randomUUID();
-
-  @Size(max = 10)
-  @Column(name = "step1_status", length = 10)
-  private String step1Status;
-
-  @Size(max = 10)
-  @Column(name = "step2_status", length = 10)
-  private String step2Status;
-
-  @Size(max = 10)
-  @Column(name = "transfer_status", length = 10)
-  private String transferStatus;
-
-  @Size(max = 10)
-  @Column(name = "status_cd", length = 10)
-  private String statusCd;
-
-  public ModelMngDto.Basic toDto() {
-    return new ModelMngDto.Basic(
-        this.id,
-        this.uuid,
-        this.modelVer,
-        this.trainStartDttm,
-        this.step1EndDttm,
-        this.step1Duration,
-        this.step2EndDttm,
-        this.step2Duration,
-        this.step1Status,
-        this.step2Status,
-        this.transferStatus);
-  }
-}

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

@@ -0,0 +1,7 @@
+package com.kamco.cd.training.postgres.repository.dataset;
+
+import com.kamco.cd.training.postgres.entity.DatasetObjEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface DatasetObjRepository
+    extends JpaRepository<DatasetObjEntity, Long>, DatasetObjRepositoryCustom {}

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

@@ -0,0 +1,27 @@
+package com.kamco.cd.training.postgres.repository.dataset;
+
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetClass;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetObjRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.SearchReq;
+import com.kamco.cd.training.postgres.entity.DatasetObjEntity;
+import java.util.List;
+import java.util.Optional;
+import java.util.UUID;
+import org.springframework.data.domain.Page;
+
+public interface DatasetObjRepositoryCustom {
+
+  Optional<DatasetObjEntity> findByUuid(UUID id);
+
+  Page<DatasetObjEntity> searchDatasetObjectList(SearchReq searchReq);
+
+  List<DatasetClass> findDatasetObjClassByUuid(UUID uuid, String type);
+
+  void insertDatasetObj(DatasetObjRegDto objRegDto);
+
+  String getFilePathByUUIDPathType(UUID uuid, String pathType);
+
+  void insertDatasetTestObj(DatasetObjRegDto objRegDto);
+
+  void insertDatasetValObj(DatasetObjRegDto objRegDto);
+}

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

@@ -0,0 +1,279 @@
+package com.kamco.cd.training.postgres.repository.dataset;
+
+import static com.kamco.cd.training.postgres.entity.QDatasetEntity.datasetEntity;
+import static com.kamco.cd.training.postgres.entity.QDatasetObjEntity.datasetObjEntity;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetClass;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.DatasetObjRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetObjDto.SearchReq;
+import com.kamco.cd.training.postgres.entity.DatasetEntity;
+import com.kamco.cd.training.postgres.entity.DatasetObjEntity;
+import com.kamco.cd.training.postgres.entity.QDatasetEntity;
+import com.querydsl.core.BooleanBuilder;
+import com.querydsl.core.types.Expression;
+import com.querydsl.core.types.Projections;
+import com.querydsl.core.types.dsl.Expressions;
+import com.querydsl.core.types.dsl.StringPath;
+import com.querydsl.jpa.impl.JPAQueryFactory;
+import jakarta.persistence.EntityManager;
+import jakarta.persistence.EntityNotFoundException;
+import jakarta.persistence.PersistenceContext;
+import java.util.List;
+import java.util.Objects;
+import java.util.Optional;
+import java.util.UUID;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.commons.lang3.StringUtils;
+import org.locationtech.jts.geom.Geometry;
+import org.springframework.data.domain.Page;
+import org.springframework.data.domain.PageImpl;
+import org.springframework.data.domain.Pageable;
+import org.springframework.stereotype.Repository;
+
+@Slf4j
+@Repository
+@RequiredArgsConstructor
+public class DatasetObjRepositoryImpl implements DatasetObjRepositoryCustom {
+
+  private final JPAQueryFactory queryFactory;
+  private final QDatasetEntity dataset = datasetEntity;
+
+  @PersistenceContext EntityManager em;
+
+  @Override
+  public Optional<DatasetObjEntity> findByUuid(UUID id) {
+    return Optional.ofNullable(
+        queryFactory
+            .select(datasetObjEntity)
+            .from(datasetObjEntity)
+            .where(datasetObjEntity.uuid.eq(id), datasetObjEntity.deleted.isFalse())
+            .fetchOne());
+  }
+
+  @Override
+  public void insertDatasetTestObj(DatasetObjRegDto objRegDto) {
+    ObjectMapper objectMapper = new ObjectMapper();
+    String json;
+    Geometry geometry;
+    String geometryJson;
+    try {
+      json = objectMapper.writeValueAsString(objRegDto.getGeojson());
+      geometryJson =
+          objectMapper.writeValueAsString(
+              objRegDto.getGeojson().path("features").get(0).path("geometry"));
+    } catch (JsonProcessingException e) {
+      throw new RuntimeException(e);
+    }
+
+    try {
+      em.createNativeQuery(
+              """
+            insert into tb_dataset_test_obj
+          (dataset_uid, target_yyyy, target_class_cd,
+           compare_yyyy, compare_class_cd,
+           target_path, compare_path, label_path, geo_jsonb, map_sheet_num, file_name, geom, geojson_path)
+          values
+          (?, ?, ?, ?, ?, ?, ?, ?, cast(? as jsonb), ?, ?, ST_SetSRID(ST_GeomFromGeoJSON(?), 5186), ?)
+          """)
+          .setParameter(1, objRegDto.getDatasetUid())
+          .setParameter(2, objRegDto.getTargetYyyy())
+          .setParameter(3, objRegDto.getTargetClassCd())
+          .setParameter(4, objRegDto.getCompareYyyy())
+          .setParameter(5, objRegDto.getCompareClassCd())
+          .setParameter(6, objRegDto.getTargetPath())
+          .setParameter(7, objRegDto.getComparePath())
+          .setParameter(8, objRegDto.getLabelPath())
+          .setParameter(9, json)
+          .setParameter(10, objRegDto.getMapSheetNum())
+          .setParameter(11, objRegDto.getFileName())
+          .setParameter(12, geometryJson)
+          .setParameter(13, objRegDto.getGeojsonPath())
+          .executeUpdate();
+    } catch (Exception e) {
+      throw new RuntimeException(e);
+    }
+  }
+
+  @Override
+  public void insertDatasetValObj(DatasetObjRegDto objRegDto) {
+    ObjectMapper objectMapper = new ObjectMapper();
+    String json;
+    String geometryJson;
+    try {
+      json = objectMapper.writeValueAsString(objRegDto.getGeojson());
+      geometryJson =
+          objectMapper.writeValueAsString(
+              objRegDto.getGeojson().path("features").get(0).path("geometry"));
+    } catch (JsonProcessingException e) {
+      throw new RuntimeException(e);
+    }
+
+    try {
+      em.createNativeQuery(
+              """
+        insert into tb_dataset_val_obj
+      (dataset_uid, target_yyyy, target_class_cd,
+       compare_yyyy, compare_class_cd,
+       target_path, compare_path, label_path, geo_jsonb, map_sheet_num, file_name, geom, geojson_path)
+      values
+      (?, ?, ?, ?, ?, ?, ?, ?, cast(? as jsonb), ?, ?, ST_SetSRID(ST_GeomFromGeoJSON(?), 5186), ?)
+      """)
+          .setParameter(1, objRegDto.getDatasetUid())
+          .setParameter(2, objRegDto.getTargetYyyy())
+          .setParameter(3, objRegDto.getTargetClassCd())
+          .setParameter(4, objRegDto.getCompareYyyy())
+          .setParameter(5, objRegDto.getCompareClassCd())
+          .setParameter(6, objRegDto.getTargetPath())
+          .setParameter(7, objRegDto.getComparePath())
+          .setParameter(8, objRegDto.getLabelPath())
+          .setParameter(9, json)
+          .setParameter(10, objRegDto.getMapSheetNum())
+          .setParameter(11, objRegDto.getFileName())
+          .setParameter(12, geometryJson)
+          .setParameter(13, objRegDto.getGeojsonPath())
+          .executeUpdate();
+    } catch (Exception e) {
+      throw new RuntimeException(e);
+    }
+  }
+
+  @Override
+  public Page<DatasetObjEntity> searchDatasetObjectList(SearchReq searchReq) {
+    Pageable pageable = searchReq.toPageable();
+    BooleanBuilder builder = new BooleanBuilder();
+
+    if (StringUtils.isNotBlank(searchReq.getCompareClassCd())) {
+      builder.and(datasetObjEntity.compareClassCd.eq(searchReq.getCompareClassCd()));
+    }
+    if (StringUtils.isNotBlank(searchReq.getTargetClassCd())) {
+      builder.and(datasetObjEntity.targetClassCd.eq(searchReq.getTargetClassCd()));
+    }
+    if (StringUtils.isNotBlank(searchReq.getMapSheetNum())) {
+      builder.and(datasetObjEntity.mapSheetNum.eq(searchReq.getMapSheetNum()));
+    }
+
+    DatasetEntity entity =
+        queryFactory
+            .selectFrom(datasetEntity)
+            .where(datasetEntity.uuid.eq(searchReq.getUuid()))
+            .fetchOne();
+
+    if (Objects.isNull(entity)) {
+      throw new EntityNotFoundException("DatasetEntity not found for uuid: " + searchReq.getUuid());
+    }
+
+    List<DatasetObjEntity> content =
+        queryFactory
+            .selectFrom(datasetObjEntity)
+            .where(
+                datasetObjEntity
+                    .deleted
+                    .isFalse()
+                    .and(datasetObjEntity.datasetUid.eq(entity.getId()))
+                    .and(builder))
+            .offset(pageable.getOffset())
+            .limit(pageable.getPageSize())
+            .fetch();
+
+    // Count 쿼리 별도 실행 (null safe handling)
+    long total =
+        Optional.ofNullable(
+                queryFactory
+                    .select(datasetObjEntity.count())
+                    .from(datasetObjEntity)
+                    .where(
+                        datasetObjEntity
+                            .deleted
+                            .isFalse()
+                            .and(datasetObjEntity.datasetUid.eq(entity.getId()))
+                            .and(builder))
+                    .fetchOne())
+            .orElse(0L);
+
+    return new PageImpl<>(content, pageable, total);
+  }
+
+  @Override
+  public List<DatasetClass> findDatasetObjClassByUuid(UUID uuid, String type) {
+
+    StringPath classCd =
+        type.equals("compare") ? datasetObjEntity.compareClassCd : datasetObjEntity.targetClassCd;
+
+    BooleanBuilder builder = new BooleanBuilder();
+    builder.and(datasetEntity.uuid.eq(uuid));
+    builder.and(datasetEntity.deleted.isFalse());
+    builder.and(datasetObjEntity.deleted.isFalse());
+
+    return queryFactory
+        .select(Projections.constructor(DatasetClass.class, classCd))
+        .from(datasetEntity)
+        .join(datasetObjEntity)
+        .on(datasetEntity.id.eq(datasetObjEntity.datasetUid))
+        .where(builder)
+        .groupBy(classCd)
+        .fetch();
+  }
+
+  @Override
+  public void insertDatasetObj(DatasetObjRegDto objRegDto) {
+    ObjectMapper objectMapper = new ObjectMapper();
+    String json;
+    String geometryJson;
+    try {
+      json = objectMapper.writeValueAsString(objRegDto.getGeojson());
+      geometryJson =
+          objectMapper.writeValueAsString(
+              objRegDto.getGeojson().path("features").get(0).path("geometry"));
+    } catch (JsonProcessingException e) {
+      throw new RuntimeException(e);
+    }
+
+    try {
+      em.createNativeQuery(
+              """
+            insert into tb_dataset_obj
+          (dataset_uid, target_yyyy, target_class_cd,
+           compare_yyyy, compare_class_cd,
+           target_path, compare_path, label_path, geo_jsonb, map_sheet_num, file_name, geom, geojson_path)
+          values
+          (?, ?, ?, ?, ?, ?, ?, ?, cast(? as jsonb), ?, ?, ST_SetSRID(ST_GeomFromGeoJSON(?), 5186), ?)
+          """)
+          .setParameter(1, objRegDto.getDatasetUid())
+          .setParameter(2, objRegDto.getTargetYyyy())
+          .setParameter(3, objRegDto.getTargetClassCd())
+          .setParameter(4, objRegDto.getCompareYyyy())
+          .setParameter(5, objRegDto.getCompareClassCd())
+          .setParameter(6, objRegDto.getTargetPath())
+          .setParameter(7, objRegDto.getComparePath())
+          .setParameter(8, objRegDto.getLabelPath())
+          .setParameter(9, json)
+          .setParameter(10, objRegDto.getMapSheetNum())
+          .setParameter(11, objRegDto.getFileName())
+          .setParameter(12, geometryJson)
+          .setParameter(13, objRegDto.getGeojsonPath())
+          .executeUpdate();
+    } catch (Exception e) {
+      throw new RuntimeException(e);
+    }
+  }
+
+  @Override
+  public String getFilePathByUUIDPathType(UUID uuid, String pathType) {
+    Expression<String> pathExpr =
+        switch (pathType) {
+          case "compare" -> datasetObjEntity.comparePath;
+          case "target" -> datasetObjEntity.targetPath;
+          case "label" -> datasetObjEntity.labelPath;
+          default -> Expressions.constant("");
+        };
+
+    return queryFactory
+        .select(pathExpr)
+        .from(datasetObjEntity)
+        .where(datasetObjEntity.uuid.eq(uuid))
+        .fetchOne();
+  }
+}

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

@@ -1,7 +1,12 @@
 package com.kamco.cd.training.postgres.repository.dataset;
 
 import com.kamco.cd.training.dataset.dto.DatasetDto;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetMngRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectDataSet;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectTransferDataSet;
 import com.kamco.cd.training.postgres.entity.DatasetEntity;
+import java.util.List;
 import java.util.Optional;
 import java.util.UUID;
 import org.springframework.data.domain.Page;
@@ -10,4 +15,20 @@ public interface DatasetRepositoryCustom {
   Page<DatasetEntity> findDatasetList(DatasetDto.SearchReq searchReq);
 
   Optional<DatasetEntity> findByUuid(UUID id);
+
+  List<SelectDataSet> getDatasetSelectG1List(DatasetReq req);
+
+  public List<SelectTransferDataSet> getDatasetTransferSelectG1List(Long modelId);
+
+  public List<SelectTransferDataSet> getDatasetTransferSelectG2G3List(Long modelId, String modelNo);
+
+  List<SelectDataSet> getDatasetSelectG2G3List(DatasetReq req);
+
+  Long getDatasetMaxStage(int compareYyyy, int targetYyyy);
+
+  Long insertDatasetMngData(DatasetMngRegDto mngRegDto);
+
+  List<String> findDatasetUid(List<Long> datasetIds);
+
+  Long findDatasetByUidExistsCnt(String uid);
 }

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

@@ -1,9 +1,25 @@
 package com.kamco.cd.training.postgres.repository.dataset;
 
-import com.kamco.cd.training.dataset.dto.DatasetDto;
+import static com.kamco.cd.training.postgres.entity.QDatasetObjEntity.datasetObjEntity;
+import static com.kamco.cd.training.postgres.entity.QModelDatasetMappEntity.modelDatasetMappEntity;
+import static com.kamco.cd.training.postgres.entity.QModelMasterEntity.modelMasterEntity;
+
+import com.kamco.cd.training.common.enums.ModelType;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetMngRegDto;
+import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SearchReq;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectDataSet;
+import com.kamco.cd.training.dataset.dto.DatasetDto.SelectTransferDataSet;
 import com.kamco.cd.training.postgres.entity.DatasetEntity;
 import com.kamco.cd.training.postgres.entity.QDatasetEntity;
+import com.kamco.cd.training.postgres.entity.QDatasetObjEntity;
+import com.kamco.cd.training.postgres.entity.QModelDatasetMappEntity;
+import com.kamco.cd.training.postgres.entity.QModelMasterEntity;
 import com.querydsl.core.BooleanBuilder;
+import com.querydsl.core.types.Projections;
+import com.querydsl.core.types.dsl.CaseBuilder;
+import com.querydsl.core.types.dsl.Expressions;
+import com.querydsl.core.types.dsl.NumberExpression;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import java.util.List;
 import java.util.Optional;
@@ -29,7 +45,7 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
    * @return 페이징 처리된 데이터셋 Entity 목록
    */
   @Override
-  public Page<DatasetEntity> findDatasetList(DatasetDto.SearchReq searchReq) {
+  public Page<DatasetEntity> findDatasetList(SearchReq searchReq) {
     Pageable pageable = searchReq.toPageable();
     BooleanBuilder builder = new BooleanBuilder();
 
@@ -40,8 +56,8 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
     }
 
     // 구분
-    if (StringUtils.isNotBlank(searchReq.getGroupTitle())) {
-      builder.and(dataset.groupTitle.eq(searchReq.getGroupTitle()));
+    if (StringUtils.isNotBlank(searchReq.getDataType())) {
+      builder.and(dataset.dataType.eq(searchReq.getDataType()));
     }
 
     // Entity 직접 조회 (Projections 사용 지양)
@@ -57,7 +73,11 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
     // Count 쿼리 별도 실행 (null safe handling)
     long total =
         Optional.ofNullable(
-                queryFactory.select(dataset.count()).from(dataset).where(builder).fetchOne())
+                queryFactory
+                    .select(dataset.count())
+                    .from(dataset)
+                    .where(builder.and(dataset.deleted.isFalse()))
+                    .fetchOne())
             .orElse(0L);
 
     return new PageImpl<>(content, pageable, total);
@@ -72,4 +92,385 @@ public class DatasetRepositoryImpl implements DatasetRepositoryCustom {
             .where(dataset.uuid.eq(id), dataset.deleted.isFalse())
             .fetchOne());
   }
+
+  @Override
+  public List<SelectDataSet> getDatasetSelectG1List(DatasetReq req) {
+
+    BooleanBuilder builder = new BooleanBuilder();
+
+    if (StringUtils.isNotBlank(req.getDataType()) && !"CURRENT".equals(req.getDataType())) {
+      builder.and(dataset.dataType.eq(req.getDataType()));
+    }
+
+    if (StringUtils.isNotBlank(req.getDataType()) && !"CURRENT".equals(req.getDataType())) {
+      builder.and(dataset.dataType.eq(req.getDataType()));
+    }
+
+    if (req.getIds() != null) {
+      builder.and(dataset.id.in(req.getIds()));
+    }
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                SelectDataSet.class,
+                Expressions.constant(req.getModelNo()),
+                dataset.id,
+                dataset.uuid,
+                dataset.dataType,
+                dataset.title,
+                dataset.roundNo,
+                dataset.compareYyyy,
+                dataset.targetYyyy,
+                dataset.memo,
+                new CaseBuilder()
+                    .when(datasetObjEntity.targetClassCd.eq("building"))
+                    .then(1)
+                    .otherwise(0)
+                    .sum(),
+                new CaseBuilder()
+                    .when(datasetObjEntity.targetClassCd.eq("container"))
+                    .then(1)
+                    .otherwise(0)
+                    .sum()))
+        .from(dataset)
+        .leftJoin(datasetObjEntity)
+        .on(dataset.id.eq(datasetObjEntity.datasetUid))
+        .where(builder) // datasetObjEntity.targetClassCd.in("building", "container").and(
+        .groupBy(
+            dataset.id,
+            dataset.uuid,
+            dataset.dataType,
+            dataset.title,
+            dataset.roundNo,
+            dataset.memo)
+        .orderBy(dataset.createdDttm.desc())
+        .fetch();
+  }
+
+  @Override
+  public List<SelectTransferDataSet> getDatasetTransferSelectG1List(Long modelId) {
+
+    QModelMasterEntity beforeMaster = new QModelMasterEntity("beforeMaster");
+    QModelDatasetMappEntity beforeMapp = new QModelDatasetMappEntity("beforeMapp");
+    QDatasetEntity beforeDataset = new QDatasetEntity("beforeDataset");
+    QDatasetObjEntity beforeObj = new QDatasetObjEntity("beforeObj");
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                SelectTransferDataSet.class,
+
+                // ===== 현재 =====
+                modelMasterEntity.modelNo,
+                dataset.id,
+                dataset.uuid,
+                dataset.dataType,
+                dataset.title,
+                dataset.roundNo,
+                dataset.compareYyyy,
+                dataset.targetYyyy,
+                dataset.memo,
+                new CaseBuilder()
+                    .when(datasetObjEntity.targetClassCd.eq("building"))
+                    .then(1)
+                    .otherwise(0)
+                    .sum(),
+                new CaseBuilder()
+                    .when(datasetObjEntity.targetClassCd.eq("container"))
+                    .then(1)
+                    .otherwise(0)
+                    .sum(),
+
+                // ===== before (join으로) =====
+                beforeMaster.modelNo,
+                beforeDataset.id,
+                beforeDataset.uuid,
+                beforeDataset.dataType,
+                beforeDataset.title,
+                beforeDataset.roundNo,
+                beforeDataset.compareYyyy,
+                beforeDataset.targetYyyy,
+                beforeDataset.memo,
+                new CaseBuilder()
+                    .when(beforeObj.targetClassCd.eq("building"))
+                    .then(1)
+                    .otherwise(0)
+                    .sum(),
+                new CaseBuilder()
+                    .when(beforeObj.targetClassCd.eq("container"))
+                    .then(1)
+                    .otherwise(0)
+                    .sum()))
+        .from(modelMasterEntity)
+
+        // ===== 현재 dataset join =====
+        .leftJoin(modelDatasetMappEntity)
+        .on(modelDatasetMappEntity.modelUid.eq(modelMasterEntity.id))
+        .leftJoin(dataset)
+        .on(modelDatasetMappEntity.datasetUid.eq(dataset.id))
+        .leftJoin(datasetObjEntity)
+        .on(dataset.id.eq(datasetObjEntity.datasetUid))
+
+        // ===== before 모델 join =====
+        .leftJoin(beforeMaster)
+        .on(beforeMaster.id.eq(modelMasterEntity.beforeModelId))
+        .leftJoin(beforeMapp)
+        .on(beforeMapp.modelUid.eq(beforeMaster.id))
+        .leftJoin(beforeDataset)
+        .on(beforeMapp.datasetUid.eq(beforeDataset.id))
+        .leftJoin(beforeObj)
+        .on(beforeDataset.id.eq(beforeObj.datasetUid))
+        .where(modelMasterEntity.id.eq(modelId))
+        .groupBy(
+            modelMasterEntity.modelNo,
+            dataset.id,
+            dataset.uuid,
+            dataset.dataType,
+            dataset.title,
+            dataset.roundNo,
+            dataset.compareYyyy,
+            dataset.targetYyyy,
+            dataset.memo,
+            beforeMaster.modelNo,
+            beforeDataset.id,
+            beforeDataset.uuid,
+            beforeDataset.dataType,
+            beforeDataset.title,
+            beforeDataset.roundNo,
+            beforeDataset.compareYyyy,
+            beforeDataset.targetYyyy,
+            beforeDataset.memo)
+        .orderBy(dataset.createdDttm.desc())
+        .fetch();
+  }
+
+  @Override
+  public List<SelectDataSet> getDatasetSelectG2G3List(DatasetReq req) {
+
+    BooleanBuilder builder = new BooleanBuilder();
+
+    NumberExpression<Long> selectedCnt = null;
+    NumberExpression<Long> wasteCnt =
+        datasetObjEntity.targetClassCd.when("waste").then(1L).otherwise(0L).sum();
+
+    NumberExpression<Long> elseCnt =
+        new CaseBuilder()
+            .when(datasetObjEntity.targetClassCd.notIn("building", "container", "waste"))
+            .then(1L)
+            .otherwise(0L)
+            .sum();
+
+    if (StringUtils.isNotBlank(req.getModelNo())) {
+      if (req.getModelNo().equals(ModelType.G2.getId())) {
+        selectedCnt = wasteCnt;
+      } else {
+        selectedCnt = elseCnt;
+      }
+    }
+
+    if (StringUtils.isNotBlank(req.getDataType())) {
+      if (!"CURRENT".equals(req.getDataType())) {
+        builder.and(dataset.dataType.eq(req.getDataType()));
+      }
+    }
+
+    if (req.getIds() != null) {
+      builder.and(dataset.id.in(req.getIds()));
+    }
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                SelectDataSet.class,
+                Expressions.constant(req.getModelNo()),
+                dataset.id,
+                dataset.uuid,
+                dataset.dataType,
+                dataset.title,
+                dataset.roundNo,
+                dataset.compareYyyy,
+                dataset.targetYyyy,
+                dataset.memo,
+                selectedCnt.as("cnt")))
+        .from(dataset)
+        .leftJoin(datasetObjEntity)
+        .on(dataset.id.eq(datasetObjEntity.datasetUid))
+        .where(builder)
+        .groupBy(
+            dataset.id,
+            dataset.uuid,
+            dataset.dataType,
+            dataset.title,
+            dataset.roundNo,
+            dataset.memo)
+        .orderBy(dataset.createdDttm.desc())
+        .fetch();
+  }
+
+  @Override
+  public List<SelectTransferDataSet> getDatasetTransferSelectG2G3List(
+      Long modelId, String modelNo) {
+
+    // before join용
+    QModelMasterEntity beforeMaster = new QModelMasterEntity("beforeMaster");
+    QModelDatasetMappEntity beforeMapp = new QModelDatasetMappEntity("beforeMapp");
+    QDatasetEntity beforeDataset = new QDatasetEntity("beforeDataset");
+    QDatasetObjEntity beforeObj = new QDatasetObjEntity("beforeObj");
+
+    BooleanBuilder builder = new BooleanBuilder();
+
+    NumberExpression<Long> wasteCnt =
+        datasetObjEntity.targetClassCd.when("waste").then(1L).otherwise(0L).sum();
+
+    NumberExpression<Long> elseCnt =
+        new CaseBuilder()
+            .when(datasetObjEntity.targetClassCd.notIn("building", "container", "waste"))
+            .then(1L)
+            .otherwise(0L)
+            .sum();
+
+    NumberExpression<Long> selectedCnt = ModelType.G2.getId().equals(modelNo) ? wasteCnt : elseCnt;
+
+    // before도 동일 로직으로 cnt 계산
+    NumberExpression<Long> beforeWasteCnt =
+        beforeObj.targetClassCd.when("waste").then(1L).otherwise(0L).sum();
+
+    NumberExpression<Long> beforeElseCnt =
+        new CaseBuilder()
+            .when(beforeObj.targetClassCd.notIn("building", "container", "waste"))
+            .then(1L)
+            .otherwise(0L)
+            .sum();
+
+    NumberExpression<Long> beforeSelectedCnt =
+        ModelType.G2.getId().equals(modelNo) ? beforeWasteCnt : beforeElseCnt;
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                SelectTransferDataSet.class,
+
+                // ===== 현재 =====
+                modelMasterEntity.modelNo, // modelNo 파라미터 사용 (req.getModelNo() 제거)
+                dataset.id,
+                dataset.uuid,
+                dataset.dataType,
+                dataset.title,
+                dataset.roundNo,
+                dataset.compareYyyy,
+                dataset.targetYyyy,
+                dataset.memo,
+                selectedCnt, // classCount 자리에 들어가는 cnt (Long)
+
+                // ===== before =====
+                beforeMaster.modelNo,
+                beforeDataset.id,
+                beforeDataset.uuid,
+                beforeDataset.dataType,
+                beforeDataset.title,
+                beforeDataset.roundNo,
+                beforeDataset.compareYyyy,
+                beforeDataset.targetYyyy,
+                beforeDataset.memo,
+                beforeSelectedCnt))
+        .from(modelMasterEntity)
+
+        // ===== 현재 dataset =====
+        .leftJoin(modelDatasetMappEntity)
+        .on(modelDatasetMappEntity.modelUid.eq(modelMasterEntity.id))
+        .leftJoin(dataset)
+        .on(modelDatasetMappEntity.datasetUid.eq(dataset.id))
+        .leftJoin(datasetObjEntity)
+        .on(dataset.id.eq(datasetObjEntity.datasetUid))
+
+        // ===== before dataset =====
+        .leftJoin(beforeMaster)
+        .on(beforeMaster.id.eq(modelMasterEntity.beforeModelId))
+        .leftJoin(beforeMapp)
+        .on(beforeMapp.modelUid.eq(beforeMaster.id))
+        .leftJoin(beforeDataset)
+        .on(beforeMapp.datasetUid.eq(beforeDataset.id))
+        .leftJoin(beforeObj)
+        .on(beforeDataset.id.eq(beforeObj.datasetUid))
+        .where(modelMasterEntity.id.eq(modelId).and(builder))
+
+        // sum() 때문에 groupBy 필요
+        .groupBy(
+            dataset.id,
+            dataset.uuid,
+            dataset.dataType,
+            dataset.title,
+            dataset.roundNo,
+            dataset.compareYyyy,
+            dataset.targetYyyy,
+            dataset.memo,
+            beforeMaster.modelNo,
+            beforeDataset.id,
+            beforeDataset.uuid,
+            beforeDataset.dataType,
+            beforeDataset.title,
+            beforeDataset.roundNo,
+            beforeDataset.compareYyyy,
+            beforeDataset.targetYyyy,
+            beforeDataset.memo)
+        .orderBy(dataset.createdDttm.desc())
+        .fetch();
+  }
+
+  @Override
+  public Long getDatasetMaxStage(int compareYyyy, int targetYyyy) {
+    return queryFactory
+        .select(dataset.roundNo.max().coalesce(0L))
+        .from(dataset)
+        .where(dataset.compareYyyy.eq(compareYyyy), dataset.targetYyyy.eq(targetYyyy))
+        .fetchOne();
+  }
+
+  @Override
+  public Long insertDatasetMngData(DatasetMngRegDto mngRegDto) {
+    queryFactory
+        .insert(dataset)
+        .columns(
+            dataset.uid,
+            dataset.dataType,
+            dataset.compareYyyy,
+            dataset.targetYyyy,
+            dataset.roundNo,
+            dataset.totalSize,
+            dataset.title,
+            dataset.memo,
+            dataset.datasetPath)
+        .values(
+            mngRegDto.getUid(),
+            mngRegDto.getDataType(),
+            mngRegDto.getCompareYyyy(),
+            mngRegDto.getTargetYyyy(),
+            mngRegDto.getRoundNo(),
+            mngRegDto.getTotalSize(),
+            mngRegDto.getTitle(),
+            mngRegDto.getMemo(),
+            mngRegDto.getDatasetPath())
+        .execute();
+
+    return queryFactory
+        .select(dataset.id)
+        .from(dataset)
+        .where(dataset.uid.eq(mngRegDto.getUid()), dataset.deleted.isFalse())
+        .fetchOne();
+  }
+
+  @Override
+  public List<String> findDatasetUid(List<Long> datasetIds) {
+    return queryFactory.select(dataset.uid).from(dataset).where(dataset.id.in(datasetIds)).fetch();
+  }
+
+  @Override
+  public Long findDatasetByUidExistsCnt(String uid) {
+    return queryFactory
+        .select(dataset.id.count())
+        .from(dataset)
+        .where(dataset.uid.eq(uid), dataset.deleted.isFalse())
+        .fetchOne();
+  }
 }

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

@@ -1,9 +1,12 @@
 package com.kamco.cd.training.postgres.repository.hyperparam;
 
 import com.kamco.cd.training.postgres.entity.ModelHyperParamEntity;
+import java.util.Optional;
 import org.springframework.data.jpa.repository.JpaRepository;
 import org.springframework.stereotype.Repository;
 
 @Repository
 public interface HyperParamRepository
-    extends JpaRepository<ModelHyperParamEntity, Long>, HyperParamRepositoryCustom {}
+    extends JpaRepository<ModelHyperParamEntity, Long>, HyperParamRepositoryCustom {
+  Optional<ModelHyperParamEntity> findByHyperVer(String hyperVer);
+}

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

@@ -1,7 +1,10 @@
 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.List;
 import java.util.Optional;
 import java.util.UUID;
 import org.springframework.data.domain.Page;
@@ -13,9 +16,41 @@ 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);
+
+  /**
+   * 하이퍼 파라미터 상세조회
+   *
+   * @param uuid
+   * @return
+   */
   Optional<ModelHyperParamEntity> findHyperParamByUuid(UUID uuid);
 
-  Page<HyperParamDto.List> findByHyperVerList(HyperParamDto.SearchReq req);
+  /**
+   * 하이퍼 파라미터 목록 조회
+   *
+   * @param model
+   * @param req
+   * @return
+   */
+  Page<HyperParamDto.List> findByHyperVerList(ModelType model, SearchReq req);
+
+  /**
+   * 하이퍼 파라미터 모델타입으로 조회
+   *
+   * @param modelType
+   * @return
+   */
+  List<ModelHyperParamEntity> getHyperParamByType(ModelType modelType);
 }

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

@@ -2,12 +2,13 @@ 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;
-import com.querydsl.core.types.dsl.NumberExpression;
 import com.querydsl.jpa.impl.JPAQuery;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import java.time.ZoneId;
@@ -35,28 +36,66 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
         queryFactory
             .select(modelHyperParamEntity)
             .from(modelHyperParamEntity)
-            .where(modelHyperParamEntity.delYn.eq("N"))
+            .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());
+  }
+
+  @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());
+  }
+
   @Override
   public Optional<ModelHyperParamEntity> findHyperParamByUuid(UUID uuid) {
     return Optional.ofNullable(
         queryFactory
             .select(modelHyperParamEntity)
             .from(modelHyperParamEntity)
-            .where(modelHyperParamEntity.delYn.eq("N").and(modelHyperParamEntity.uuid.eq(uuid)))
+            .where(modelHyperParamEntity.uuid.eq(uuid))
             .fetchOne());
   }
 
   @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.delYn.eq("N"));
+
+    builder.and(modelHyperParamEntity.delYn.isFalse());
+
+    if (model != null) {
+      builder.and(modelHyperParamEntity.modelType.eq(model));
+    }
 
     if (req.getHyperVer() != null && !req.getHyperVer().isEmpty()) {
       // 버전
@@ -80,26 +119,18 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
       }
     }
 
-    NumberExpression<Long> totalUseCnt =
-        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")))
+                    modelHyperParamEntity.memo,
+                    modelHyperParamEntity.totalUseCnt))
             .from(modelHyperParamEntity)
             .where(builder);
 
@@ -124,8 +155,11 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
                 asc
                     ? modelHyperParamEntity.lastUsedDttm.asc()
                     : modelHyperParamEntity.lastUsedDttm.desc());
-
-        case "totalUseCnt" -> query.orderBy(asc ? totalUseCnt.asc() : totalUseCnt.desc());
+        case "totalUseCnt" ->
+            query.orderBy(
+                asc
+                    ? modelHyperParamEntity.totalUseCnt.asc()
+                    : modelHyperParamEntity.totalUseCnt.desc());
 
         default -> query.orderBy(modelHyperParamEntity.createdDttm.desc());
       }
@@ -145,4 +179,17 @@ public class HyperParamRepositoryImpl implements HyperParamRepositoryCustom {
 
     return new PageImpl<>(content, pageable, totalCount);
   }
+
+  @Override
+  public List<ModelHyperParamEntity> getHyperParamByType(ModelType modelType) {
+    return queryFactory
+        .select(modelHyperParamEntity)
+        .from(modelHyperParamEntity)
+        .where(
+            modelHyperParamEntity
+                .delYn
+                .isFalse()
+                .and(modelHyperParamEntity.modelType.eq(modelType)))
+        .fetch();
+  }
 }

src/main/java/com/kamco/cd/training/postgres/repository/log/AuditLogRepositoryCustom.java

@@ -1,6 +1,7 @@
 package com.kamco.cd.training.postgres.repository.log;
 
 import com.kamco.cd.training.log.dto.AuditLogDto;
+import com.kamco.cd.training.log.dto.AuditLogDto.DownloadReq;
 import java.time.LocalDate;
 import org.springframework.data.domain.Page;
 
@@ -15,6 +16,9 @@ public interface AuditLogRepositoryCustom {
   Page<AuditLogDto.UserAuditList> findLogByAccount(
       AuditLogDto.searchReq searchReq, String searchValue);
 
+  Page<AuditLogDto.DownloadRes> findDownloadLog(
+      AuditLogDto.searchReq searchReq, DownloadReq downloadReq);
+
   Page<AuditLogDto.DailyDetail> findLogByDailyResult(
       AuditLogDto.searchReq searchReq, LocalDate logDate);
 

src/main/java/com/kamco/cd/training/postgres/repository/log/AuditLogRepositoryImpl.java

@@ -6,32 +6,42 @@ import static com.kamco.cd.training.postgres.entity.QMemberEntity.memberEntity;
 import static com.kamco.cd.training.postgres.entity.QMenuEntity.menuEntity;
 
 import com.kamco.cd.training.log.dto.AuditLogDto;
+import com.kamco.cd.training.log.dto.AuditLogDto.DownloadReq;
+import com.kamco.cd.training.log.dto.AuditLogDto.searchReq;
 import com.kamco.cd.training.log.dto.ErrorLogDto;
 import com.kamco.cd.training.log.dto.EventStatus;
 import com.kamco.cd.training.log.dto.EventType;
+import com.kamco.cd.training.postgres.entity.AuditLogEntity;
 import com.kamco.cd.training.postgres.entity.QMenuEntity;
+import com.querydsl.core.BooleanBuilder;
 import com.querydsl.core.types.Projections;
 import com.querydsl.core.types.dsl.*;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import io.micrometer.common.util.StringUtils;
 import java.time.LocalDate;
-import java.time.LocalDateTime;
+import java.time.ZoneId;
 import java.time.ZonedDateTime;
 import java.util.List;
 import java.util.Objects;
-import lombok.RequiredArgsConstructor;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.PageImpl;
 import org.springframework.data.domain.Pageable;
+import org.springframework.data.jpa.repository.support.QuerydslRepositorySupport;
 import org.springframework.stereotype.Repository;
 
 @Repository
-@RequiredArgsConstructor
-public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
+public class AuditLogRepositoryImpl extends QuerydslRepositorySupport
+    implements AuditLogRepositoryCustom {
 
+  private static final ZoneId ZONE = ZoneId.of("Asia/Seoul");
   private final JPAQueryFactory queryFactory;
   private final StringExpression NULL_STRING = Expressions.stringTemplate("cast(null as text)");
 
+  public AuditLogRepositoryImpl(JPAQueryFactory queryFactory) {
+    super(AuditLogEntity.class);
+    this.queryFactory = queryFactory;
+  }
+
   @Override
   public Page<AuditLogDto.DailyAuditList> findLogByDaily(
       AuditLogDto.searchReq searchReq, LocalDate startDate, LocalDate endDate) {
@@ -87,7 +97,7 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
             .from(auditLogEntity)
             .leftJoin(menuEntity)
             .on(auditLogEntity.menuUid.eq(menuEntity.menuUid))
-            .where(menuNameEquals(searchValue))
+            .where(auditLogEntity.menuUid.ne("SYSTEM"), menuNameEquals(searchValue))
             .groupBy(auditLogEntity.menuUid)
             .offset(pageable.getOffset())
             .limit(pageable.getPageSize())
@@ -128,7 +138,7 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
             .from(auditLogEntity)
             .leftJoin(memberEntity)
             .on(auditLogEntity.userUid.eq(memberEntity.id))
-            .where(loginIdOrUsernameContains(searchValue))
+            .where(auditLogEntity.userUid.isNotNull(), loginIdOrUsernameContains(searchValue))
             .groupBy(auditLogEntity.userUid, memberEntity.employeeNo, memberEntity.name)
             .offset(pageable.getOffset())
             .limit(pageable.getPageSize())
@@ -147,6 +157,62 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
     return new PageImpl<>(foundContent, pageable, countQuery);
   }
 
+  @Override
+  public Page<AuditLogDto.DownloadRes> findDownloadLog(
+      AuditLogDto.searchReq searchReq, DownloadReq req) {
+    Pageable pageable = searchReq.toPageable();
+
+    BooleanBuilder whereBuilder = new BooleanBuilder();
+
+    whereBuilder.and(auditLogEntity.eventStatus.ne(EventStatus.valueOf("FAILED")));
+    whereBuilder.and(auditLogEntity.eventType.eq(EventType.valueOf("DOWNLOAD")));
+
+    //    if (req.getMenuId() != null && !req.getMenuId().isEmpty()) {
+    //      whereBuilder.and(auditLogEntity.menuUid.eq(req.getMenuId()));
+    //    }
+
+    if (req.getUuid() != null) {
+      whereBuilder.and(auditLogEntity.requestUri.contains(req.getRequestUri()));
+      whereBuilder.and(auditLogEntity.downloadUuid.eq(req.getUuid()));
+    }
+
+    if (req.getSearchValue() != null && !req.getSearchValue().isEmpty()) {
+      whereBuilder.and(
+          memberEntity
+              .name
+              .contains(req.getSearchValue())
+              .or(memberEntity.employeeNo.contains(req.getSearchValue())));
+    }
+
+    List<AuditLogDto.DownloadRes> foundContent =
+        queryFactory
+            .select(
+                Projections.constructor(
+                    AuditLogDto.DownloadRes.class,
+                    memberEntity.name,
+                    memberEntity.employeeNo,
+                    auditLogEntity.createdDate.as("downloadDttm")))
+            .from(auditLogEntity)
+            .leftJoin(memberEntity)
+            .on(auditLogEntity.userUid.eq(memberEntity.id))
+            .where(whereBuilder, createdDateBetween(req.getStartDate(), req.getEndDate()))
+            .offset(pageable.getOffset())
+            .limit(pageable.getPageSize())
+            .orderBy(auditLogEntity.createdDate.desc())
+            .fetch();
+
+    Long countQuery =
+        queryFactory
+            .select(auditLogEntity.userUid.countDistinct())
+            .from(auditLogEntity)
+            .leftJoin(memberEntity)
+            .on(auditLogEntity.userUid.eq(memberEntity.id))
+            .where(whereBuilder, createdDateBetween(req.getStartDate(), req.getEndDate()))
+            .fetchOne();
+
+    return new PageImpl<>(foundContent, pageable, countQuery);
+  }
+
   @Override
   public Page<AuditLogDto.DailyDetail> findLogByDailyResult(
       AuditLogDto.searchReq searchReq, LocalDate logDate) {
@@ -176,6 +242,9 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
                     memberEntity.employeeNo.as("loginId"),
                     menuEntity.menuNm.as("menuName"),
                     auditLogEntity.eventType.as("eventType"),
+                    Expressions.stringTemplate(
+                            "to_char({0}, 'YYYY-MM-DD HH24:MI')", auditLogEntity.createdDate)
+                        .as("logDateTime"),
                     Projections.constructor(
                         AuditLogDto.LogDetail.class,
                         Expressions.constant("한국자산관리공사"), // serviceName
@@ -184,7 +253,7 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
                         menuEntity.menuUrl.as("menuUrl"),
                         menuEntity.description.as("menuDescription"),
                         menuEntity.menuOrder.as("sortOrder"),
-                        menuEntity.isUse.as("used"))))
+                        menuEntity.isUse.as("used")))) // TODO
             .from(auditLogEntity)
             .leftJoin(menuEntity)
             .on(auditLogEntity.menuUid.eq(menuEntity.menuUid))
@@ -238,8 +307,8 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
                     AuditLogDto.MenuDetail.class,
                     auditLogEntity.id.as("logId"),
                     Expressions.stringTemplate(
-                            "to_char({0}, 'YYYY-MM-DD')", auditLogEntity.createdDate)
-                        .as("logDateTime"), // ??
+                            "to_char({0}, 'YYYY-MM-DD HH24:MI')", auditLogEntity.createdDate)
+                        .as("logDateTime"),
                     memberEntity.name.as("userName"),
                     memberEntity.employeeNo.as("loginId"),
                     auditLogEntity.eventType.as("eventType"),
@@ -305,7 +374,7 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
                     AuditLogDto.UserDetail.class,
                     auditLogEntity.id.as("logId"),
                     Expressions.stringTemplate(
-                            "to_char({0}, 'YYYY-MM-DD')", auditLogEntity.createdDate)
+                            "to_char({0}, 'YYYY-MM-DD HH24:MI')", auditLogEntity.createdDate)
                         .as("logDateTime"),
                     menuEntity.menuNm.as("menuName"),
                     auditLogEntity.eventType.as("eventType"),
@@ -349,12 +418,23 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
     if (Objects.isNull(startDate) || Objects.isNull(endDate)) {
       return null;
     }
-    LocalDateTime startDateTime = startDate.atStartOfDay();
-    LocalDateTime endDateTime = endDate.plusDays(1).atStartOfDay();
+    ZoneId zoneId = ZoneId.of("Asia/Seoul");
+    ZonedDateTime startDateTime = startDate.atStartOfDay(zoneId);
+    ZonedDateTime endDateTime = endDate.plusDays(1).atStartOfDay(zoneId);
     return auditLogEntity
         .createdDate
-        .goe(ZonedDateTime.from(startDateTime))
-        .and(auditLogEntity.createdDate.lt(ZonedDateTime.from(endDateTime)));
+        .goe(startDateTime)
+        .and(auditLogEntity.createdDate.lt(endDateTime));
+  }
+
+  private BooleanExpression createdDateBetween(LocalDate startDate, LocalDate endDate) {
+    if (startDate == null || endDate == null) {
+      return null;
+    }
+    ZonedDateTime start = startDate.atStartOfDay(ZONE);
+    ZonedDateTime endExclusive = endDate.plusDays(1).atStartOfDay(ZONE);
+
+    return auditLogEntity.createdDate.goe(start).and(auditLogEntity.createdDate.lt(endExclusive));
   }
 
   private BooleanExpression menuNameEquals(String searchValue) {
@@ -393,11 +473,11 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
   }
 
   private BooleanExpression eventEndedAtEqDate(LocalDate logDate) {
-    StringExpression eventEndedDate =
-        Expressions.stringTemplate("to_char({0}, 'YYYY-MM-DD')", auditLogEntity.createdDate);
-    LocalDateTime comparisonDate = logDate.atStartOfDay();
+    ZoneId zoneId = ZoneId.of("Asia/Seoul");
+    ZonedDateTime start = logDate.atStartOfDay(zoneId);
+    ZonedDateTime end = logDate.plusDays(1).atStartOfDay(zoneId);
 
-    return eventEndedDate.eq(comparisonDate.toString());
+    return auditLogEntity.createdDate.goe(start).and(auditLogEntity.createdDate.lt(end));
   }
 
   private BooleanExpression menuUidEq(String menuUid) {
@@ -410,7 +490,7 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
 
   private NumberExpression<Integer> readCount() {
     return new CaseBuilder()
-        .when(auditLogEntity.eventType.eq(EventType.READ))
+        .when(auditLogEntity.eventType.in(EventType.LIST, EventType.DETAIL))
         .then(1)
         .otherwise(0)
         .sum();
@@ -418,7 +498,7 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
 
   private NumberExpression<Integer> cudCount() {
     return new CaseBuilder()
-        .when(auditLogEntity.eventType.in(EventType.CREATE, EventType.UPDATE, EventType.DELETE))
+        .when(auditLogEntity.eventType.in(EventType.ADDED, EventType.MODIFIED, EventType.REMOVE))
         .then(1)
         .otherwise(0)
         .sum();
@@ -426,7 +506,7 @@ public class AuditLogRepositoryImpl implements AuditLogRepositoryCustom {
 
   private NumberExpression<Integer> printCount() {
     return new CaseBuilder()
-        .when(auditLogEntity.eventType.eq(EventType.PRINT))
+        .when(auditLogEntity.eventType.eq(EventType.OTHER))
         .then(1)
         .otherwise(0)
         .sum();

src/main/java/com/kamco/cd/training/postgres/repository/log/ErrorLogRepositoryImpl.java

@@ -8,29 +8,35 @@ import static com.kamco.cd.training.postgres.entity.QMenuEntity.menuEntity;
 import com.kamco.cd.training.log.dto.ErrorLogDto;
 import com.kamco.cd.training.log.dto.EventStatus;
 import com.kamco.cd.training.log.dto.EventType;
+import com.kamco.cd.training.postgres.entity.AuditLogEntity;
 import com.querydsl.core.types.Projections;
 import com.querydsl.core.types.dsl.BooleanExpression;
 import com.querydsl.core.types.dsl.Expressions;
 import com.querydsl.core.types.dsl.StringExpression;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import java.time.LocalDate;
-import java.time.LocalDateTime;
+import java.time.ZoneId;
 import java.time.ZonedDateTime;
 import java.util.List;
 import java.util.Objects;
-import lombok.RequiredArgsConstructor;
 import org.springframework.data.domain.Page;
 import org.springframework.data.domain.PageImpl;
 import org.springframework.data.domain.Pageable;
+import org.springframework.data.jpa.repository.support.QuerydslRepositorySupport;
 import org.springframework.stereotype.Repository;
 
 @Repository
-@RequiredArgsConstructor
-public class ErrorLogRepositoryImpl implements ErrorLogRepositoryCustom {
+public class ErrorLogRepositoryImpl extends QuerydslRepositorySupport
+    implements ErrorLogRepositoryCustom {
 
   private final JPAQueryFactory queryFactory;
   private final StringExpression NULL_STRING = Expressions.stringTemplate("cast(null as text)");
 
+  public ErrorLogRepositoryImpl(JPAQueryFactory queryFactory) {
+    super(AuditLogEntity.class);
+    this.queryFactory = queryFactory;
+  }
+
   @Override
   public Page<ErrorLogDto.Basic> findLogByError(ErrorLogDto.ErrorSearchReq searchReq) {
     Pageable pageable = searchReq.toPageable();
@@ -52,7 +58,7 @@ public class ErrorLogRepositoryImpl implements ErrorLogRepositoryCustom {
                     errorLogEntity.errorMessage.as("errorMessage"),
                     errorLogEntity.stackTrace.as("errorDetail"),
                     Expressions.stringTemplate(
-                        "to_char({0}, 'YYYY-MM-DD')", errorLogEntity.createdDate)))
+                        "to_char({0}, 'YYYY-MM-DD HH24:MI:SS.FF3')", errorLogEntity.createdDate)))
             .from(errorLogEntity)
             .leftJoin(auditLogEntity)
             .on(errorLogEntity.id.eq(auditLogEntity.errorLogUid))
@@ -94,12 +100,14 @@ public class ErrorLogRepositoryImpl implements ErrorLogRepositoryCustom {
     if (Objects.isNull(startDate) || Objects.isNull(endDate)) {
       return null;
     }
-    LocalDateTime startDateTime = startDate.atStartOfDay();
-    LocalDateTime endDateTime = endDate.plusDays(1).atStartOfDay();
+
+    ZoneId zoneId = ZoneId.of("Asia/Seoul");
+    ZonedDateTime startDateTime = startDate.atStartOfDay(zoneId);
+    ZonedDateTime endDateTime = endDate.plusDays(1).atStartOfDay(zoneId);
     return auditLogEntity
         .createdDate
-        .goe(ZonedDateTime.from(startDateTime))
-        .and(auditLogEntity.createdDate.lt(ZonedDateTime.from(endDateTime)));
+        .goe(startDateTime)
+        .and(auditLogEntity.createdDate.lt(endDateTime));
   }
 
   private BooleanExpression eventStatusEqFailed() {

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

@@ -0,0 +1,7 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import com.kamco.cd.training.postgres.entity.ModelConfigEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface ModelConfigRepository
+    extends JpaRepository<ModelConfigEntity, Long>, ModelConfigRepositoryCustom {}

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

@@ -0,0 +1,10 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import com.kamco.cd.training.model.dto.ModelConfigDto;
+import java.util.Optional;
+
+public interface ModelConfigRepositoryCustom {
+  Optional<ModelConfigDto.Basic> findModelConfigByModelId(Long modelId);
+
+  Optional<ModelConfigDto.TransferBasic> findModelTransferConfigByModelId(Long modelId);
+}

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

@@ -0,0 +1,81 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import static com.kamco.cd.training.postgres.entity.QModelConfigEntity.modelConfigEntity;
+import static com.kamco.cd.training.postgres.entity.QModelMasterEntity.modelMasterEntity;
+
+import com.kamco.cd.training.model.dto.ModelConfigDto.Basic;
+import com.kamco.cd.training.model.dto.ModelConfigDto.TransferBasic;
+import com.kamco.cd.training.postgres.entity.QModelConfigEntity;
+import com.kamco.cd.training.postgres.entity.QModelMasterEntity;
+import com.querydsl.core.types.Projections;
+import com.querydsl.jpa.impl.JPAQueryFactory;
+import java.util.Optional;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Repository;
+
+@Repository
+@RequiredArgsConstructor
+public class ModelConfigRepositoryImpl implements ModelConfigRepositoryCustom {
+
+  private final JPAQueryFactory queryFactory;
+
+  @Override
+  public Optional<Basic> findModelConfigByModelId(Long modelId) {
+
+    return Optional.ofNullable(
+        queryFactory
+            .select(
+                Projections.constructor(
+                    Basic.class,
+                    modelConfigEntity.id,
+                    modelConfigEntity.model.id,
+                    modelConfigEntity.epochCount,
+                    modelConfigEntity.trainPercent,
+                    modelConfigEntity.validationPercent,
+                    modelConfigEntity.testPercent,
+                    modelConfigEntity.memo))
+            .from(modelConfigEntity)
+            .where(modelConfigEntity.model.id.eq(modelId))
+            .fetchOne());
+  }
+
+  @Override
+  public Optional<TransferBasic> findModelTransferConfigByModelId(Long modelId) {
+    QModelConfigEntity beforeConfig = new QModelConfigEntity("beforeConfig");
+    QModelMasterEntity beforeMaster = new QModelMasterEntity("beforeMaster");
+
+    return Optional.ofNullable(
+        queryFactory
+            .select(
+                Projections.constructor(
+                    TransferBasic.class,
+
+                    // ===== 현재 =====
+                    modelConfigEntity.id,
+                    modelConfigEntity.model.id,
+                    modelConfigEntity.epochCount,
+                    modelConfigEntity.trainPercent,
+                    modelConfigEntity.validationPercent,
+                    modelConfigEntity.testPercent,
+                    modelConfigEntity.memo,
+
+                    // ===== before =====
+                    beforeConfig.id,
+                    beforeConfig.model.id,
+                    beforeConfig.epochCount,
+                    beforeConfig.trainPercent,
+                    beforeConfig.validationPercent,
+                    beforeConfig.testPercent,
+                    beforeConfig.memo))
+            .from(modelConfigEntity)
+            .innerJoin(modelConfigEntity.model, modelMasterEntity)
+
+            // before 모델 조인
+            .leftJoin(beforeMaster)
+            .on(beforeMaster.id.eq(modelMasterEntity.beforeModelId))
+            .leftJoin(beforeConfig)
+            .on(beforeConfig.model.id.eq(beforeMaster.id))
+            .where(modelMasterEntity.id.eq(modelId))
+            .fetchOne());
+  }
+}

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

@@ -6,4 +6,5 @@ import org.springframework.stereotype.Repository;
 
 @Repository
 public interface ModelDatasetMappRepository
-    extends JpaRepository<ModelDatasetMappEntity, ModelDatasetMappEntity.ModelDatasetMappId> {}
+    extends JpaRepository<ModelDatasetMappEntity, ModelDatasetMappEntity.ModelDatasetMappId>,
+        ModelDatasetMappRepositoryCustom {}

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

@@ -0,0 +1,15 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import com.kamco.cd.training.postgres.entity.ModelDatasetMappEntity;
+import com.kamco.cd.training.train.dto.ModelTrainLinkDto;
+import java.util.List;
+
+public interface ModelDatasetMappRepositoryCustom {
+  List<ModelDatasetMappEntity> findByModelUid(Long modelId);
+
+  List<ModelTrainLinkDto> findDatasetTrainPath(Long modelId);
+
+  List<ModelTrainLinkDto> findDatasetValPath(Long modelId);
+
+  List<ModelTrainLinkDto> findDatasetTestPath(Long modelId);
+}

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

@@ -0,0 +1,165 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import static com.kamco.cd.training.postgres.entity.QDatasetEntity.datasetEntity;
+import static com.kamco.cd.training.postgres.entity.QModelDatasetMappEntity.modelDatasetMappEntity;
+import static com.kamco.cd.training.postgres.entity.QModelMasterEntity.modelMasterEntity;
+
+import com.kamco.cd.training.common.enums.ModelType;
+import com.kamco.cd.training.postgres.entity.ModelDatasetMappEntity;
+import com.kamco.cd.training.postgres.entity.QDatasetObjEntity;
+import com.kamco.cd.training.postgres.entity.QDatasetTestObjEntity;
+import com.kamco.cd.training.postgres.entity.QDatasetValObjEntity;
+import com.kamco.cd.training.train.dto.ModelTrainLinkDto;
+import com.querydsl.core.types.Projections;
+import com.querydsl.jpa.impl.JPAQueryFactory;
+import java.util.List;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Repository;
+
+@Repository
+@RequiredArgsConstructor
+public class ModelDatasetMappRepositoryImpl implements ModelDatasetMappRepositoryCustom {
+
+  private final JPAQueryFactory queryFactory;
+
+  @Override
+  public List<ModelDatasetMappEntity> findByModelUid(Long modelId) {
+    return queryFactory
+        .select(modelDatasetMappEntity)
+        .from(modelDatasetMappEntity)
+        .where(modelDatasetMappEntity.modelUid.eq(modelId))
+        .fetch();
+  }
+
+  @Override
+  public List<ModelTrainLinkDto> findDatasetTrainPath(Long modelId) {
+
+    QDatasetObjEntity datasetObjEntity = QDatasetObjEntity.datasetObjEntity;
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelTrainLinkDto.class,
+                modelMasterEntity.id,
+                modelMasterEntity.trainType,
+                modelMasterEntity.modelNo,
+                modelDatasetMappEntity.datasetUid,
+                datasetObjEntity.targetClassCd,
+                datasetObjEntity.comparePath,
+                datasetObjEntity.targetPath,
+                datasetObjEntity.labelPath,
+                datasetObjEntity.geojsonPath,
+                datasetEntity.uid))
+        .from(modelMasterEntity)
+        .leftJoin(modelDatasetMappEntity)
+        .on(modelDatasetMappEntity.modelUid.eq(modelMasterEntity.id))
+        .leftJoin(datasetEntity)
+        .on(datasetEntity.id.eq(modelDatasetMappEntity.datasetUid))
+        .leftJoin(datasetObjEntity)
+        .on(
+            datasetObjEntity
+                .datasetUid
+                .eq(modelDatasetMappEntity.datasetUid)
+                .and(
+                    modelMasterEntity
+                        .modelNo
+                        .eq(ModelType.G1.getId())
+                        .and(datasetObjEntity.targetClassCd.upper().in("CONTAINER", "BUILDING"))
+                        .or(
+                            modelMasterEntity
+                                .modelNo
+                                .eq(ModelType.G2.getId())
+                                .and(datasetObjEntity.targetClassCd.upper().eq("WASTE")))
+                        .or(modelMasterEntity.modelNo.eq(ModelType.G3.getId()))))
+        .where(modelMasterEntity.id.eq(modelId))
+        .fetch();
+  }
+
+  @Override
+  public List<ModelTrainLinkDto> findDatasetValPath(Long modelId) {
+
+    QDatasetValObjEntity datasetValObjEntity = QDatasetValObjEntity.datasetValObjEntity;
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelTrainLinkDto.class,
+                modelMasterEntity.id,
+                modelMasterEntity.trainType,
+                modelMasterEntity.modelNo,
+                modelDatasetMappEntity.datasetUid,
+                datasetValObjEntity.targetClassCd,
+                datasetValObjEntity.comparePath,
+                datasetValObjEntity.targetPath,
+                datasetValObjEntity.labelPath,
+                datasetValObjEntity.geojsonPath,
+                datasetEntity.uid))
+        .from(modelMasterEntity)
+        .leftJoin(modelDatasetMappEntity)
+        .on(modelDatasetMappEntity.modelUid.eq(modelMasterEntity.id))
+        .leftJoin(datasetEntity)
+        .on(datasetEntity.id.eq(modelDatasetMappEntity.datasetUid))
+        .leftJoin(datasetValObjEntity)
+        .on(
+            datasetValObjEntity
+                .datasetUid
+                .eq(modelDatasetMappEntity.datasetUid)
+                .and(
+                    modelMasterEntity
+                        .modelNo
+                        .eq(ModelType.G1.getId())
+                        .and(datasetValObjEntity.targetClassCd.upper().in("CONTAINER", "BUILDING"))
+                        .or(
+                            modelMasterEntity
+                                .modelNo
+                                .eq(ModelType.G2.getId())
+                                .and(datasetValObjEntity.targetClassCd.upper().eq("WASTE")))
+                        .or(modelMasterEntity.modelNo.eq(ModelType.G3.getId()))))
+        .where(modelMasterEntity.id.eq(modelId))
+        .fetch();
+  }
+
+  @Override
+  public List<ModelTrainLinkDto> findDatasetTestPath(Long modelId) {
+
+    QDatasetTestObjEntity datasetTestObjEntity = QDatasetTestObjEntity.datasetTestObjEntity;
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelTrainLinkDto.class,
+                modelMasterEntity.id,
+                modelMasterEntity.trainType,
+                modelMasterEntity.modelNo,
+                modelDatasetMappEntity.datasetUid,
+                datasetTestObjEntity.targetClassCd,
+                datasetTestObjEntity.comparePath,
+                datasetTestObjEntity.targetPath,
+                datasetTestObjEntity.labelPath,
+                datasetTestObjEntity.geojsonPath,
+                datasetEntity.uid))
+        .from(modelMasterEntity)
+        .leftJoin(modelDatasetMappEntity)
+        .on(modelDatasetMappEntity.modelUid.eq(modelMasterEntity.id))
+        .leftJoin(datasetEntity)
+        .on(datasetEntity.id.eq(modelDatasetMappEntity.datasetUid))
+        .leftJoin(datasetTestObjEntity)
+        .on(
+            datasetTestObjEntity
+                .datasetUid
+                .eq(modelDatasetMappEntity.datasetUid)
+                .and(
+                    modelMasterEntity
+                        .modelNo
+                        .eq(ModelType.G1.getId())
+                        .and(datasetTestObjEntity.targetClassCd.upper().in("CONTAINER", "BUILDING"))
+                        .or(
+                            modelMasterEntity
+                                .modelNo
+                                .eq(ModelType.G2.getId())
+                                .and(datasetTestObjEntity.targetClassCd.upper().eq("WASTE")))
+                        .or(modelMasterEntity.modelNo.eq(ModelType.G3.getId()))))
+        .where(modelMasterEntity.id.eq(modelId))
+        .fetch();
+  }
+}

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

@@ -0,0 +1,7 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import com.kamco.cd.training.postgres.entity.ModelDatasetEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface ModelDatasetRepository
+    extends JpaRepository<ModelDatasetEntity, Long>, ModelDatasetRepositoryCustom {}

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

@@ -0,0 +1,3 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+public interface ModelDatasetRepositoryCustom {}

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

@@ -0,0 +1,7 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import com.kamco.cd.training.postgres.entity.ModelMasterEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface ModelDetailRepository
+    extends JpaRepository<ModelMasterEntity, Long>, ModelDetailRepositoryCustom {}

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

@@ -0,0 +1,45 @@
+package com.kamco.cd.training.postgres.repository.model;
+
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.DetailSummary;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.HyperSummary;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelBestEpoch;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelFileInfo;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferHyperSummary;
+import com.kamco.cd.training.model.dto.ModelTrainMngDto.ModelProgressStepDto;
+import com.kamco.cd.training.postgres.entity.ModelMasterEntity;
+import java.util.List;
+import java.util.Optional;
+import java.util.UUID;
+
+public interface ModelDetailRepositoryCustom {
+
+  Optional<ModelMasterEntity> findByUuid(UUID uuid);
+
+  DetailSummary getModelDetailSummary(UUID uuid);
+
+  HyperSummary getByModelHyperParamSummary(UUID uuid);
+
+  TransferHyperSummary getByModelTransferHyperParamSummary(UUID uuid);
+
+  List<MappingDataset> getByModelMappingDataset(UUID uuid);
+
+  ModelMasterEntity findByModelByUUID(UUID uuid);
+
+  List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid);
+
+  List<ModelValidationMetrics> getModelValidationMetricResult(UUID uuid);
+
+  List<ModelTestMetrics> getModelTestMetricResult(UUID uuid);
+
+  ModelBestEpoch getModelTrainBestEpoch(UUID uuid);
+
+  ModelFileInfo getModelTrainFileInfo(UUID uuid);
+
+  List<ModelProgressStepDto> findModelTrainProgressInfo(UUID uuid);
+
+  ModelMasterEntity findByModelBeforeId(Long beforeModelId);
+}