커맨드 수정

docker-compose-dev.yml

@@ -1,7 +1,10 @@
 services:
   kamco-changedetection-api:
-    image: kamco-train-app:latest
+    build:
-    container_name: kamco-train-api
+      context: .
+      dockerfile: Dockerfile-dev
+    image: kamco-cd-training-api:${IMAGE_TAG:-latest}
+    container_name: kamco-cd-training-api
     deploy:
       resources:
         reservations:
@@ -9,13 +12,13 @@ services:
             - driver: nvidia
               count: all
               capabilities: [gpu]
+    ports:
+      - "7200:8080"
     environment:
       - SPRING_PROFILES_ACTIVE=dev
       - TZ=Asia/Seoul
-      - cors.allowed-origins=*
-      - cors.allowed-origins[0]=*
     volumes:
-      - /data/training:/data/training
+      - /backup/data/training:/backup/data/training
       - /var/run/docker.sock:/var/run/docker.sock
     networks:
       - kamco-cds

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

@@ -37,7 +37,8 @@ public class GpuDmonReader {
             int avg =
                 deque.isEmpty()
                     ? 0
-                    : (int) Math.round(deque.stream().mapToInt(Integer::intValue).average().orElse(0));
+                    : (int)
+                        Math.round(deque.stream().mapToInt(Integer::intValue).average().orElse(0));
             result.put(gpu, avg);
           }
         });
@@ -98,8 +99,7 @@ public class GpuDmonReader {
 
     Process process = pb.start();
     // 프로세스 실행 후 stdout 읽기
-    try (BufferedReader br =
+    try (BufferedReader br = new BufferedReader(new InputStreamReader(process.getInputStream()))) {
-        new BufferedReader(new InputStreamReader(process.getInputStream()))) {
 
       String line;
 

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

@@ -1,7 +1,12 @@
 package com.kamco.cd.training.common.utils;
 
 import jakarta.servlet.http.HttpServletRequest;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.web.context.request.RequestAttributes;
+import org.springframework.web.context.request.RequestContextHolder;
+import org.springframework.web.context.request.ServletRequestAttributes;
 
+@Slf4j
 public final class HeaderUtil {
 
   private HeaderUtil() {}
@@ -20,4 +25,20 @@ public final class HeaderUtil {
   public static String getRequired(HttpServletRequest request, String headerName) {
     return get(request, headerName);
   }
+
+  public static boolean isEnglishRequest() {
+    RequestAttributes attrs = RequestContextHolder.getRequestAttributes();
+
+    if (!(attrs instanceof ServletRequestAttributes servletAttrs)) {
+      return false;
+    }
+
+    String acceptLanguage = servletAttrs.getRequest().getHeader("Accept-Language");
+
+    if (acceptLanguage == null || acceptLanguage.isBlank()) {
+      return false;
+    }
+
+    return acceptLanguage.toLowerCase().startsWith("en");
+  }
 }

src/main/java/com/kamco/cd/training/common/utils/enums/Enums.java

@@ -1,5 +1,6 @@
 package com.kamco.cd.training.common.utils.enums;
 
+import com.kamco.cd.training.common.utils.HeaderUtil;
 import java.util.Arrays;
 import java.util.HashMap;
 import java.util.List;
@@ -31,10 +32,11 @@ public class Enums {
   // enum -> CodeDto list
   public static List<CodeDto> toList(Class<? extends Enum<?>> enumClass) {
     Object[] enums = enumClass.getEnumConstants();
+    boolean english = HeaderUtil.isEnglishRequest();
 
     return Arrays.stream(enums)
         .map(e -> (EnumType) e)
-        .map(e -> new CodeDto(e.getId(), e.getText()))
+        .map(e -> new CodeDto(e.getId(), english ? e.getId() : e.getText()))
         .toList();
   }
 

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

@@ -293,6 +293,8 @@ public class DatasetApiController {
     DatasetService.validateTrainValTestDirs(req.getFilePath());
     // 파일 개수 검증
     DatasetService.validateDirFileCount(req.getFilePath());
+    // 폴더명(uid)으로 등록한 건이 있는지 체크
+    datasetService.validateExistsUidChk(req.getFilePath());
 
     datasetAsyncService.insertDeliveriesDatasetAsync(req);
     return ApiResponseDto.createOK("ok");

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

@@ -4,6 +4,7 @@ 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.HeaderUtil;
 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;
@@ -90,7 +91,8 @@ public class DatasetDto {
 
     public String getStatus(String status) {
       LearnDataRegister type = Enums.fromId(LearnDataRegister.class, status);
-      return type == null ? null : type.getText();
+      boolean english = HeaderUtil.isEnglishRequest();
+      return type == null ? null : (english ? type.getId() : type.getText());
     }
 
     public String getYear() {
@@ -99,7 +101,8 @@ public class DatasetDto {
 
     public String getDataTypeName() {
       LearnDataType type = Enums.fromId(LearnDataType.class, this.dataType);
-      return type == null ? null : type.getText();
+      boolean english = HeaderUtil.isEnglishRequest();
+      return type == null ? null : (english ? type.getId() : type.getText());
     }
   }
 
@@ -315,7 +318,7 @@ public class DatasetDto {
 
     public String getDataTypeName(String groupTitleCd) {
       LearnDataType type = Enums.fromId(LearnDataType.class, groupTitleCd);
-      return type == null ? null : type.getText();
+      return type == null ? null : (HeaderUtil.isEnglishRequest() ? type.getId() : type.getText());
     }
 
     public String getYear() {

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

@@ -5,6 +5,7 @@ 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.HeaderUtil;
 import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
 import io.swagger.v3.oas.annotations.media.Schema;
 import java.time.ZonedDateTime;
@@ -131,7 +132,10 @@ public class DatasetObjDto {
     private String classCd;
 
     public String getClassName() {
-      return DetectionClassification.fromString(classCd).getDesc();
+
+      return HeaderUtil.isEnglishRequest()
+          ? DetectionClassification.fromString(classCd).getId()
+          : DetectionClassification.fromString(classCd).getDesc();
       // fromString 메서드를 사용하여 안전하게 변환 (미정의 값은 ETC로 처리)
       // return DetectionClassification.valueOf(classCd.toUpperCase()).getDesc();
     }

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

@@ -4,7 +4,11 @@ import com.kamco.cd.training.common.enums.LearnDataRegister;
 import com.kamco.cd.training.dataset.dto.DatasetDto.AddDeliveriesReq;
 import com.kamco.cd.training.dataset.dto.DatasetDto.DatasetMngRegDto;
 import com.kamco.cd.training.postgres.core.DatasetCoreService;
-import java.util.UUID;
+import java.io.IOException;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
+import java.util.stream.Stream;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.log4j.Log4j2;
 import org.springframework.scheduling.annotation.Async;
@@ -45,7 +49,11 @@ public class DatasetAsyncService {
     try {
 
       // ===== 1. UID 생성 =====
-      String uid = UUID.randomUUID().toString().replace("-", "").toUpperCase();
+      // String uid = UUID.randomUUID().toString().replace("-", "").toUpperCase();
+
+      // 26-05-08: UID를 생성하지 않고 folder name 을 uid 로 저장하기  -> req.getFilePath()
+      Path selectedPath = Paths.get(req.getFilePath());
+      String uid = selectedPath.getFileName().toString();
       log.info("{} 생성된 UID: {}", LOG_PREFIX, uid);
 
       // ===== 2. 마스터 데이터 생성 =====
@@ -71,6 +79,7 @@ public class DatasetAsyncService {
       datasetMngRegDto.setTitle(title);
       datasetMngRegDto.setMemo(req.getMemo());
       datasetMngRegDto.setDatasetPath(req.getFilePath());
+      datasetMngRegDto.setTotalSize(getDirectorySize(req.getFilePath())); // 선택한 폴더 안의 모든 파일 용량 합계
 
       // 마스터 저장
       datasetUid = datasetCoreService.insertDatasetMngData(datasetMngRegDto);
@@ -121,4 +130,24 @@ public class DatasetAsyncService {
       }
     }
   }
+
+  private Long getDirectorySize(String filePath) {
+    Path selectedPath = Paths.get(filePath);
+
+    try (Stream<Path> paths = Files.walk(selectedPath)) {
+      return paths
+          .filter(Files::isRegularFile)
+          .mapToLong(
+              path -> {
+                try {
+                  return Files.size(path);
+                } catch (IOException e) {
+                  return 0L;
+                }
+              })
+          .sum();
+    } catch (IOException e) {
+      return 0L;
+    }
+  }
 }

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

@@ -286,7 +286,7 @@ public class DatasetService {
               .memo(addReq.getMemo())
               .roundNo(stage)
               .totalSize(addReq.getFileSize())
-              .datasetPath(addReq.getFilePath())
+              .datasetPath(addReq.getFilePath() + uid)
               .build();
 
       datasetUid = datasetCoreService.insertDatasetMngData(mngRegDto); // tb_dataset 에 insert
@@ -676,4 +676,18 @@ public class DatasetService {
         total,
         System.currentTimeMillis() - start);
   }
+
+  public void validateExistsUidChk(String filePath) {
+    Path selectedPath = Paths.get(filePath);
+    String uid = selectedPath.getFileName().toString();
+
+    // 같은 uid 로 등록한 파일이 있는지 확인
+    Long existsCnt = datasetCoreService.findDatasetByUidExistsCnt(uid);
+    if (existsCnt > 0) {
+      throw new CustomApiException(
+          ApiResponseCode.DUPLICATE_DATA.getId(),
+          HttpStatus.CONFLICT,
+          "이미 등록된 회차 데이터 파일입니다. 확인 부탁드립니다.");
+    }
+  }
 }

src/main/java/com/kamco/cd/training/filemanager/dto/FileManagerDto.java

@@ -277,9 +277,7 @@ public class FileManagerDto {
     @Schema(description = "디스크 사용률 (%)", example = "50.5")
     private Double usagePercentage;
 
-
+    @JsonFormatDttm private ZonedDateTime lastModifiedDate;
-    @JsonFormatDttm
-    private ZonedDateTime lastModifiedDate;
 
     public ZonedDateTime getLastModifiedDate() {
       return ZonedDateTime.now();

src/main/java/com/kamco/cd/training/filemanager/service/FileManagerService.java

@@ -627,8 +627,7 @@ public class FileManagerService {
       duPb.redirectErrorStream(true);
       Process duProcess = duPb.start();
       try (java.io.BufferedReader br =
-          new java.io.BufferedReader(
+          new java.io.BufferedReader(new java.io.InputStreamReader(duProcess.getInputStream()))) {
-              new java.io.InputStreamReader(duProcess.getInputStream()))) {
         String line = br.readLine();
         if (line != null) {
           // du -sb 출력 형식: "12345678\t/path/to/dir"

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

@@ -236,4 +236,41 @@ public class ModelTrainMngApiController {
   public ApiResponseDto<MonitorDto> getSystem() throws IOException {
     return ApiResponseDto.ok(systemMonitorService.get());
   }
+
+  @Operation(summary = "모델학습 1단계/2단계 실행중인 것 id 정보", description = "모델학습 1단계/2단계 실행중인 것 id 정보")
+  @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-model")
+  public ApiResponseDto<ModelTrainMngDto.InProgressModel> findInprogressModel() {
+    return ApiResponseDto.ok(modelTrainMngService.findInprogressModel());
+  }
+
+  @Operation(summary = "모델학습 진행율 퍼센트", description = "모델학습 진행율 퍼센트")
+  @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("/progress-percent/{uuid}")
+  public ApiResponseDto<ModelTrainMngDto.ProgressPercent> findTrainProgressPercent(
+      @PathVariable UUID uuid) {
+    return ApiResponseDto.ok(modelTrainMngService.findTrainProgressPercent(uuid));
+  }
 }

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

@@ -4,6 +4,7 @@ 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.HeaderUtil;
 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;
@@ -32,6 +33,8 @@ public class ModelTrainDetailDto {
     private String modelNo;
     private String modelVer;
     @JsonFormatDttm private ZonedDateTime step1StrtDttm;
+    @JsonFormatDttm private ZonedDateTime step1EndDttm;
+    @JsonFormatDttm private ZonedDateTime step2StrtDttm;
     @JsonFormatDttm private ZonedDateTime step2EndDttm;
     private String statusCd;
     private String trainType;
@@ -40,7 +43,9 @@ public class ModelTrainDetailDto {
     public String getStatusName() {
       if (this.statusCd == null || this.statusCd.isBlank()) return null;
       try {
-        return TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
+        return HeaderUtil.isEnglishRequest()
+            ? TrainStatusType.valueOf(this.statusCd).getId()
+            : TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.statusCd; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -49,18 +54,16 @@ public class ModelTrainDetailDto {
     public String getTrainTypeName() {
       if (this.trainType == null || this.trainType.isBlank()) return null;
       try {
-        return TrainType.valueOf(this.trainType).getText(); // 또는 getName()
+        return HeaderUtil.isEnglishRequest()
+            ? TrainType.valueOf(this.trainType).getId()
+            : 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) {
+      if (start == null || end == null) {
-        end = ZonedDateTime.now();
-      }
-
-      if (start == null) {
         return null;
       }
 
@@ -70,11 +73,42 @@ public class ModelTrainDetailDto {
       long minutes = (totalSeconds % 3600) / 60;
       long seconds = totalSeconds % 60;
 
-      return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+      if (HeaderUtil.isEnglishRequest()) {
+        return String.format("%dh %dm %ds", hours, minutes, seconds);
+      } else {
+        return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+      }
     }
 
     public String getStepAllDuration() {
-      return formatDuration(this.step1StrtDttm, this.step2EndDttm);
+      if (this.step2EndDttm != null) {
+        // step1 + step2 실제 소요시간 합산
+        long step1Seconds = 0;
+        long step2Seconds = 0;
+
+        if (this.step1StrtDttm != null && this.step1EndDttm != null) {
+          step1Seconds =
+              Math.abs(Duration.between(this.step1StrtDttm, this.step1EndDttm).getSeconds());
+        }
+        if (this.step2StrtDttm != null && this.step2EndDttm != null) {
+          step2Seconds =
+              Math.abs(Duration.between(this.step2StrtDttm, this.step2EndDttm).getSeconds());
+        }
+
+        long totalSeconds = step1Seconds + step2Seconds;
+        long hours = totalSeconds / 3600;
+        long minutes = (totalSeconds % 3600) / 60;
+        long seconds = totalSeconds % 60;
+
+        if (HeaderUtil.isEnglishRequest()) {
+          return String.format("%dh %dm %ds", hours, minutes, seconds);
+        } else {
+          return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+        }
+      } else {
+        // step2 없으면 step1만
+        return formatDuration(this.step1StrtDttm, this.step1EndDttm);
+      }
     }
   }
 
@@ -174,7 +208,7 @@ public class ModelTrainDetailDto {
 
     public String getDataTypeName(String groupTitleCd) {
       LearnDataType type = Enums.fromId(LearnDataType.class, groupTitleCd);
-      return type == null ? null : type.getText();
+      return type == null ? null : (HeaderUtil.isEnglishRequest() ? type.getId() : type.getText());
     }
   }
 

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

@@ -3,6 +3,7 @@ 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.HeaderUtil;
 import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
 import io.swagger.v3.oas.annotations.media.Schema;
 import jakarta.validation.constraints.NotNull;
@@ -44,16 +45,20 @@ public class ModelTrainMngDto {
     private String requestPath;
 
     private String packingState;
-    private ZonedDateTime packingStrtDttm;
+    @JsonFormatDttm private ZonedDateTime packingStrtDttm;
-    private ZonedDateTime packingEndDttm;
+    @JsonFormatDttm private ZonedDateTime packingEndDttm;
 
     private Long beforeModelId;
     private Integer bestEpoch;
 
+    private UUID beforeModelUuid;
+
     public String getStatusName() {
       if (this.statusCd == null || this.statusCd.isBlank()) return null;
       try {
-        return TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
+        return (HeaderUtil.isEnglishRequest()
+            ? TrainStatusType.valueOf(this.statusCd).getId()
+            : TrainStatusType.valueOf(this.statusCd).getText()); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.statusCd; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -62,7 +67,9 @@ public class ModelTrainMngDto {
     public String getStep1StatusName() {
       if (this.step1Status == null || this.step1Status.isBlank()) return null;
       try {
-        return TrainStatusType.valueOf(this.step1Status).getText(); // 또는 getName()
+        return (HeaderUtil.isEnglishRequest()
+            ? TrainStatusType.valueOf(this.step1Status).getId()
+            : TrainStatusType.valueOf(this.step1Status).getText()); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.step1Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -71,7 +78,9 @@ public class ModelTrainMngDto {
     public String getStep2StatusName() {
       if (this.step2Status == null || this.step2Status.isBlank()) return null;
       try {
-        return TrainStatusType.valueOf(this.step2Status).getText(); // 또는 getName()
+        return (HeaderUtil.isEnglishRequest()
+            ? TrainStatusType.valueOf(this.step2Status).getId()
+            : TrainStatusType.valueOf(this.step2Status).getText()); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.step2Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -80,7 +89,9 @@ public class ModelTrainMngDto {
     public String getTrainTypeName() {
       if (this.trainType == null || this.trainType.isBlank()) return null;
       try {
-        return TrainType.valueOf(this.trainType).getText(); // 또는 getName()
+        return (HeaderUtil.isEnglishRequest()
+            ? TrainType.valueOf(this.trainType).getId()
+            : TrainType.valueOf(this.trainType).getText()); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.trainType; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -97,7 +108,11 @@ public class ModelTrainMngDto {
       long minutes = (totalSeconds % 3600) / 60;
       long seconds = totalSeconds % 60;
 
-      return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+      if (HeaderUtil.isEnglishRequest()) {
+        return String.format("%dh %dm %ds", hours, minutes, seconds);
+      } else {
+        return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+      }
     }
 
     public String getStep1Duration() {
@@ -260,7 +275,9 @@ public class ModelTrainMngDto {
     public String getStatusName() {
       if (this.statusCd == null || this.statusCd.isBlank()) return null;
       try {
-        return TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
+        return HeaderUtil.isEnglishRequest()
+            ? TrainStatusType.valueOf(this.statusCd).getId()
+            : TrainStatusType.valueOf(this.statusCd).getText(); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.statusCd; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -269,7 +286,9 @@ public class ModelTrainMngDto {
     public String getStep1StatusName() {
       if (this.step1Status == null || this.step1Status.isBlank()) return null;
       try {
-        return TrainStatusType.valueOf(this.step1Status).getText(); // 또는 getName()
+        return HeaderUtil.isEnglishRequest()
+            ? TrainStatusType.valueOf(this.step1Status).getId()
+            : TrainStatusType.valueOf(this.step1Status).getText(); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.step1Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -278,7 +297,9 @@ public class ModelTrainMngDto {
     public String getStep2StatusName() {
       if (this.step2Status == null || this.step2Status.isBlank()) return null;
       try {
-        return TrainStatusType.valueOf(this.step2Status).getText(); // 또는 getName()
+        return HeaderUtil.isEnglishRequest()
+            ? TrainStatusType.valueOf(this.step2Status).getId()
+            : TrainStatusType.valueOf(this.step2Status).getText(); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.step2Status; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -287,7 +308,9 @@ public class ModelTrainMngDto {
     public String getTrainTypeName() {
       if (this.trainType == null || this.trainType.isBlank()) return null;
       try {
-        return TrainType.valueOf(this.trainType).getText(); // 또는 getName()
+        return HeaderUtil.isEnglishRequest()
+            ? TrainType.valueOf(this.trainType).getId()
+            : TrainType.valueOf(this.trainType).getText(); // 또는 getName()
       } catch (IllegalArgumentException e) {
         return this.trainType; // 매핑 못하면 코드 그대로 반환(원하면 null 처리)
       }
@@ -304,7 +327,11 @@ public class ModelTrainMngDto {
       long minutes = (totalSeconds % 3600) / 60;
       long seconds = totalSeconds % 60;
 
-      return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+      if (HeaderUtil.isEnglishRequest()) {
+        return String.format("%dh %dm %ds", hours, minutes, seconds);
+      } else {
+        return String.format("%d시간 %d분 %d초", hours, minutes, seconds);
+      }
     }
 
     public String getStep1Duration() {
@@ -353,4 +380,26 @@ public class ModelTrainMngDto {
     // 삭제 될 파일
     private List<String> deleteTargets;
   }
+
+  @Getter
+  @Builder
+  @AllArgsConstructor
+  public static class InProgressModel {
+
+    private String modelNo;
+    private UUID uuid;
+  }
+
+  @Getter
+  @Builder
+  @AllArgsConstructor
+  public static class ProgressPercent {
+
+    private Long modelId;
+    private String jobType;
+    private String statusCd;
+    private Integer totalEpoch;
+    private Integer currentEpoch;
+    private Double percent;
+  }
 }

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

@@ -350,4 +350,12 @@ public class ModelTrainMngService {
   public Long findModelStep1InProgressCnt() {
     return modelTrainMngCoreService.findModelStep1InProgressCnt();
   }
+
+  public ModelTrainMngDto.InProgressModel findInprogressModel() {
+    return modelTrainMngCoreService.findInprogressModel();
+  }
+
+  public ModelTrainMngDto.ProgressPercent findTrainProgressPercent(UUID uuid) {
+    return modelTrainMngCoreService.findTrainProgressPercent(uuid);
+  }
 }

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

@@ -120,6 +120,15 @@ public class ModelTrainMngCoreService {
     entity.setTrainType(addReq.getTrainType()); // 일반, 전이
     entity.setBeforeModelId(addReq.getBeforeModelId());
 
+    // 전이학습일 때 beforeModelUuid 추가하기
+    if (addReq.getBeforeModelId() != null) {
+      ModelMasterEntity beforeModel =
+          modelMngRepository
+              .findById(addReq.getBeforeModelId())
+              .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+      entity.setBeforeModelUuid(beforeModel.getUuid());
+    }
+
     entity.setStatusCd(TrainStatusType.READY.getId());
     entity.setStep1State(TrainStatusType.READY.getId());
 
@@ -713,4 +722,17 @@ public class ModelTrainMngCoreService {
     entity.setTmpFileStatus("FAIL");
     entity.setTmpFileErrMessage(message);
   }
+
+  public ModelTrainMngDto.InProgressModel findInprogressModel() {
+    return modelMngRepository.findInprogressModel();
+  }
+
+  public ModelTrainMngDto.ProgressPercent findTrainProgressPercent(UUID uuid) {
+    ModelMasterEntity entity =
+        modelMngRepository
+            .findByUuid(uuid)
+            .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+
+    return modelMngRepository.findTrainProgressPercent(entity.getId());
+  }
 }

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

@@ -136,6 +136,9 @@ public class ModelMasterEntity {
   @Column(name = "tmp_file_err_message", columnDefinition = "TEXT")
   private String tmpFileErrMessage;
 
+  @Column(name = "before_model_uuid")
+  private UUID beforeModelUuid;
+
   public ModelTrainMngDto.Basic toDto() {
     return new ModelTrainMngDto.Basic(
         this.id,
@@ -157,6 +160,7 @@ public class ModelMasterEntity {
         this.packingStrtDttm,
         this.packingEndDttm,
         this.beforeModelId,
-        this.bestEpoch);
+        this.bestEpoch,
+        this.beforeModelUuid);
   }
 }

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

@@ -80,6 +80,8 @@ public class ModelDetailRepositoryImpl implements ModelDetailRepositoryCustom {
                 modelMasterEntity.modelNo,
                 modelMasterEntity.modelVer,
                 modelMasterEntity.step1StrtDttm,
+                modelMasterEntity.step1EndDttm,
+                modelMasterEntity.step2StrtDttm,
                 modelMasterEntity.step2EndDttm,
                 modelMasterEntity.statusCd,
                 modelMasterEntity.trainType,

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

@@ -47,4 +47,13 @@ public interface ModelMngRepositoryCustom {
    * @return 모델 목록
    */
   List<ModelMasterEntity> findByHyperParamId(Long hyperParamId);
+
+  /**
+   * 학습 진행중인 모델 type, uuid 조회
+   *
+   * @return
+   */
+  ModelTrainMngDto.InProgressModel findInprogressModel();
+
+  ModelTrainMngDto.ProgressPercent findTrainProgressPercent(Long id);
 }

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

@@ -4,6 +4,7 @@ import static com.kamco.cd.training.postgres.entity.QMemberEntity.memberEntity;
 import static com.kamco.cd.training.postgres.entity.QModelConfigEntity.modelConfigEntity;
 import static com.kamco.cd.training.postgres.entity.QModelHyperParamEntity.modelHyperParamEntity;
 import static com.kamco.cd.training.postgres.entity.QModelMasterEntity.modelMasterEntity;
+import static com.kamco.cd.training.postgres.entity.QModelTrainJobEntity.modelTrainJobEntity;
 
 import com.kamco.cd.training.common.enums.TrainStatusType;
 import com.kamco.cd.training.model.dto.ModelTrainMngDto;
@@ -14,7 +15,9 @@ import com.kamco.cd.training.train.dto.TrainRunRequest;
 import com.querydsl.core.BooleanBuilder;
 import com.querydsl.core.types.Expression;
 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;
@@ -143,6 +146,8 @@ public class ModelMngRepositoryImpl implements ModelMngRepositoryCustom {
 
   @Override
   public TrainRunRequest findTrainRunRequest(Long modelId) {
+    QModelMasterEntity beforeModel = new QModelMasterEntity("beforeModel");
+
     return queryFactory
         .select(
             Projections.constructor(
@@ -190,12 +195,17 @@ public class ModelMngRepositoryImpl implements ModelMngRepositoryCustom {
                 Expressions.nullExpression(Integer.class),
                 Expressions.nullExpression(String.class),
                 modelHyperParamEntity.uuid,
-                modelMasterEntity.reqTmpYn))
+                modelMasterEntity.reqTmpYn,
+                modelMasterEntity.trainType,
+                beforeModel.uuid,
+                beforeModel.bestEpoch))
         .from(modelMasterEntity)
         .leftJoin(modelHyperParamEntity)
         .on(modelHyperParamEntity.id.eq(modelMasterEntity.hyperParamId))
         .leftJoin(modelConfigEntity)
         .on(modelConfigEntity.model.id.eq(modelMasterEntity.id))
+        .leftJoin(beforeModel)
+        .on(modelMasterEntity.beforeModelId.eq(beforeModel.id))
         .where(modelMasterEntity.id.eq(modelId))
         .fetchOne();
   }
@@ -231,4 +241,58 @@ public class ModelMngRepositoryImpl implements ModelMngRepositoryCustom {
         .orderBy(modelMasterEntity.createdDttm.desc())
         .fetch();
   }
+
+  @Override
+  public ModelTrainMngDto.InProgressModel findInprogressModel() {
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelTrainMngDto.InProgressModel.class,
+                modelMasterEntity.modelNo,
+                modelMasterEntity.uuid))
+        .from(modelMasterEntity)
+        .where(
+            modelMasterEntity
+                .step1State
+                .eq(TrainStatusType.IN_PROGRESS.getId())
+                .or(modelMasterEntity.step2State.eq(TrainStatusType.IN_PROGRESS.getId())))
+        .fetchOne();
+  }
+
+  @Override
+  public ModelTrainMngDto.ProgressPercent findTrainProgressPercent(Long id) {
+    NumberExpression<Integer> currentEpoch =
+        new CaseBuilder()
+            .when(
+                modelTrainJobEntity
+                    .jobType
+                    .eq("TEST")
+                    .and(modelTrainJobEntity.statusCd.eq("SUCCESS")))
+            .then(1)
+            .otherwise(modelTrainJobEntity.currentEpoch.coalesce(0));
+
+    NumberExpression<Integer> totalEpoch = modelTrainJobEntity.totalEpoch.coalesce(1);
+
+    // per 계산
+    NumberExpression<Double> per =
+        currentEpoch
+            .castToNum(Double.class)
+            .divide(totalEpoch.castToNum(Double.class))
+            .multiply(100);
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelTrainMngDto.ProgressPercent.class,
+                modelTrainJobEntity.modelId,
+                modelTrainJobEntity.jobType,
+                modelTrainJobEntity.statusCd,
+                totalEpoch.as("totalEpoch"),
+                currentEpoch.as("currentEpoch"),
+                per.as("per")))
+        .from(modelTrainJobEntity)
+        .where(modelTrainJobEntity.modelId.eq(id))
+        .orderBy(modelTrainJobEntity.attemptNo.desc())
+        .fetchFirst();
+  }
 }

src/main/java/com/kamco/cd/training/train/dto/TrainRunRequest.java

@@ -86,6 +86,12 @@ public class TrainRunRequest {
 
   private Boolean reqTmpYn; // tmp 심볼릭 링크를 쓰는지 아닌지 여부
 
+  private String trainType; // 일반 : GENERAL, 전이 : TRANSFER
+
+  private UUID beforeModelUUID;
+  private Integer
+      beforeBestEpoch; // 전이학습인 경우, before 모델 베스트 pth 경로를 보내야 해서 before 모델의 bestEpoch 을 조회하기
+
   public String getOutputFolder() {
     return String.valueOf(this.outputFolder);
   }

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

@@ -379,9 +379,30 @@ public class DockerTrainService {
     addArg(c, "--saturation-range", req.getSaturationRange());
     addArg(c, "--hue-delta", req.getHueDelta());
 
+    // 재시작을 위한 파라미터
     if (req.getResumeFrom() != null && !req.getResumeFrom().isBlank()) {
       c.add("--resume");
       addArg(c, "--load-from", req.getResumeFrom());
+    } else if ("TRANSFER".equals(req.getTrainType())
+        && req.getBeforeModelUUID() != null
+        && req.getBeforeBestEpoch() != null) {
+      // 재시작이 아닌데 전이학습인 경우, 전이학습을 위한 파라미터
+      String finalLoadFromPath;
+      String bestModelFileName = "best_changed_fscore_epoch_" + req.getBeforeBestEpoch() + ".pth";
+      String epochFileName = "epoch_" + req.getBeforeBestEpoch() + ".pth";
+
+      // 이전 모델 response 경로
+      Path beforeModelDir = Path.of(responseDir).resolve(req.getBeforeModelUUID().toString());
+      // 이전 모델 response 의 베스트 fscore pth 모델 파일 경로
+      Path bestFilePath = beforeModelDir.resolve(bestModelFileName);
+
+      // 베스트 fscore 파일이 있으면 그 경로를 사용, 없으면 epoch_00.pth 파일 경로 사용
+      if (Files.exists(bestFilePath)) {
+        finalLoadFromPath = bestFilePath.toString();
+      } else {
+        finalLoadFromPath = beforeModelDir.resolve(epochFileName).toString();
+      }
+      addArg(c, "--load-from", finalLoadFromPath);
     }
 
     addArg(c, "--save-interval", 1);
@@ -498,6 +519,10 @@ public class DockerTrainService {
     c.add("docker");
     c.add("run");
     c.add("--rm");
+
+    c.add("--user"); // root 권한 문제를 해결하기 위해 임시 추가
+    c.add("0:0");
+
     c.add("--gpus");
     c.add("all");
 
@@ -515,7 +540,8 @@ public class DockerTrainService {
     }
 
     c.add("-v");
-    c.add(responseDir + ":/checkpoints");
+    // c.add(responseDir + ":/checkpoints");
+    c.add(responseDir + "/" + req.getOutputFolder() + ":/checkpoints");
 
     c.add("kamco-cd-train:latest");
 
@@ -523,7 +549,7 @@ public class DockerTrainService {
     c.add("/workspace/change-detection-code/run_evaluation_pipeline.py");
 
     addArg(c, "--dataset-folder", req.getDatasetFolder());
-    addArg(c, "--output-folder", req.getOutputFolder());
+    // addArg(c, "--output-folder", req.getOutputFolder());
 
     c.add("--epoch");
     c.add(modelFile);

src/main/resources/application-dev.yml

@@ -50,16 +50,17 @@ swagger:
 
 
 file:
-  dataset-dir: /data/training/request/
+  base_path: /backup/data/training
+  dataset-dir: ${file.base_path}/request/
   dataset-tmp-dir: ${file.dataset-dir}tmp/
 
-  pt-path: /data/training/response/v6-cls-checkpoints/
+  pt-path: ${file.base_path}/response/v6-cls-checkpoints/
   pt-FileName: yolov8_6th-6m.pt
 
 train:
   docker:
     image: kamco-cd-train:latest
-    base_path: /data/training
+    base_path: /backup/data/training
     request_dir: ${train.docker.base_path}/request
     response_dir: ${train.docker.base_path}/response
     symbolic_link_dir: ${train.docker.base_path}/tmp
@@ -71,4 +72,4 @@ hyper:
   parameter:
     gpus: 1
     gpu-ids: 0
-    batch-size: 10
+    batch-size: 10

src/main/resources/application.yml

@@ -37,8 +37,8 @@ spring:
       max-file-size: 10GB
       max-request-size: 10GB
 
-  transaction:
+  #transaction:
-    default-timeout: 300  # 5분 트랜잭션 타임아웃
+  #  default-timeout: 300  # 5분 트랜잭션 타임아웃
 
 logging:
   level: