merge develop_add_log

Merge pull request '미사용 쿼리 삭제, 추론 주석 추가, api/inference/download/ 권한 제거 수정' (#104 ) from feat/infer_dev_260211 into develop
Reviewed-on: #104
2026-02-26 13:20:11 +09:00 · 2026-02-26 12:36:40 +09:00 · 2026-02-26 12:36:02 +09:00 · 2026-02-26 12:21:06 +09:00 · 2026-02-26 12:16:48 +09:00 · 2026-02-26 12:12:50 +09:00
64 changed files with 1764 additions and 447 deletions
--- a/docker-compose-dev.yml
+++ b/docker-compose-dev.yml
@@ -15,7 +15,7 @@ services:
      - SPRING_PROFILES_ACTIVE=dev
      - TZ=Asia/Seoul
    volumes:
-      - /kamco-nfs:/kamco-nfs
+      - /data:/kamco-nfs
    networks:
      - kamco-cds
    restart: unless-stopped
--- a/docker-compose-prod.yml
+++ b/docker-compose-prod.yml
@@ -21,13 +21,7 @@ services:
      start_period: 10s

  kamco-cd-api:
-    build:
-      context: .
-      dockerfile: Dockerfile-prod
-      args:
-        UID: 1000        # manager01 UID
-        GID: 1000        # manager01 GID
-    image: kamco-cd-api:${IMAGE_TAG:-latest}
+    image: kamco-api-app:260219
    container_name: kamco-cd-api
    user: "1000:1000"
    environment:
--- a/src/main/java/com/kamco/cd/kamcoback/changedetection/ChangeDetectionApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/changedetection/ChangeDetectionApiController.java
@@ -146,4 +146,53 @@ public class ChangeDetectionApiController {
    return ApiResponseDto.ok(
        changeDetectionService.getChangeDetectionPointList(type, scale, uuid, mapSheetNum));
  }
+
+  @Operation(summary = "선택 변화탐지 결과 uuid 조회", description = "선택 변화탐지 결과 uuid 조회")
+  @GetMapping("/selected/uuid")
+  public ApiResponseDto<UUID> getChnDtctIdUuid(
+      @Parameter(description = "회차 32자 uid", example = "98ABAA1FC4394F11885C302C19AE5E81")
+          @RequestParam
+          String chnDtctId) {
+    return ApiResponseDto.ok(changeDetectionService.getLearnUuid(chnDtctId));
+  }
+
+  @Operation(summary = "선택 변화탐지 결과 Polygon", description = "선택 변화탐지 결과 Polygon")
+  @GetMapping("/selected/polygon")
+  public ApiResponseDto<ChangeDetectionDto.PolygonFeatureList> getCdPolygonList(
+      @Parameter(description = "회차 32자 uid", example = "98ABAA1FC4394F11885C302C19AE5E81")
+          @RequestParam
+          String chnDtctId,
+      @Parameter(description = "polygon 32자 uid", example = "3B1A7E5F895A4D9698489540EE1BBE1E")
+          @RequestParam
+          String cdObjectId,
+      @Parameter(
+              description = "polygon 32자 uids",
+              example =
+                  "3B1A7E5F895A4D9698489540EE1BBE1E,3B221A2AF9614647A0903A972D56C574,3B22686A7ACE44FC9CB20F1B4FA6DEFD,3B376D94A183479BB5FBE3D7166E6E1A")
+          @RequestParam
+          List<String> cdObjectIds,
+      @Parameter(description = "pnu") @RequestParam(required = false) String pnu) {
+    return ApiResponseDto.ok(
+        changeDetectionService.getPolygonListByCd(chnDtctId, cdObjectId, cdObjectIds, pnu));
+  }
+
+  @Operation(summary = "선택 변화탐지 결과 Point", description = "선택 변화탐지 결과 Point")
+  @GetMapping("/selected/point")
+  public ApiResponseDto<ChangeDetectionDto.PointFeatureList> getCdPointList(
+      @Parameter(description = "회차 32자 uid", example = "98ABAA1FC4394F11885C302C19AE5E81")
+          @RequestParam
+          String chnDtctId,
+      @Parameter(description = "polygon 32자 uid", example = "3B1A7E5F895A4D9698489540EE1BBE1E")
+          @RequestParam
+          String cdObjectId,
+      @Parameter(
+              description = "polygon 32자 uids",
+              example =
+                  "3B1A7E5F895A4D9698489540EE1BBE1E,3B221A2AF9614647A0903A972D56C574,3B22686A7ACE44FC9CB20F1B4FA6DEFD,3B376D94A183479BB5FBE3D7166E6E1A")
+          @RequestParam
+          List<String> cdObjectIds,
+      @Parameter(description = "pnu") @RequestParam(required = false) String pnu) {
+    return ApiResponseDto.ok(
+        changeDetectionService.getPointListByCd(chnDtctId, cdObjectId, cdObjectIds, pnu));
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/changedetection/dto/ChangeDetectionDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/changedetection/dto/ChangeDetectionDto.java
@@ -197,6 +197,8 @@ public class ChangeDetectionDto {
    private Double afterConfidence; // 비교 신뢰도(확률)
    private String afterClass;
    private Double cdProb; // 탐지정확도
+    private UUID uuid;
+    private String resultUid;
  }

  @Schema(name = "PointFeature", description = "Geometry 리턴 객체")
@@ -250,5 +252,21 @@ public class ChangeDetectionDto {
    private Double afterConfidence; // 비교 신뢰도(확률)
    private String afterClass; // 비교 분류
    private Double cdProb; // 탐지 정확도
+    private UUID uuid;
+    private String uid;
+  }
+
+  @Schema(name = "ChangeDetectionMapDto", description = "변화지도 팝업 검색조건")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ChangeDetectionMapDto {
+    private Integer compareYyyy;
+    private Integer targetYyyy;
+    private String cdObjectId;
+    private List<String> cdObjectIds;
+    private String chnDtctId;
+    private String pnu;
  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/changedetection/service/ChangeDetectionService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/changedetection/service/ChangeDetectionService.java
@@ -89,4 +89,42 @@ public class ChangeDetectionService {
      default -> throw new IllegalArgumentException("Unsupported type: " + type);
    }
  }
+
+  /**
+   * 선택 폴리곤 정보 조회
+   *
+   * @param chnDtctId
+   * @param cdObjectId
+   * @param cdObjectIds
+   * @param pnu
+   * @return
+   */
+  public ChangeDetectionDto.PolygonFeatureList getPolygonListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds, String pnu) {
+    return changeDetectionCoreService.getPolygonListByCd(chnDtctId, cdObjectId, cdObjectIds);
+  }
+
+  /**
+   * 선택 Point 조회
+   *
+   * @param chnDtctId
+   * @param cdObjectId
+   * @param cdObjectIds
+   * @param pnu
+   * @return
+   */
+  public ChangeDetectionDto.PointFeatureList getPointListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds, String pnu) {
+    return changeDetectionCoreService.getPointListByCd(chnDtctId, cdObjectId, cdObjectIds);
+  }
+
+  /**
+   * Learn uuid 조회
+   *
+   * @param chnDtctId
+   * @return uuid
+   */
+  public UUID getLearnUuid(String chnDtctId) {
+    return changeDetectionCoreService.getLearnUuid(chnDtctId);
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/common/utils/FIleChecker.java
+++ b/src/main/java/com/kamco/cd/kamcoback/common/utils/FIleChecker.java
@@ -279,18 +279,28 @@ public class FIleChecker {
    return true;
  }

-  public static List<Folder> getFolderAll(String dirPath, String sortType, int maxDepth) {
+  // kamco-nfs를 확인하는곳이 있어서 파라미터 추가 사용용도확인후 처리
+  public static List<Folder> getFolderAll(
+      String dirPath, String sortType, int maxDepth, String nfsRootDir) {

    Path startPath = Paths.get(dirPath);

    List<Folder> folderList = List.of();

-    try (Stream<Path> stream = Files.walk(startPath, maxDepth)) {
+    log.info("[FIND_FOLDER] DIR : {} {} {} {}", dirPath, sortType, maxDepth, startPath);

+    int childDirCount = getChildFolderCount(startPath.toFile());
+    log.info("[FIND_FOLDER] START_PATH_CHILD_DIR_COUNT : {}", childDirCount);
+
+    try (Stream<Path> stream = Files.walk(startPath, maxDepth)) {
      folderList =
          stream
              .filter(Files::isDirectory)
-              .filter(p -> !p.toString().equals(dirPath))
+              .filter(
+                  p ->
+                      !p.toAbsolutePath()
+                          .normalize()
+                          .equals(startPath.toAbsolutePath().normalize()))
              .map(
                  path -> {
                    int depth = path.getNameCount();
@@ -300,13 +310,12 @@ public class FIleChecker {
                    String parentPath = path.getParent().toString();
                    String fullPath = path.toAbsolutePath().toString();

+                    // 이것이 필요한건가?
+                    //                    boolean isShowHide =
+                    //                      !parentFolderNm.equals("kamco-nfs"); // 폴더 리스트에
+                    // kamco-nfs 하위만 나오도록 처리
                    boolean isShowHide =
-                        !parentFolderNm.equals("kamco-nfs"); // 폴더 리스트에 kamco-nfs 하위만 나오도록 처리
-                    //              boolean isValid =
-                    //                !NameValidator.containsKorean(folderNm)
-                    //                  && !NameValidator.containsWhitespaceRegex(folderNm)
-                    //                  && !parentFolderNm.equals("kamco-nfs");
-
+                        !parentFolderNm.equals(nfsRootDir); // 폴더 리스트에 nfsRootDir 하위만 나오도록 처리
                    File file = new File(fullPath);
                    int childCnt = getChildFolderCount(file);
                    String lastModified = getLastModified(file);
@@ -354,24 +363,8 @@ public class FIleChecker {
    return folderList;
  }

-  public static List<Folder> getFolderAll(String dirPath) {
-    return getFolderAll(dirPath, "name", 1);
-  }
-
-  public static List<Folder> getFolderAll(String dirPath, String sortType) {
-    return getFolderAll(dirPath, sortType, 1);
-  }
-
-  public static int getChildFolderCount(String dirPath) {
-    File directory = new File(dirPath);
-    File[] childFolders = directory.listFiles(File::isDirectory);
-
-    int childCnt = 0;
-    if (childFolders != null) {
-      childCnt = childFolders.length;
-    }
-
-    return childCnt;
+  public static List<Folder> getFolderAll(String dirPath, String nfsRootDir) {
+    return getFolderAll(dirPath, "name", 1, nfsRootDir);
  }

  public static int getChildFolderCount(File directory) {
@@ -385,11 +378,6 @@ public class FIleChecker {
    return childCnt;
  }

-  public static String getLastModified(String dirPath) {
-    File file = new File(dirPath);
-    return dttmFormat.format(new Date(file.lastModified()));
-  }
-
  public static String getLastModified(File file) {
    return dttmFormat.format(new Date(file.lastModified()));
  }
--- a/src/main/java/com/kamco/cd/kamcoback/config/FileProperties.java
+++ b/src/main/java/com/kamco/cd/kamcoback/config/FileProperties.java
@@ -0,0 +1,33 @@
+package com.kamco.cd.kamcoback.config;
+
+import lombok.Getter;
+import lombok.Setter;
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.stereotype.Component;
+
+@Getter
+@Setter
+@Component
+@ConfigurationProperties(prefix = "file")
+public class FileProperties {
+
+  private String root;
+  private String nfs;
+  private String syncRootDir;
+  private String syncTmpDir;
+  private String syncFileExtention;
+  private String datasetDir;
+  private String datasetTmpDir;
+  private String modelDir;
+  private String modelTmpDir;
+  private String modelFileExtention;
+  private String ptPath;
+  private String datasetResponse;
+  private TrainingData trainingData;
+
+  @Getter
+  @Setter
+  public static class TrainingData {
+    private String geojsonDir;
+  }
+}
--- a/src/main/java/com/kamco/cd/kamcoback/config/InferenceProperties.java
+++ b/src/main/java/com/kamco/cd/kamcoback/config/InferenceProperties.java
@@ -0,0 +1,20 @@
+package com.kamco.cd.kamcoback.config;
+
+import lombok.Getter;
+import lombok.Setter;
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.stereotype.Component;
+
+@Getter
+@Setter
+@Component
+@ConfigurationProperties(prefix = "inference")
+public class InferenceProperties {
+
+  private String nfs;
+  private String url;
+  private String batchUrl;
+  private String geojsonDir;
+  private String jarPath;
+  private String inferenceServerName;
+}
--- a/src/main/java/com/kamco/cd/kamcoback/config/OpenApiConfig.java
+++ b/src/main/java/com/kamco/cd/kamcoback/config/OpenApiConfig.java
@@ -24,7 +24,7 @@ public class OpenApiConfig {
  @Value("${swagger.dev-url:https://kamco.dev-api.gs.dabeeo.com}")
  private String devUrl;

-  @Value("${swagger.prod-url:https://api.kamco.com}")
+  @Value("${swagger.prod-url:https://aicd-api.e-kamco.com:12013}")
  private String prodUrl;

  @Bean
@@ -51,9 +51,9 @@ public class OpenApiConfig {
      servers.add(new Server().url("http://localhost:" + serverPort).description("로컬 서버"));
      //      servers.add(new Server().url(prodUrl).description("운영 서버"));
    } else if ("prod".equals(profile)) {
-      //      servers.add(new Server().url(prodUrl).description("운영 서버"));
+      servers.add(new Server().url(prodUrl).description("운영 서버"));
      servers.add(new Server().url("http://localhost:" + serverPort).description("로컬 서버"));
-      servers.add(new Server().url(devUrl).description("개발 서버"));
+
    } else {
      servers.add(new Server().url("http://localhost:" + serverPort).description("로컬 서버"));
      servers.add(new Server().url(devUrl).description("개발 서버"));
--- a/src/main/java/com/kamco/cd/kamcoback/config/SecurityConfig.java
+++ b/src/main/java/com/kamco/cd/kamcoback/config/SecurityConfig.java
@@ -104,14 +104,14 @@ public class SecurityConfig {
                        "/api/change-detection/**",
                        "/api/layer/map/**",
                        "/api/layer/tile-url",
-                        "/api/layer/tile-url-year")
+                        "/api/layer/tile-url-year",
+                        "/api/common-code/clazz",
+                        "/api/inference/download/**")
                    .permitAll()
-
                    // 로그인한 사용자만 가능 IAM
                    .requestMatchers(
                        "/api/user/**",
                        "/api/my/menus",
-                        "/api/common-code/**",
                        "/api/members/*/password",
                        "/api/training-data/label/**",
                        "/api/training-data/review/**")
--- a/src/main/java/com/kamco/cd/kamcoback/config/StartupLogger.java
+++ b/src/main/java/com/kamco/cd/kamcoback/config/StartupLogger.java
@@ -16,6 +16,8 @@ public class StartupLogger {

  private final Environment environment;
  private final DataSource dataSource;
+  private final FileProperties fileProperties;
+  private final InferenceProperties inferenceProperties;

  @EventListener(ApplicationReadyEvent.class)
  public void logStartupInfo() {
@@ -79,6 +81,25 @@ public class StartupLogger {
          │  DDL Auto         : %s
          │  JDBC Batch Size  : %s
          │  Fetch Batch Size : %s
+          ╠════════════════════════════════════════════════════════════════════════════════╣
+          ║  FILE CONFIGURATION                                                            ║
+          ╠────────────────────────────────────────────────────────────────────────────────╣
+          │  Root Directory   : %s
+          │  NFS Mount Path   : %s
+          │  Sync Root Dir    : %s
+          │  Sync Tmp Dir     : %s
+          │  Dataset Dir      : %s
+          │  Model Dir        : %s
+          │  PT Path          : %s
+          ╠════════════════════════════════════════════════════════════════════════════════╣
+          ║  INFERENCE CONFIGURATION                                                       ║
+          ╠────────────────────────────────────────────────────────────────────────────────╣
+          │  NFS Mount Path   : %s
+          │  Inference URL    : %s
+          │  Batch URL        : %s
+          │  GeoJSON Dir      : %s
+          │  JAR Path         : %s
+          │  Server Names     : %s
          ╚════════════════════════════════════════════════════════════════════════════════╝
          """,
            profileInfo,
@@ -89,7 +110,24 @@ public class StartupLogger {
            showSql,
            ddlAuto,
            batchSize,
-            batchFetchSize);
+            batchFetchSize,
+            fileProperties.getRoot() != null ? fileProperties.getRoot() : "N/A",
+            fileProperties.getNfs() != null ? fileProperties.getNfs() : "N/A",
+            fileProperties.getSyncRootDir() != null ? fileProperties.getSyncRootDir() : "N/A",
+            fileProperties.getSyncTmpDir() != null ? fileProperties.getSyncTmpDir() : "N/A",
+            fileProperties.getDatasetDir() != null ? fileProperties.getDatasetDir() : "N/A",
+            fileProperties.getModelDir() != null ? fileProperties.getModelDir() : "N/A",
+            fileProperties.getPtPath() != null ? fileProperties.getPtPath() : "N/A",
+            inferenceProperties.getNfs() != null ? inferenceProperties.getNfs() : "N/A",
+            inferenceProperties.getUrl() != null ? inferenceProperties.getUrl() : "N/A",
+            inferenceProperties.getBatchUrl() != null ? inferenceProperties.getBatchUrl() : "N/A",
+            inferenceProperties.getGeojsonDir() != null
+                ? inferenceProperties.getGeojsonDir()
+                : "N/A",
+            inferenceProperties.getJarPath() != null ? inferenceProperties.getJarPath() : "N/A",
+            inferenceProperties.getInferenceServerName() != null
+                ? inferenceProperties.getInferenceServerName()
+                : "N/A");

    log.info(startupMessage);
  }
--- a/src/main/java/com/kamco/cd/kamcoback/gukyuin/GukYuinApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/gukyuin/GukYuinApiController.java
@@ -11,11 +11,6 @@ import com.kamco.cd.kamcoback.gukyuin.dto.DetectMastDto.Basic;
 import com.kamco.cd.kamcoback.gukyuin.dto.DetectMastDto.DetectMastReq;
 import com.kamco.cd.kamcoback.gukyuin.dto.GukYuinDto.GukYuinLinkableRes;
 import com.kamco.cd.kamcoback.gukyuin.service.GukYuinApiService;
-import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiLabelJobService;
-import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiPnuJobService;
-import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiStatusJobService;
-import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiStbltJobService;
-import io.swagger.v3.oas.annotations.Hidden;
 import io.swagger.v3.oas.annotations.Operation;
 import io.swagger.v3.oas.annotations.Parameter;
 import io.swagger.v3.oas.annotations.media.Content;
@@ -43,10 +38,6 @@ import org.springframework.web.bind.annotation.RestController;
 public class GukYuinApiController {

  private final GukYuinApiService gukYuinApiService;
-  private final GukYuinApiPnuJobService gukYuinApiPnuJobService;
-  private final GukYuinApiStatusJobService gukYuinApiStatusJobService;
-  private final GukYuinApiLabelJobService gukYuinApiLabelJobService;
-  private final GukYuinApiStbltJobService gukYuinApiStbltJobService;

  /** 탐지결과 등록 */
  @Operation(summary = "탐지결과 등록", description = "탐지결과 등록")
@@ -128,7 +119,7 @@ public class GukYuinApiController {
      })
  public ApiResponseDto<ChngDetectMastDto.ResultDto> selectChangeDetectionDtctIdList(
      @RequestParam(required = false) String chnDtctId) {
-    return ApiResponseDto.ok(gukYuinApiService.listChnDtctId(chnDtctId));
+    return ApiResponseDto.ok(gukYuinApiService.listChnDtctId(chnDtctId, ""));
  }

  @Operation(summary = "탐지결과 등록목록 조회(1건 조회)", description = "탐지결과 등록목록 조회")
@@ -192,7 +183,7 @@ public class GukYuinApiController {
      @PathVariable String chnDtctId,
      @RequestParam(defaultValue = "0") Integer pageIndex,
      @RequestParam(defaultValue = "10") Integer pageSize) {
-    return ApiResponseDto.ok(gukYuinApiService.findChnContList(chnDtctId, pageIndex, pageSize));
+    return ApiResponseDto.ok(gukYuinApiService.findChnContList(chnDtctId, pageIndex, pageSize, ""));
  }

  @Operation(summary = "탐지객체 조회 (탐지객체 1건 조회)", description = "탐지객체 조회 (탐지객체 1건 조회)")
@@ -272,7 +263,8 @@ public class GukYuinApiController {
  @PostMapping("/rlb/objt/{chnDtctObjtId}/lbl/{lblYn}")
  public ApiResponseDto<ChngDetectContDto.ResultLabelDto> updateChnDtctObjtLabelingYn(
      @PathVariable String chnDtctObjtId, @PathVariable String lblYn) {
-    return ApiResponseDto.ok(gukYuinApiService.updateChnDtctObjtLabelingYn(chnDtctObjtId, lblYn));
+    return ApiResponseDto.ok(
+        gukYuinApiService.updateChnDtctObjtLabelingYn(chnDtctObjtId, lblYn, ""));
  }

  @Operation(summary = "국유in연동 등록", description = "국유in연동 등록")
@@ -309,7 +301,7 @@ public class GukYuinApiController {
      @PathVariable String chnDtctId,
      @Parameter(description = "날짜(기본은 어제 날짜)") @RequestParam(defaultValue = "20260205")
          String yyyymmdd) {
-    return ApiResponseDto.ok(gukYuinApiService.findRlbDtctList(chnDtctId, yyyymmdd));
+    return ApiResponseDto.ok(gukYuinApiService.findRlbDtctList(chnDtctId, yyyymmdd, ""));
  }

  @Operation(summary = "탐지객체 적합여부 조회 (객체별 조회)", description = "탐지객체 적합여부 조회 (객체별 조회)")
@@ -330,36 +322,4 @@ public class GukYuinApiController {
      @PathVariable String chnDtctObjtId) {
    return ApiResponseDto.ok(gukYuinApiService.findRlbDtctObject(chnDtctObjtId));
  }
-
-  @Hidden
-  @Operation(summary = "job test pnu", description = "job test pnu")
-  @GetMapping("/job-test/pnu")
-  public ApiResponseDto<Void> findGukYuinContListPnuUpdate() {
-    gukYuinApiPnuJobService.findGukYuinContListPnuUpdate();
-    return ApiResponseDto.ok(null);
-  }
-
-  @Hidden
-  @Operation(summary = "job test status", description = "job test status")
-  @GetMapping("/job-test/status")
-  public ApiResponseDto<Void> findGukYuinMastCompleteYn() {
-    gukYuinApiStatusJobService.findGukYuinMastCompleteYn();
-    return ApiResponseDto.ok(null);
-  }
-
-  @Hidden
-  @Operation(summary = "job test label", description = "job test label")
-  @GetMapping("/job-test/label")
-  public ApiResponseDto<Void> findLabelingCompleteSend() {
-    gukYuinApiLabelJobService.findLabelingCompleteSend();
-    return ApiResponseDto.ok(null);
-  }
-
-  @Hidden
-  @Operation(summary = "job test stblt", description = "job test stblt")
-  @GetMapping("/job-test/stblt")
-  public ApiResponseDto<Void> findGukYuinEligibleForSurvey() {
-    gukYuinApiStbltJobService.findGukYuinEligibleForSurvey();
-    return ApiResponseDto.ok(null);
-  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/gukyuin/dto/ChngDetectMastDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/gukyuin/dto/ChngDetectMastDto.java
@@ -83,7 +83,7 @@ public class ChngDetectMastDto {

    @Schema(
        description = "탐지결과 절대경로명 /kamco_nas/export/{chnDtctId}",
-        example = "/kamco-nfs/dataset/export/D5F192EC76D34F6592035BE63A84F591")
+        example = "{file.nfs}/dataset/export/D5F192EC76D34F6592035BE63A84F591")
    private String pathNm;

    @Schema(description = "사원번호", example = "123456")
--- a/src/main/java/com/kamco/cd/kamcoback/gukyuin/service/GukYuinApiService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/gukyuin/service/GukYuinApiService.java
@@ -66,8 +66,11 @@ public class GukYuinApiService {
  @Value("${gukyuin.cdi}")
  private String gukyuinCdiUrl;

-  @Value("${file.dataset-dir}")
-  private String datasetDir;
+  @Value("${file.nfs}")
+  private String nfs;
+
+  //  @Value("${file.dataset-dir}")
+  //  private String datasetDir;

  @Transactional
  public ChngDetectMastDto.RegistResDto regist(
@@ -259,7 +262,8 @@ public class GukYuinApiService {
  }

  // 탐지객체 리스트 조회
-  public ResultContDto findChnContList(String chnDtctId, Integer pageIndex, Integer pageSize) {
+  public ResultContDto findChnContList(
+      String chnDtctId, Integer pageIndex, Integer pageSize, String batchYn) {

    String url =
        gukyuinCdiUrl
@@ -272,7 +276,7 @@ public class GukYuinApiService {
            + "&reqIp="
            + myip
            + "&reqEpno="
-            + userUtil.getEmployeeNo();
+            + ("Y".equals(batchYn) ? "BATCH" : userUtil.getEmployeeNo());

    ExternalCallResult<ChngDetectContDto.ResultContDto> result =
        externalHttpClient.call(
@@ -334,12 +338,12 @@ public class GukYuinApiService {
  }

  public ChngDetectContDto.ResultLabelDto updateChnDtctObjtLabelingYn(
-      String chnDtctObjtId, String lblYn) {
+      String chnDtctObjtId, String lblYn, String batchYn) {
    String url = gukyuinCdiUrl + "/rlb/objt/" + chnDtctObjtId + "/lbl/" + lblYn;

    ReqInfo info = new ReqInfo();
    info.setReqIp(myip);
-    info.setReqEpno(userUtil.getEmployeeNo());
+    info.setReqEpno("Y".equals(batchYn) ? "BATCH" : userUtil.getEmployeeNo());

    ExternalCallResult<ChngDetectContDto.ResultLabelDto> result =
        externalHttpClient.call(
@@ -391,7 +395,7 @@ public class GukYuinApiService {
    return result.body();
  }

-  public ResultDto listChnDtctId(String chnDtctId) {
+  public ResultDto listChnDtctId(String chnDtctId, String batchYn) {
    String url =
        gukyuinCdiUrl
            + "/chn/mast/"
@@ -399,7 +403,7 @@ public class GukYuinApiService {
            + "?reqIp="
            + myip
            + "&reqEpno="
-            + userUtil.getEmployeeNo();
+            + ("Y".equals(batchYn) ? "BATCH" : userUtil.getEmployeeNo());

    ExternalCallResult<ChngDetectMastDto.ResultDto> result =
        externalHttpClient.call(
@@ -452,7 +456,10 @@ public class GukYuinApiService {
      return new ResponseObj(ApiResponseCode.DUPLICATE_DATA, "이미 국유인 연동을 한 회차입니다.");
    }

-    if (!Files.isDirectory(Path.of("/kamco-nfs/dataset/export/" + info.getUid()))) {
+    //    String kamconfsDatasetExportPathfsDatasetExportPath = "/kamco-nfs/dataset/export/";
+    String kamconfsDatasetExportPathfsDatasetExportPath =
+        String.format("%s%s", nfs, "/dataset/export/");
+    if (!Files.isDirectory(Path.of(kamconfsDatasetExportPathfsDatasetExportPath + info.getUid()))) {
      return new ResponseObj(
          ApiResponseCode.NOT_FOUND_DATA, "파일 경로에 회차 실행 파일이 생성되지 않았습니다. 확인 부탁드립니다.");
    }
@@ -467,7 +474,7 @@ public class GukYuinApiService {
    reqDto.setCrtrYr(String.valueOf(info.getTargetYyyy()));
    reqDto.setChnDtctSno(String.valueOf(maxStage + 1));
    reqDto.setChnDtctId(info.getUid());
-    reqDto.setPathNm("/kamco-nfs/dataset/export/" + info.getUid());
+    reqDto.setPathNm(kamconfsDatasetExportPathfsDatasetExportPath + info.getUid());

    // 1회차를 종료 상태로 처리하고 2회차를 보내야 함
    // 추론(learn), 학습데이터(inference) 둘 다 종료 처리
@@ -528,7 +535,8 @@ public class GukYuinApiService {
    return result.body();
  }

-  public ChngDetectMastDto.RlbDtctDto findRlbDtctList(String chnDtctId, String yyyymmdd) {
+  public ChngDetectMastDto.RlbDtctDto findRlbDtctList(
+      String chnDtctId, String yyyymmdd, String batchYn) {

    String url =
        gukyuinCdiUrl
@@ -537,7 +545,7 @@ public class GukYuinApiService {
            + "?reqIp="
            + myip
            + "&reqEpno="
-            + userUtil.getEmployeeNo()
+            + ("Y".equals(batchYn) ? "BATCH" : userUtil.getEmployeeNo())
            + "&yyyymmdd="
            + yyyymmdd;

--- a/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
@@ -151,7 +151,7 @@ public class InferenceResultApiController {
          @RequestBody
          @Valid
          InferenceResultDto.RegReq req) {
-    UUID uuid = inferenceResultService.saveInferenceInfo(req);
+    UUID uuid = inferenceResultService.run(req);
    return ApiResponseDto.ok(uuid);
  }

--- a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
@@ -246,15 +246,15 @@ public class InferenceResultDto {
    @NotBlank
    private String title;

-    @Schema(description = "G1", example = "b40e0f68-c1d8-49fc-93f9-a36270093861")
+    @Schema(description = "G1", example = "643adead-f3d2-4f10-9037-862bee919399")
    @NotNull
    private UUID model1Uuid;

-    @Schema(description = "G2", example = "ec92b7d2-b5a3-4915-9bdf-35fb3ca8ad27")
+    @Schema(description = "G2", example = "dd86b4ef-28e3-4e3d-9ee4-f60d9cb54e13")
    @NotNull
    private UUID model2Uuid;

-    @Schema(description = "G3", example = "37f45782-8ccf-4cf6-911c-a055a1510d39")
+    @Schema(description = "G3", example = "58c1153e-dec6-4424-82a1-189083a9d9dc")
    @NotNull
    private UUID model3Uuid;

@@ -676,4 +676,13 @@ public class InferenceResultDto {
    private Long m2ModelBatchId;
    private Long m3ModelBatchId;
  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class MapSheetFallbackYearDto {
+    private String mapSheetNum;
+    private Integer mngYyyy;
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultsTestingDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultsTestingDto.java
@@ -1,10 +1,12 @@
 package com.kamco.cd.kamcoback.inference.dto;

 import com.kamco.cd.kamcoback.postgres.entity.InferenceResultsTestingEntity;
+import java.time.ZonedDateTime;
 import lombok.AllArgsConstructor;
 import lombok.Getter;
 import lombok.NoArgsConstructor;
 import lombok.Setter;
+import org.locationtech.jts.geom.Geometry;

 public class InferenceResultsTestingDto {

@@ -22,4 +24,31 @@ public class InferenceResultsTestingDto {
      return new ShpDto(e.getBatchId(), e.getUid(), e.getMapId());
    }
  }
+
+  @Getter
+  @Setter
+  @AllArgsConstructor
+  @NoArgsConstructor
+  public static class Basic {
+    private Double probability;
+    private Long beforeYear;
+    private Long afterYear;
+    private String mapId;
+    private String modelVersion;
+    private String clsModelPath;
+    private String clsModelVersion;
+    private String cdModelType;
+    private Long id;
+    private String modelName;
+    private Long batchId;
+    private Double area;
+    private String beforeC;
+    private Double beforeP;
+    private String afterC;
+    private Double afterP;
+    private Long seq;
+    private ZonedDateTime createdDate;
+    private String uid;
+    private Geometry geometry;
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceSendDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceSendDto.java
@@ -5,8 +5,10 @@ import lombok.Getter;
 import lombok.NoArgsConstructor;
 import lombok.Setter;
 import lombok.ToString;
+import lombok.extern.slf4j.Slf4j;

 /** AI API 추론 실행 DTO */
+@Slf4j
@Getter
@Setter
@NoArgsConstructor
--- a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceManualApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceManualApiController.java
@@ -0,0 +1,10 @@
+package com.kamco.cd.kamcoback.inference.service;
+
+import lombok.RequiredArgsConstructor;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+@RestController
+@RequiredArgsConstructor
+@RequestMapping("/api/inference/manual")
+public class InferenceManualApiController {}
--- a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceManualService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceManualService.java
@@ -0,0 +1,24 @@
+package com.kamco.cd.kamcoback.inference.service;
+
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultsTestingDto;
+import com.kamco.cd.kamcoback.postgres.core.InferenceResultCoreService;
+import java.util.List;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Service;
+
+@Service
+@RequiredArgsConstructor
+public class InferenceManualService {
+  private final InferenceResultCoreService inferenceResultCoreService;
+
+  public void getResultsTesting(List<Long> batchIds) {
+    List<InferenceResultsTestingDto.Basic> resultList =
+        inferenceResultCoreService.getInferenceResults(batchIds);
+
+    if (resultList.isEmpty()) {}
+
+    for (InferenceResultsTestingDto.Basic result : resultList) {
+      System.out.println(result);
+    }
+  }
+}
--- a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
@@ -21,6 +21,7 @@ import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.DetectOption;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.InferenceLearnDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.InferenceServerStatusDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.InferenceStatusDetailDto;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetFallbackYearDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetNumDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.ResultList;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.SaveInferenceAiDto;
@@ -45,6 +46,7 @@ import java.time.ZonedDateTime;
 import java.util.ArrayList;
 import java.util.Comparator;
 import java.util.HashMap;
+import java.util.HashSet;
 import java.util.List;
 import java.util.Map;
 import java.util.Objects;
@@ -63,6 +65,7 @@ import org.springframework.http.MediaType;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;

+/** 추론 관리 */
@Service
@Log4j2
@RequiredArgsConstructor
@@ -116,6 +119,273 @@ public class InferenceResultService {
    return dto.getUuid();
  }

+  /**
+   * 추론 실행 - 추론제외, 이전년도 도엽 사용 분기
+   *
+   * @param req
+   * @return
+   */
+  @Transactional
+  public UUID run(InferenceResultDto.RegReq req) {
+    if (req.getDetectOption().equals(DetectOption.EXCL.getId())) {
+      return runExcl(req);
+    }
+    return runPrev(req);
+  }
+
+  /**
+   * 변화탐지 옵션 추론제외 실행
+   *
+   * @param req
+   * @return
+   */
+  public UUID runExcl(InferenceResultDto.RegReq req) {
+    // target 도엽  조회
+    List<MngListDto> targetDtoList = mapSheetMngCoreService.getHstMapSheetList(req);
+
+    // target  리스트 추출 (null 제거 + 중복 제거)
+    List<String> targetList =
+        targetDtoList.stream()
+            .map(MngListDto::getMapSheetNum)
+            .filter(Objects::nonNull)
+            .distinct()
+            .toList();
+
+    // compare 도엽번호 리스트 조회 (null 제거 + 중복 제거)
+    List<String> compareList =
+        mapSheetMngCoreService.getMapSheetNumByHst(req.getCompareYyyy()).stream()
+            .filter(Objects::nonNull)
+            .distinct()
+            .toList();
+
+    // compare 기준
+    Set<String> compareSet = new HashSet<>(compareList);
+
+    // target 기준으로 compare에 존재하는 도엽만 필터링
+    List<String> filteredTargetList = targetList.stream().filter(compareSet::contains).toList();
+
+    // 도엽 비교 로그 출력
+    logYearComparison(targetList, compareList, filteredTargetList);
+
+    // compare geojson 파일 생성
+    Scene compareScene =
+        getSceneInference(
+            req.getCompareYyyy().toString(), // 기준년도
+            filteredTargetList, // 교집합 도엽
+            req.getMapSheetScope(), // ALL / 부분
+            req.getDetectOption()); // EXCL / PREV
+
+    // target geojson 파일 생성
+    Scene targetScene =
+        getSceneInference(
+            req.getTargetYyyy().toString(), // 대상년도
+            filteredTargetList, // 교집합 도엽
+            req.getMapSheetScope(),
+            req.getDetectOption());
+
+    // 추론 실행
+    return executeInference(
+        req,
+        targetDtoList, // 전체 target 목록
+        filteredTargetList, // 최종 추론 대상
+        compareScene, // compare geojson
+        targetScene // target geojson
+        );
+  }
+
+  /**
+   * 변화탐지 옵션 이전 년도 도엽 사용 실행
+   *
+   * @param req
+   * @return
+   */
+  @Transactional
+  public UUID runPrev(InferenceResultDto.RegReq req) {
+    // target 목록 조회
+    List<MngListDto> targetDtoList = mapSheetMngCoreService.getHstMapSheetList(req);
+
+    // target 도엽번호 리스트 추출 중복 제거
+    List<String> targetList =
+        targetDtoList.stream()
+            .map(MngListDto::getMapSheetNum)
+            .filter(Objects::nonNull)
+            .distinct()
+            .toList();
+
+    // compare 목록 조회
+    List<MapSheetFallbackYearDto> compareDtoList =
+        new ArrayList<>(mapSheetMngCoreService.getMapSheetNumDtoByHst(req.getCompareYyyy()));
+
+    // compare 도엽번호 Set 구성
+    Set<String> compareSet =
+        compareDtoList.stream()
+            .map(MapSheetFallbackYearDto::getMapSheetNum)
+            .filter(Objects::nonNull)
+            .collect(Collectors.toSet());
+
+    // target에는 있으나 compare에는 없는 도엽 추출
+    List<String> remainingTargetList =
+        targetList.stream().filter(s -> !compareSet.contains(s)).toList();
+
+    // compare에 없을때 이전 년도 사용 가능여부 조회
+    List<MapSheetFallbackYearDto> fallbackYearDtoList =
+        mapSheetMngCoreService.findFallbackCompareYearByMapSheets(
+            req.getTargetYyyy(), // 대상년도 기준
+            remainingTargetList // compare에 없는 도엽들
+            );
+
+    // 기존 compare , 사용가능 이전년도 정보 합치기
+    compareDtoList.addAll(fallbackYearDtoList);
+
+    // 중복제거하여 사용할 compare 도엽 목록
+    Set<String> availableCompareSheets =
+        compareDtoList.stream()
+            .map(MapSheetFallbackYearDto::getMapSheetNum)
+            .filter(Objects::nonNull)
+            .collect(Collectors.toSet());
+
+    // 최종 추론 대상 도엽
+    // target 기준으로 compare 에 존재하는 도엽만 추출
+    List<String> filteredTargetList =
+        targetList.stream().filter(availableCompareSheets::contains).toList();
+
+    // compareDtoList도 최종 기준으로 필터
+    Set<String> filteredTargetSet = new HashSet<>(filteredTargetList);
+
+    List<MapSheetFallbackYearDto> filteredCompareDtoList =
+        compareDtoList.stream()
+            .filter(d -> d.getMapSheetNum() != null)
+            .filter(d -> filteredTargetSet.contains(d.getMapSheetNum()))
+            .toList();
+
+    // compare only 계산 (target에는 없는 compare 도엽 수) log 용
+    long compareOnlyCount =
+        compareDtoList.stream()
+            .map(MapSheetFallbackYearDto::getMapSheetNum)
+            .filter(s -> s != null && !targetList.contains(s))
+            .count();
+
+    // 연도별 도엽 비교 로그 출력
+    log.info(
+        """
+    ===== MapSheet Year Comparison =====
+    target Total: {}
+    compare Total: {}
+    Intersection: {}
+    target Only (Excluded): {}
+    compare Only: {}
+    ====================================
+    """,
+        targetList.size(), // target count
+        compareDtoList.size(), // compare count
+        filteredTargetList.size(), // target 기준으로 compare 비교하여 최종 추론할 도엽 count
+        targetList.size() - filteredTargetList.size(), // compare에 존재하지 않는 target 도엽 수
+        compareOnlyCount); // target 에 존재하지 않는 compare 도엽수
+
+    // compare 기준 geojson 생성 (년도 fallback 반영)
+    Scene compareScene =
+        getSceneInference(
+            filteredCompareDtoList,
+            req.getCompareYyyy().toString(),
+            req.getMapSheetScope(),
+            req.getDetectOption());
+
+    // target 기준 geojson 생성
+    Scene targetScene =
+        getSceneInference(
+            req.getTargetYyyy().toString(),
+            filteredTargetList,
+            req.getMapSheetScope(),
+            req.getDetectOption());
+
+    // AI 추론 실행
+    return executeInference(req, targetDtoList, filteredTargetList, compareScene, targetScene);
+  }
+
+  /**
+   * learn 테이블 저장 및 AI 추론 API 호출
+   *
+   * @param req
+   * @param targetDtoList
+   * @param filteredTargetList
+   * @param modelComparePath
+   * @param modelTargetPath
+   * @return
+   */
+  private UUID executeInference(
+      InferenceResultDto.RegReq req,
+      List<MngListDto> targetDtoList,
+      List<String> filteredTargetList,
+      Scene modelComparePath,
+      Scene modelTargetPath) {
+    Set<String> filteredSet = new HashSet<>(filteredTargetList);
+
+    List<MngListDto> newTargetList =
+        targetDtoList.stream()
+            .filter(m -> m.getMapSheetNum() != null)
+            .filter(m -> filteredSet.contains(m.getMapSheetNum()))
+            .toList();
+
+    UUID uuid = inferenceResultCoreService.saveInferenceInfo(req, newTargetList);
+
+    pred_requests_areas predRequestsAreas = new pred_requests_areas();
+    predRequestsAreas.setInput1_year(req.getCompareYyyy());
+    predRequestsAreas.setInput2_year(req.getTargetYyyy());
+    predRequestsAreas.setInput1_scene_path(modelComparePath.getFilePath());
+    predRequestsAreas.setInput2_scene_path(modelTargetPath.getFilePath());
+
+    InferenceSendDto m1 = this.getModelInfo(req.getModel1Uuid());
+    m1.setPred_requests_areas(predRequestsAreas);
+
+    log.info("[INFERENCE] Start m1 = {}", m1);
+
+    Long batchId = ensureAccepted(m1);
+
+    SaveInferenceAiDto saveInferenceAiDto = new SaveInferenceAiDto();
+    saveInferenceAiDto.setUuid(uuid);
+    saveInferenceAiDto.setBatchId(batchId);
+    saveInferenceAiDto.setStatus(Status.IN_PROGRESS.getId());
+    saveInferenceAiDto.setType(ModelType.G1.getId());
+    saveInferenceAiDto.setInferStartDttm(ZonedDateTime.now());
+    saveInferenceAiDto.setModelComparePath(modelComparePath.getFilePath());
+    saveInferenceAiDto.setModelTargetPath(modelTargetPath.getFilePath());
+    saveInferenceAiDto.setModelStartDttm(ZonedDateTime.now());
+
+    inferenceResultCoreService.update(saveInferenceAiDto);
+
+    return uuid;
+  }
+
+  /**
+   * EXCL 로그
+   *
+   * @param targetList
+   * @param compareList
+   * @param filteredTargetList
+   */
+  private void logYearComparison(
+      List<String> targetList, List<String> compareList, List<String> filteredTargetList) {
+    Set<String> targetSet = new HashSet<>(targetList);
+
+    long compareOnlyCount = compareList.stream().filter(s -> !targetSet.contains(s)).count();
+
+    log.info(
+        """
+    ===== MapSheet Year Comparison =====
+    target Total: {}
+    compare Total: {}
+    Intersection: {}
+    target Only (Excluded): {}
+    compare Only: {}
+    ====================================
+    """,
+        targetList.size(), // target count
+        compareList.size(), // compare count
+        filteredTargetList.size(), // target 기준으로 compare 비교하여 최종 추론할 도엽 count
+        targetList.size() - filteredTargetList.size(), // compare에 존재하지 않는 target 도엽 수
+        compareOnlyCount); // target 에 존재하지 않는 compare 도엽수
+  }
+
  /**
   * 변화탐지 실행 정보 생성
   *
@@ -238,6 +508,8 @@ public class InferenceResultService {
    predRequestsAreas.setInput2_scene_path(modelTargetPath.getFilePath());

    InferenceSendDto m1 = this.getModelInfo(req.getModel1Uuid());
+
+    log.info("[INFERENCE] Start m1 = {}", m1);
    m1.setPred_requests_areas(predRequestsAreas);

    // ai 추론 실행 api 호출
@@ -321,10 +593,11 @@ public class InferenceResultService {
  }

  /**
-   * 추론 AI API 호출
+   * 추론 AI API 호출 batch id를 리턴
   *
   * @param dto
   */
+  // 같은함수가 왜 두개지
  private Long ensureAccepted(InferenceSendDto dto) {

    if (dto == null) {
@@ -332,6 +605,14 @@ public class InferenceResultService {
      throw new CustomApiException("BAD_REQUEST", HttpStatus.BAD_REQUEST);
    }

+    // [중복]운영환경일때 경로수정 dean 260226
+    if (profile != null && profile.equals("prod")) {
+      log.info("========================================================");
+      log.info("[CHANGE INFERENCE] profile = {}  Inforence req", profile);
+      log.info("========================================================");
+      log.info("");
+    }
+
    // 1) 요청 로그
    try {
      log.debug("Inference request dto={}", objectMapper.writeValueAsString(dto));
@@ -340,19 +621,22 @@ public class InferenceResultService {
    }

    // 2) local 환경 임시 처리
-    if ("local".equals(profile)) {
-      if (dto.getPred_requests_areas() == null) {
-        throw new IllegalStateException("pred_requests_areas is null");
-      }
-      dto.getPred_requests_areas().setInput1_scene_path("/kamco-nfs/requests/2023_local.geojson");
-      dto.getPred_requests_areas().setInput2_scene_path("/kamco-nfs/requests/2024_local.geojson");
-    }
+    //    if ("local".equals(profile)) {
+    //      if (dto.getPred_requests_areas() == null) {
+    //        throw new IllegalStateException("pred_requests_areas is null");
+    //      }
+    //
+    // dto.getPred_requests_areas().setInput1_scene_path("/kamco-nfs/requests/2023_local.geojson");
+    //
+    // dto.getPred_requests_areas().setInput2_scene_path("/kamco-nfs/requests/2024_local.geojson");
+    //    }

    // 3) HTTP 호출
    HttpHeaders headers = new HttpHeaders();
    headers.setContentType(MediaType.APPLICATION_JSON);
    headers.setAccept(List.of(MediaType.APPLICATION_JSON));

+    // 추론 실행 API 호출
    ExternalCallResult<String> result =
        externalHttpClient.call(inferenceUrl, HttpMethod.POST, dto, headers, String.class);

@@ -367,12 +651,14 @@ public class InferenceResultService {
          objectMapper.readValue(result.body(), new TypeReference<>() {});

      if (list.isEmpty()) {
-        throw new IllegalStateException("Inference response is empty");
+        throw new CustomApiException(
+            "NOT_FOUND", HttpStatus.NOT_FOUND, "Inference response is empty");
      }

      Object batchIdObj = list.get(0).get("batch_id");
      if (batchIdObj == null) {
-        throw new IllegalStateException("batch_id not found in response");
+        throw new CustomApiException(
+            "NOT_FOUND", HttpStatus.NOT_FOUND, "batch_id not found in response");
      }

      return Long.valueOf(batchIdObj.toString());
@@ -391,6 +677,7 @@ public class InferenceResultService {
   */
  private InferenceSendDto getModelInfo(UUID uuid) {

+    // 모델정보 조회
    Basic modelInfo = modelMngCoreService.findByModelUuid(uuid);

    String cdModelPath = "";
@@ -429,7 +716,8 @@ public class InferenceResultService {
    sendDto.setCls_model_path(cdClsModelPath);
    sendDto.setCls_model_version(modelInfo.getModelVer());
    sendDto.setCd_model_type(modelType);
-    sendDto.setPriority(modelInfo.getPriority());
+    sendDto.setPriority(5d);
+    log.info("[Inference Send]SendDto={}", sendDto);
    return sendDto;
  }

@@ -447,6 +735,23 @@ public class InferenceResultService {
        yyyy, mapSheetNums, mapSheetScope, detectOption);
  }

+  /**
+   * 년도 별로 조회하여 geojson 파일 생성
+   *
+   * @param yearDtos
+   * @param year
+   * @param mapSheetScope
+   * @param detectOption
+   * @return
+   */
+  private Scene getSceneInference(
+      List<MapSheetFallbackYearDto> yearDtos,
+      String year,
+      String mapSheetScope,
+      String detectOption) {
+    return mapSheetMngCoreService.getSceneInference(yearDtos, year, mapSheetScope, detectOption);
+  }
+
  /**
   * 분석결과 요약정보
   *
--- a/src/main/java/com/kamco/cd/kamcoback/mapsheet/service/MapSheetMngService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/mapsheet/service/MapSheetMngService.java
@@ -47,6 +47,9 @@ public class MapSheetMngService {
  private final UploadService uploadService;
  private final UserUtil userUtil = new UserUtil();

+  @Value("${file.root}")
+  private String nfsRootDir;
+
  @Value("${file.sync-root-dir}")
  private String syncRootDir;

@@ -111,7 +114,6 @@ public class MapSheetMngService {
  public DmlReturn uploadPair(
      MultipartFile tfwFile, String tifFile, Long hstUid, Long tifFileSize) {

-    String rootPath = syncRootDir;
    String tmpPath = syncTmpDir;

    DmlReturn dmlReturn = new DmlReturn("success", "UPLOAD COMPLETE");
@@ -133,6 +135,7 @@ public class MapSheetMngService {
      return dmlReturn;
    }

+    // TODO 삭제?
    MngDto mngDto = mapSheetMngCoreService.findMapSheetMng(errDto.getMngYyyy());

    // 중복체크 -> 도엽50k/uuid 경로에 업로드 할 거라 overwrite 되지 않음
@@ -336,12 +339,11 @@ public class MapSheetMngService {

  public FoldersDto getFolderAll(SrchFoldersDto srchDto) {

-    Path startPath = Paths.get(syncRootDir + srchDto.getDirPath());
    String dirPath = syncRootDir + srchDto.getDirPath();
-    String sortType = "name desc";

+    log.info("[FIND_FOLDER] DIR : {}", dirPath);
    List<FIleChecker.Folder> folderList =
-        FIleChecker.getFolderAll(dirPath).stream()
+        FIleChecker.getFolderAll(dirPath, nfsRootDir).stream()
            .filter(dir -> dir.getIsValid().equals(true))
            .toList();

--- a/src/main/java/com/kamco/cd/kamcoback/members/MembersApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/members/MembersApiController.java
@@ -5,7 +5,6 @@ import com.kamco.cd.kamcoback.members.dto.MembersDto;
 import com.kamco.cd.kamcoback.members.dto.MembersDto.Basic;
 import com.kamco.cd.kamcoback.members.service.AdminService;
 import com.kamco.cd.kamcoback.members.service.MembersService;
-import com.kamco.cd.kamcoback.scheduler.service.MemberInactiveJobService;
 import io.swagger.v3.oas.annotations.Operation;
 import io.swagger.v3.oas.annotations.Parameter;
 import io.swagger.v3.oas.annotations.media.Content;
@@ -35,7 +34,6 @@ public class MembersApiController {

  private final MembersService membersService;
  private final AdminService adminService;
-  private final MemberInactiveJobService memberInactiveJobService;

  @Operation(summary = "회원정보 목록", description = "회원정보 조회")
  @ApiResponses(
@@ -159,13 +157,4 @@ public class MembersApiController {
          String employeeNo) {
    return ApiResponseDto.ok(adminService.existsByEmployeeNo(employeeNo));
  }
-
-  @Operation(
-      summary = "라벨러/검수자 최종로그인 28일 경과 이후 사용중지(스케줄링 실행)",
-      description = "라벨러/검수자 최종로그인 28일 경과 이후 사용중지 처리")
-  @GetMapping("/member-inactive-job")
-  public ApiResponseDto<Void> memberInactiveJob() {
-    memberInactiveJobService.memberActive28daysToInactive();
-    return ApiResponseDto.ok(null);
-  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/ChangeDetectionCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/ChangeDetectionCoreService.java
@@ -7,6 +7,7 @@ import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto;
 import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.MapScaleType;
 import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.MapSheetList;
 import com.kamco.cd.kamcoback.common.enums.DetectionClassification;
+import com.kamco.cd.kamcoback.common.exception.CustomApiException;
 import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataInferenceGeomEntity;
 import com.kamco.cd.kamcoback.postgres.repository.changedetection.ChangeDetectionRepository;
 import java.util.List;
@@ -15,6 +16,7 @@ import java.util.stream.Collectors;
 import lombok.RequiredArgsConstructor;
 import org.locationtech.jts.geom.Geometry;
 import org.locationtech.jts.geom.Point;
+import org.springframework.http.HttpStatus;
 import org.springframework.stereotype.Service;

@Service
@@ -96,4 +98,42 @@ public class ChangeDetectionCoreService {
  public List<MapSheetList> getChangeDetectionMapSheet50kList(UUID uuid) {
    return changeDetectionRepository.getChangeDetectionMapSheet50kList(uuid);
  }
+
+  /**
+   * 선택 폴리곤 조회 by object id
+   *
+   * @param chnDtctId 회차 uid 32자
+   * @param cdObjectId geo object uid 32자
+   * @param cdObjectIds geo object uids 32자
+   * @return
+   */
+  public ChangeDetectionDto.PolygonFeatureList getPolygonListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds) {
+    return changeDetectionRepository.getPolygonListByCd(chnDtctId, cdObjectId, cdObjectIds);
+  }
+
+  /**
+   * 선택 Point 조회 by object id
+   *
+   * @param chnDtctId 회차 uid 32자
+   * @param cdObjectId geo object uid 32자
+   * @param cdObjectIds geo object uids 32자
+   * @return
+   */
+  public ChangeDetectionDto.PointFeatureList getPointListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds) {
+    return changeDetectionRepository.getPointListByCd(chnDtctId, cdObjectId, cdObjectIds);
+  }
+
+  /**
+   * learn uuid 조회
+   *
+   * @param chnDtctId
+   * @return
+   */
+  public UUID getLearnUuid(String chnDtctId) {
+    return changeDetectionRepository
+        .getLearnUuid(chnDtctId)
+        .orElseThrow(() -> new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND));
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/GukYuinLabelJobCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/GukYuinLabelJobCoreService.java
@@ -2,6 +2,7 @@ package com.kamco.cd.kamcoback.postgres.core;

 import com.kamco.cd.kamcoback.gukyuin.dto.GukYuinDto.GeomUidDto;
 import com.kamco.cd.kamcoback.postgres.repository.gukyuin.GukYuinLabelJobRepository;
+import java.time.LocalDate;
 import java.util.List;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
@@ -15,8 +16,8 @@ public class GukYuinLabelJobCoreService {
    this.gukYuinLabelRepository = gukYuinLabelRepository;
  }

-  public List<GeomUidDto> findYesterdayLabelingCompleteList() {
-    return gukYuinLabelRepository.findYesterdayLabelingCompleteList();
+  public List<GeomUidDto> findYesterdayLabelingCompleteList(LocalDate baseDate) {
+    return gukYuinLabelRepository.findYesterdayLabelingCompleteList(baseDate);
  }

  @Transactional
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
@@ -369,6 +369,12 @@ public class InferenceResultCoreService {
    return mapSheetLearnRepository.getInferenceServerStatusList();
  }

+  /**
+   * 진행중 배치 조회
+   *
+   * @param status
+   * @return
+   */
  public InferenceBatchSheet getInferenceResultByStatus(String status) {
    MapSheetLearnEntity entity =
        mapSheetLearnRepository.getInferenceResultByStatus(status).orElse(null);
@@ -403,6 +409,12 @@ public class InferenceResultCoreService {
    return mapSheetLearnRepository.getInferenceAiResultById(id, modelUuid);
  }

+  /**
+   * 추론 진행 현황 상세
+   *
+   * @param uuid
+   * @return
+   */
  public InferenceStatusDetailDto getInferenceStatus(UUID uuid) {
    return mapSheetLearnRepository.getInferenceStatus(uuid);
  }
@@ -498,15 +510,16 @@ public class InferenceResultCoreService {
  }

  /**
-   * 추론 결과 shp파일 생성위해서 조회
+   * 추론 결과 조회
   *
   * @param batchIds
   * @return
   */
-  public List<InferenceResultsTestingDto.ShpDto> getInferenceResults(List<Long> batchIds) {
+  public List<InferenceResultsTestingDto.Basic> getInferenceResults(List<Long> batchIds) {
    List<InferenceResultsTestingEntity> list =
        inferenceResultsTestingRepository.getInferenceResultList(batchIds);
-    return list.stream().map(InferenceResultsTestingDto.ShpDto::fromEntity).toList();
+
+    return list.stream().map(InferenceResultsTestingEntity::toDto).toList();
  }

  public Long getInferenceResultCnt(List<Long> batchIds) {
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngCoreService.java
@@ -7,6 +7,7 @@ import com.kamco.cd.kamcoback.common.geometry.GeoJsonFileWriter.ImageFeature;
 import com.kamco.cd.kamcoback.common.geometry.GeoJsonFileWriter.Scene;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.DetectOption;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetFallbackYearDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetScope;
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto;
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto.MngListCompareDto;
@@ -24,13 +25,14 @@ import java.nio.file.Files;
 import java.nio.file.Path;
 import java.nio.file.Paths;
 import java.time.ZonedDateTime;
+import java.util.ArrayList;
 import java.util.Arrays;
-import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
 import java.util.Objects;
 import java.util.Optional;
 import java.util.UUID;
+import java.util.stream.Collectors;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.beans.factory.annotation.Value;
@@ -233,27 +235,52 @@ public class MapSheetMngCoreService {
  }

  /**
-   * 추론 실행에 필요한 geojson 파일 생성
+   * geojson 생성
   *
-   * @param yyyy 영상관리 파일별 년도
-   * @param scenes 5k 도엽 번호 리스트
-   * @param mapSheetScope EXCL : 추론제외, PREV 이전 년도 도엽 사용
+   * @param yyyy
+   * @param scenes
+   * @param mapSheetScope
+   * @param detectOption
   * @return
   */
  public Scene getSceneInference(
      String yyyy, List<String> scenes, String mapSheetScope, String detectOption) {
-
-    Map<String, Object> result = new HashMap<>();
-    boolean isAll = MapSheetScope.ALL.getId().equals(mapSheetScope);
-
-    String optionSuffix = "";
-    if (DetectOption.EXCL.getId().equals(detectOption)) {
-      optionSuffix = "_EXCL";
-    } else if (DetectOption.PREV.getId().equals(detectOption)) {
-      optionSuffix = "_PREV";
+    List<ImageFeature> features = loadSceneInferenceBySheets(yyyy, scenes);
+    return writeSceneGeoJson(yyyy, mapSheetScope, detectOption, features);
  }

-    // 1) 경로/파일명 결정
+  /**
+   * geojson 생성
+   *
+   * @param yearDtos
+   * @param yyyy
+   * @param mapSheetScope
+   * @param detectOption
+   * @return
+   */
+  public Scene getSceneInference(
+      List<MapSheetFallbackYearDto> yearDtos,
+      String yyyy,
+      String mapSheetScope,
+      String detectOption) {
+    List<ImageFeature> features = loadSceneInferenceByFallbackYears(yearDtos);
+    return writeSceneGeoJson(yyyy, mapSheetScope, detectOption, features);
+  }
+
+  /**
+   * 파일 경로/이름 , 파일 생성 , 도엽번호 반환
+   *
+   * @param yyyy
+   * @param mapSheetScope
+   * @param detectOption
+   * @param sceneInference
+   * @return Scene
+   */
+  private Scene writeSceneGeoJson(
+      String yyyy, String mapSheetScope, String detectOption, List<ImageFeature> sceneInference) {
+    boolean isAll = MapSheetScope.ALL.getId().equals(mapSheetScope);
+    String optionSuffix = buildOptionSuffix(detectOption);
+
    String targetDir =
        "local".equals(activeEnv) ? System.getProperty("user.home") + "/geojson" : inferenceDir;

@@ -264,24 +291,11 @@ public class MapSheetMngCoreService {

    Path outputPath = Paths.get(targetDir, filename);

-    // 2) ALL일 때만 재사용
-    //    if (isAll && Files.exists(outputPath)) {
-    //      return outputPath.toString();
-    //    }
-
-    // 3) 데이터 조회
-    List<ImageFeature> sceneInference = mapSheetMngRepository.getSceneInference(yyyy, scenes);
-
    if (sceneInference == null || sceneInference.isEmpty()) {
-      log.warn(
-          "NOT_FOUND_TARGET_YEAR: yyyy={}, isAll={}, scenesSize={}",
-          yyyy,
-          isAll,
-          scenes == null ? 0 : scenes.size());
+      log.warn("NOT_FOUND_TARGET_YEAR: yyyy={}, isAll={}, featuresSize={}", yyyy, isAll, 0);
      throw new CustomApiException("NOT_FOUND_TARGET_YEAR", HttpStatus.NOT_FOUND);
    }

-    // 4) 파일 생성
    try {
      log.info("create Directories outputPath: {}", outputPath);
      log.info(
@@ -291,15 +305,15 @@ public class MapSheetMngCoreService {
          targetDir,
          filename);
      log.info("outputPath={}, parent={}", outputPath.toAbsolutePath(), outputPath.getParent());
+
      Files.createDirectories(outputPath.getParent());

      new GeoJsonFileWriter()
          .exportToFile(sceneInference, "scene_inference_" + yyyy, 5186, outputPath.toString());
-      log.info("GeoJsonFileWriter: {}", "scene_inference_" + yyyy);
+
      Scene scene = new Scene();
      scene.setFeatures(sceneInference);
      scene.setFilePath(outputPath.toString());
-
      return scene;

    } catch (IOException e) {
@@ -309,6 +323,80 @@ public class MapSheetMngCoreService {
    }
  }

+  /**
+   * geojson 파일명 Suffix
+   *
+   * @param detectOption
+   * @return
+   */
+  private String buildOptionSuffix(String detectOption) {
+    if (DetectOption.EXCL.getId().equals(detectOption)) return "_EXCL";
+    if (DetectOption.PREV.getId().equals(detectOption)) return "_PREV";
+    return "";
+  }
+
+  /**
+   * 년도, 도엽번호로 조회
+   *
+   * @param yyyy
+   * @param scenes
+   * @return ImageFeature
+   */
+  private List<ImageFeature> loadSceneInferenceBySheets(String yyyy, List<String> scenes) {
+    List<ImageFeature> sceneInference = mapSheetMngRepository.getSceneInference(yyyy, scenes);
+
+    if (sceneInference == null || sceneInference.isEmpty()) {
+      log.warn(
+          "NOT_FOUND_TARGET_YEAR: yyyy={}, scenesSize={}",
+          yyyy,
+          scenes == null ? 0 : scenes.size());
+      throw new CustomApiException("NOT_FOUND_TARGET_YEAR", HttpStatus.NOT_FOUND);
+    }
+    return sceneInference;
+  }
+
+  /**
+   * 년도별로 나눠 조회
+   *
+   * @param yearDtos
+   * @return ImageFeature
+   */
+  private List<ImageFeature> loadSceneInferenceByFallbackYears(
+      List<MapSheetFallbackYearDto> yearDtos) {
+    if (yearDtos == null || yearDtos.isEmpty()) {
+      return List.of();
+    }
+
+    // 년도 별로 루프를 돌리기위해 년도별 정리
+    Map<Integer, List<MapSheetFallbackYearDto>> groupedByYear =
+        yearDtos.stream()
+            .filter(d -> d.getMngYyyy() != null && d.getMapSheetNum() != null)
+            .collect(Collectors.groupingBy(MapSheetFallbackYearDto::getMngYyyy));
+
+    List<ImageFeature> sceneInference = new ArrayList<>();
+
+    for (Map.Entry<Integer, List<MapSheetFallbackYearDto>> entry : groupedByYear.entrySet()) {
+      Integer year = entry.getKey();
+
+      // 년도별 mapSheetNum 만들기
+      List<String> sheetNums =
+          entry.getValue().stream()
+              .map(MapSheetFallbackYearDto::getMapSheetNum)
+              .filter(Objects::nonNull)
+              .distinct()
+              .toList();
+
+      // tif파일 정보 조회
+      List<ImageFeature> temp = mapSheetMngRepository.getSceneInference(year.toString(), sheetNums);
+
+      if (temp != null && !temp.isEmpty()) {
+        sceneInference.addAll(temp);
+      }
+    }
+
+    return sceneInference;
+  }
+
  /**
   * 변화탐지 실행 가능 기준 년도 조회
   *
@@ -342,4 +430,31 @@ public class MapSheetMngCoreService {
  public List<MngListCompareDto> getByHstMapSheetCompareList(int mngYyyy, List<String> mapId) {
    return mapSheetMngYearRepository.findByHstMapSheetCompareList(mngYyyy, mapId);
  }
+
+  public List<String> getMapSheetNumByHst(Integer year) {
+    List<MapSheetMngHstEntity> entity = mapSheetMngRepository.getMapSheetMngHst(year);
+    return entity.stream().map(MapSheetMngHstEntity::getMapSheetNum).toList();
+  }
+
+  /**
+   * 특정 연도의 도엽 이력 데이터를 조회
+   *
+   * @param year
+   * @return
+   */
+  public List<MapSheetFallbackYearDto> getMapSheetNumDtoByHst(Integer year) {
+    List<MapSheetMngHstEntity> entity = mapSheetMngRepository.getMapSheetMngHst(year);
+    return entity.stream()
+        .map(
+            e ->
+                new MapSheetFallbackYearDto(
+                    e.getMapSheetNum(), e.getMngYyyy() // 조회 기준 연도
+                    ))
+        .toList();
+  }
+
+  public List<MapSheetFallbackYearDto> findFallbackCompareYearByMapSheets(
+      Integer year, List<String> mapIds) {
+    return mapSheetMngRepository.findFallbackCompareYearByMapSheets(year, mapIds);
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngFileJobCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngFileJobCoreService.java
@@ -6,6 +6,7 @@ import com.kamco.cd.kamcoback.postgres.repository.mapsheet.MapSheetMngYearReposi
 import com.kamco.cd.kamcoback.postgres.repository.scheduler.MapSheetMngFileJobRepository;
 import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto;
 import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.MngHstDto;
+import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.YearMinMax;
 import jakarta.validation.Valid;
 import java.util.List;
 import lombok.RequiredArgsConstructor;
@@ -67,9 +68,10 @@ public class MapSheetMngFileJobCoreService {
    return mapSheetMngFileJobRepository.findNotYetMapSheetMng();
  }

-  public Long findByHstMapSheetBeforeYyyyListCount(int strtYyyy, int endYyyy, String mapSheetNum) {
+  public Long findByHstMapSheetBeforeYyyyListCount(
+      int mngYyyy, int strtYyyy, int endYyyy, String mapSheetNum) {
    return mapSheetMngFileJobRepository.findByHstMapSheetBeforeYyyyListCount(
-        strtYyyy, endYyyy, mapSheetNum);
+        mngYyyy, strtYyyy, endYyyy, mapSheetNum);
  }

  public void updateException5kMapSheet(String mapSheetNum, CommonUseStatus commonUseStatus) {
@@ -79,4 +81,16 @@ public class MapSheetMngFileJobCoreService {
  public void saveSheetMngYear() {
    mapSheetMngYearRepository.saveFileInfo();
  }
+
+  public YearMinMax findYearMinMaxInfo() {
+    return mapSheetMngYearRepository.findYearMinMaxInfo();
+  }
+
+  public Long findMngYyyyCnt(Integer mngYyyy) {
+    return mapSheetMngFileJobRepository.findMngYyyyCnt(mngYyyy);
+  }
+
+  public Long findMapSheetUseExceptCnt(String mapSheetNum) {
+    return mapSheetMngFileJobRepository.findMapSheetUseExceptCnt(mapSheetNum);
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/TrainingDataLabelJobCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/TrainingDataLabelJobCoreService.java
@@ -3,6 +3,7 @@ package com.kamco.cd.kamcoback.postgres.core;
 import com.kamco.cd.kamcoback.postgres.repository.scheduler.TrainingDataLabelJobRepository;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.InspectorPendingDto;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.Tasks;
+import java.time.LocalDate;
 import java.util.List;
 import java.util.UUID;
 import lombok.RequiredArgsConstructor;
@@ -14,8 +15,8 @@ public class TrainingDataLabelJobCoreService {

  private final TrainingDataLabelJobRepository trainingDataLabelJobRepository;

-  public List<Tasks> findCompletedYesterdayUnassigned() {
-    return trainingDataLabelJobRepository.findCompletedYesterdayUnassigned();
+  public List<Tasks> findCompletedYesterdayUnassigned(LocalDate baseDate) {
+    return trainingDataLabelJobRepository.findCompletedYesterdayUnassigned(baseDate);
  }

  public void assignReviewerBatch(List<UUID> assignmentUids, String reviewerId) {
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/TrainingDataReviewJobCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/TrainingDataReviewJobCoreService.java
@@ -4,6 +4,7 @@ import com.kamco.cd.kamcoback.postgres.repository.scheduler.TrainingDataReviewJo
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.AnalCntInfo;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.AnalMapSheetList;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.CompleteLabelData;
+import java.time.LocalDate;
 import java.util.List;
 import lombok.RequiredArgsConstructor;
 import org.springframework.stereotype.Service;
@@ -15,12 +16,13 @@ public class TrainingDataReviewJobCoreService {
  private final TrainingDataReviewJobRepository trainingDataReviewJobRepository;

  public List<CompleteLabelData> findCompletedYesterdayLabelingList(
-      Long analUid, String mapSheetNum) {
-    return trainingDataReviewJobRepository.findCompletedYesterdayLabelingList(analUid, mapSheetNum);
+      Long analUid, String mapSheetNum, LocalDate baseDate) {
+    return trainingDataReviewJobRepository.findCompletedYesterdayLabelingList(
+        analUid, mapSheetNum, baseDate);
  }

-  public List<AnalMapSheetList> findCompletedAnalMapSheetList(Long analUid) {
-    return trainingDataReviewJobRepository.findCompletedAnalMapSheetList(analUid);
+  public List<AnalMapSheetList> findCompletedAnalMapSheetList(Long analUid, LocalDate baseDate) {
+    return trainingDataReviewJobRepository.findCompletedAnalMapSheetList(analUid, baseDate);
  }

  public List<AnalCntInfo> findAnalCntInfoList() {
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/InferenceResultsTestingEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/InferenceResultsTestingEntity.java
@@ -1,5 +1,6 @@
 package com.kamco.cd.kamcoback.postgres.entity;

+import com.kamco.cd.kamcoback.inference.dto.InferenceResultsTestingDto;
 import jakarta.persistence.Column;
 import jakarta.persistence.Entity;
 import jakarta.persistence.Id;
@@ -84,4 +85,28 @@ public class InferenceResultsTestingEntity {

  @Column(name = "geometry", columnDefinition = "geometry")
  private Geometry geometry;
+
+  public InferenceResultsTestingDto.Basic toDto() {
+    return new InferenceResultsTestingDto.Basic(
+        this.probability,
+        this.beforeYear,
+        this.afterYear,
+        this.mapId,
+        this.modelVersion,
+        this.clsModelPath,
+        this.clsModelVersion,
+        this.cdModelType,
+        this.id,
+        this.modelName,
+        this.batchId,
+        this.area,
+        this.beforeC,
+        this.beforeP,
+        this.afterC,
+        this.afterP,
+        this.seq,
+        this.createdDate,
+        this.uid,
+        this.geometry);
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearnRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearnRepositoryCustom.java
@@ -18,29 +18,99 @@ import org.springframework.data.domain.Page;

 public interface MapSheetLearnRepositoryCustom {

+  /**
+   * 추론 관리 목록 조회
+   *
+   * @param req 추론관리 목록 화면 조회 조건
+   * @return 추론 관리 목록
+   */
  Page<MapSheetLearnEntity> getInferenceMgnResultList(InferenceResultDto.SearchListReq req);

+  /**
+   * uuid 조건으로 추론 실행 정보 조회
+   *
+   * @param uuid uuid
+   * @return 추론 실행 정보
+   */
  Optional<MapSheetLearnEntity> getInferenceResultByUuid(UUID uuid);

+  /**
+   * 추론 실행중 서버정보 조회 cpu, gpu
+   *
+   * @return cpu, gpu 정보
+   */
  List<InferenceServerStatusDto> getInferenceServerStatusList();

+  /**
+   * 추론 실행 목록 진행 상태별 조회
+   *
+   * @param status 추론 진행 상태
+   * @return 추론 실행 정보
+   */
  Optional<MapSheetLearnEntity> getInferenceResultByStatus(String status);

+  /**
+   * 등록된 추론 실행목록 및 등록된 모델 정보 조회
+   *
+   * @param id 추론 실행 테이블 id
+   * @param modelUuid 모델 uuid
+   * @return 모델 정보
+   */
  InferenceProgressDto getInferenceAiResultById(Long id, UUID modelUuid);

+  /**
+   * 진행중인 추론 정보 상세 조회
+   *
+   * @param uuid 추론진행 uuid
+   * @return 진행중인 추론정보 상세 정보
+   */
  InferenceStatusDetailDto getInferenceStatus(UUID uuid);

+  /**
+   * 진행중인 추론이 있는지 조회
+   *
+   * @return 진행중인 추론 정보
+   */
  MapSheetLearnEntity getProcessing();

-  Integer getLearnStage(Integer compareYear, Integer targetYear);
-
+  /**
+   * 추론 결과 정보 조회
+   *
+   * @param uuid 추론 uuid
+   * @return 추론 결과 및 사용 모델 정보
+   */
  AnalResultInfo getInferenceResultInfo(UUID uuid);

+  /**
+   * 추론 결과 bbox, point 조회
+   *
+   * @param uuid 추론 uuid
+   * @return bbox, pont 정보
+   */
  BboxPointDto getBboxPoint(UUID uuid);

+  /**
+   * 분류별 탐지건수 조회
+   *
+   * @param uuid 추론 uuid
+   * @return 분류별 탐지건수 정보
+   */
  List<Dashboard> getInferenceClassCountList(UUID uuid);

+  /**
+   * 추론 결과 상세 geom 목록 조회
+   *
+   * @param uuid 추론 uuid
+   * @param searchGeoReq 추론 결과 상세화면 geom 조회 조건
+   * @return geom 목록 정보
+   */
  Page<Geom> getInferenceGeomList(UUID uuid, SearchGeoReq searchGeoReq);

+  /**
+   * 국유in연동 가능여부 확인 조회
+   *
+   * @param uuid 추론 uuid
+   * @return 추론 존재여부, 부분도엽 여부, 추론 진행중 여부, 국유인 작업 진행중 여부
+   */
  GukYuinLinkFacts findLinkFacts(UUID uuid);
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearnRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearnRepositoryImpl.java
@@ -291,24 +291,6 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
        .fetchOne();
  }

-  @Override
-  public Integer getLearnStage(Integer compareYear, Integer targetYear) {
-    Integer stage =
-        queryFactory
-            .select(mapSheetLearnEntity.stage)
-            .from(mapSheetLearnEntity)
-            .where(
-                mapSheetLearnEntity
-                    .compareYyyy
-                    .eq(compareYear)
-                    .and(mapSheetLearnEntity.targetYyyy.eq(targetYear)))
-            .orderBy(mapSheetLearnEntity.id.desc())
-            .limit(1)
-            .fetchOne();
-
-    return stage == null ? 1 : stage + 1;
-  }
-
  @Override
  public AnalResultInfo getInferenceResultInfo(UUID uuid) {
    QModelMngEntity m1 = new QModelMngEntity("m1");
@@ -528,6 +510,7 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
  @Override
  public GukYuinLinkFacts findLinkFacts(UUID uuid) {

+    // 해당 추론 있는지 확인
    MapSheetLearnEntity learn =
        queryFactory
            .selectFrom(QMapSheetLearnEntity.mapSheetLearnEntity)
@@ -538,12 +521,14 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
      return new GukYuinLinkFacts(false, false, false, false);
    }

+    // 부분 도엽 실행인지 확인
    boolean isPartScope = MapSheetScope.PART.getId().equals(learn.getMapSheetScope());

    QMapSheetAnalInferenceEntity inf = QMapSheetAnalInferenceEntity.mapSheetAnalInferenceEntity;
    QMapSheetLearnEntity learn2 = new QMapSheetLearnEntity("learn2");
    QMapSheetLearnEntity learnQ = QMapSheetLearnEntity.mapSheetLearnEntity;

+    // 실행중인 추론 있는지 확인
    boolean hasRunningInference =
        queryFactory
                .selectOne()
@@ -557,6 +542,7 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
                .fetchFirst()
            != null;

+    // 국유인 작업 진행중 있는지 확인
    boolean hasOtherUnfinishedGukYuin =
        queryFactory
                .selectOne()
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/changedetection/ChangeDetectionRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/changedetection/ChangeDetectionRepositoryCustom.java
@@ -4,6 +4,7 @@ import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto;
 import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.MapScaleType;
 import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.MapSheetList;
 import java.util.List;
+import java.util.Optional;
 import java.util.UUID;

 public interface ChangeDetectionRepositoryCustom {
@@ -28,4 +29,18 @@ public interface ChangeDetectionRepositoryCustom {
  List<ChangeDetectionDto.MapSheetList> getChangeDetectionMapSheetList(UUID uuid);

  List<MapSheetList> getChangeDetectionMapSheet50kList(UUID uuid);
+
+  ChangeDetectionDto.PolygonFeatureList getPolygonListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds);
+
+  ChangeDetectionDto.PointFeatureList getPointListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds);
+
+  ChangeDetectionDto.PolygonFeatureList getSelectedChangeDetectionPolygonListByPnu(
+      String chnDtctId, String pnu);
+
+  ChangeDetectionDto.PointFeatureList getSelectedChangeDetectionPointListByPnu(
+      String chnDtctId, String pnu);
+
+  Optional<UUID> getLearnUuid(String chnDtctId);
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/changedetection/ChangeDetectionRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/changedetection/ChangeDetectionRepositoryImpl.java
@@ -8,6 +8,7 @@ import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalDataInferenceG
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalInferenceEntity.mapSheetAnalInferenceEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalSttcEntity.mapSheetAnalSttcEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetLearnEntity.mapSheetLearnEntity;
+import static com.kamco.cd.kamcoback.postgres.entity.QPnuEntity.pnuEntity;

 import com.fasterxml.jackson.core.JsonProcessingException;
 import com.fasterxml.jackson.databind.JsonNode;
@@ -16,11 +17,14 @@ import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto;
 import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.DetectSearchType;
 import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.MapScaleType;
 import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.MapSheetList;
+import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.PointFeatureList;
+import com.kamco.cd.kamcoback.changedetection.dto.ChangeDetectionDto.PolygonFeatureList;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.Status;
 import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataInferenceGeomEntity;
 import com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalDataInferenceEntity;
 import com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalInferenceEntity;
 import com.kamco.cd.kamcoback.postgres.entity.QMapSheetLearnEntity;
+import com.querydsl.core.BooleanBuilder;
 import com.querydsl.core.types.Projections;
 import com.querydsl.core.types.dsl.BooleanExpression;
 import com.querydsl.core.types.dsl.CaseBuilder;
@@ -30,10 +34,13 @@ import com.querydsl.jpa.JPAExpressions;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import java.util.List;
 import java.util.Objects;
+import java.util.Optional;
 import java.util.UUID;
 import java.util.stream.Collectors;
 import org.springframework.data.jpa.repository.support.QuerydslRepositorySupport;
+import org.springframework.stereotype.Repository;

+@Repository
 public class ChangeDetectionRepositoryImpl extends QuerydslRepositorySupport
    implements ChangeDetectionRepositoryCustom {

@@ -226,7 +233,9 @@ public class ChangeDetectionRepositoryImpl extends QuerydslRepositorySupport
                    mapSheetAnalDataInferenceGeomEntity.targetYyyy,
                    mapSheetAnalDataInferenceGeomEntity.classAfterProb,
                    mapSheetAnalDataInferenceGeomEntity.classAfterCd.toUpperCase(),
-                    mapSheetAnalDataInferenceGeomEntity.cdProb))
+                    mapSheetAnalDataInferenceGeomEntity.cdProb,
+                    mapSheetAnalDataInferenceGeomEntity.uuid,
+                    mapSheetAnalDataInferenceGeomEntity.resultUid))
            .from(mapSheetAnalDataInferenceGeomEntity)
            .innerJoin(mapSheetAnalDataInferenceEntity)
            .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
@@ -261,7 +270,9 @@ public class ChangeDetectionRepositoryImpl extends QuerydslRepositorySupport
                          data.getAfterYear(),
                          data.getAfterConfidence(),
                          data.getAfterClass(),
-                          data.getCdProb());
+                          data.getCdProb(),
+                          data.getUuid(),
+                          data.getResultUid());

                  return new ChangeDetectionDto.PolygonFeature(
                      data.getType(), jsonNode, properties);
@@ -371,4 +382,275 @@ public class ChangeDetectionRepositoryImpl extends QuerydslRepositorySupport
                "{0} || {1}", imageryEntity.cogMiddlePath, imageryEntity.cogFilename))
        .otherwise("");
  }
+
+  @Override
+  public PolygonFeatureList getPolygonListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds) {
+    BooleanBuilder builder = new BooleanBuilder();
+    builder.and(mapSheetLearnEntity.uid.eq(chnDtctId));
+    builder.and(
+        mapSheetAnalDataInferenceGeomEntity
+            .resultUid
+            .eq(chnDtctId)
+            .or(mapSheetAnalDataInferenceGeomEntity.resultUid.in(cdObjectIds)));
+
+    List<ChangeDetectionDto.PolygonQueryData> list =
+        queryFactory
+            .select(
+                Projections.constructor(
+                    ChangeDetectionDto.PolygonQueryData.class,
+                    Expressions.stringTemplate("{0}", "Feature"),
+                    Expressions.stringTemplate(
+                        "ST_AsGeoJSON({0})", mapSheetAnalDataInferenceGeomEntity.geom),
+                    mapSheetAnalDataInferenceGeomEntity.geoUid,
+                    mapSheetAnalDataInferenceGeomEntity.area,
+                    mapSheetAnalDataInferenceGeomEntity.compareYyyy,
+                    mapSheetAnalDataInferenceGeomEntity.classBeforeProb,
+                    mapSheetAnalDataInferenceGeomEntity.classBeforeCd.toUpperCase(),
+                    mapSheetAnalDataInferenceGeomEntity.targetYyyy,
+                    mapSheetAnalDataInferenceGeomEntity.classAfterProb,
+                    mapSheetAnalDataInferenceGeomEntity.classAfterCd.toUpperCase(),
+                    mapSheetAnalDataInferenceGeomEntity.cdProb,
+                    mapSheetAnalDataInferenceGeomEntity.uuid,
+                    mapSheetAnalDataInferenceGeomEntity.resultUid))
+            .from(mapSheetAnalDataInferenceGeomEntity)
+            .innerJoin(mapSheetAnalDataInferenceEntity)
+            .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
+            .innerJoin(mapSheetAnalInferenceEntity)
+            .on(mapSheetAnalInferenceEntity.id.eq(mapSheetAnalDataInferenceEntity.analUid))
+            .innerJoin(mapSheetLearnEntity)
+            .on(mapSheetLearnEntity.id.eq(mapSheetAnalInferenceEntity.learnId))
+            .where(builder)
+            .orderBy(mapSheetAnalDataInferenceGeomEntity.mapSheetNum.asc())
+            .fetch();
+
+    ObjectMapper mapper = new ObjectMapper();
+    List<ChangeDetectionDto.PolygonFeature> result =
+        list.stream()
+            .map(
+                data -> {
+                  String geoJson = data.getGeometry();
+                  JsonNode jsonNode;
+                  try {
+                    jsonNode = mapper.readTree(geoJson);
+                  } catch (JsonProcessingException e) {
+                    throw new RuntimeException(e);
+                  }
+
+                  ChangeDetectionDto.PolygonProperties properties =
+                      new ChangeDetectionDto.PolygonProperties(
+                          data.getGeoUid(),
+                          data.getArea(),
+                          data.getBeforeYear(),
+                          data.getBeforeConfidence(),
+                          data.getBeforeClass(),
+                          data.getAfterYear(),
+                          data.getAfterConfidence(),
+                          data.getAfterClass(),
+                          data.getCdProb(),
+                          data.getUuid(),
+                          data.getResultUid());
+
+                  return new ChangeDetectionDto.PolygonFeature(
+                      data.getType(), jsonNode, properties);
+                })
+            .collect(Collectors.toList());
+
+    ChangeDetectionDto.PolygonFeatureList polygonList = new ChangeDetectionDto.PolygonFeatureList();
+    polygonList.setType("FeatureCollection");
+    polygonList.setFeatures(result);
+    return polygonList;
+  }
+
+  @Override
+  public PointFeatureList getPointListByCd(
+      String chnDtctId, String cdObjectId, List<String> cdObjectIds) {
+    BooleanBuilder builder = new BooleanBuilder();
+    builder.and(mapSheetLearnEntity.uid.eq(chnDtctId));
+    builder.and(
+        mapSheetAnalDataInferenceGeomEntity
+            .resultUid
+            .eq(chnDtctId)
+            .or(mapSheetAnalDataInferenceGeomEntity.resultUid.in(cdObjectIds)));
+
+    List<ChangeDetectionDto.PointQueryData> list =
+        queryFactory
+            .select(
+                Projections.constructor(
+                    ChangeDetectionDto.PointQueryData.class,
+                    Expressions.stringTemplate("{0}", "Feature"),
+                    Expressions.stringTemplate(
+                        "ST_AsGeoJSON({0})",
+                        mapSheetAnalDataInferenceGeomEntity.geomCenter), // point
+                    Projections.constructor(
+                        ChangeDetectionDto.PointProperties.class,
+                        mapSheetAnalDataInferenceGeomEntity.geoUid,
+                        mapSheetAnalDataInferenceGeomEntity.classAfterCd.toUpperCase())))
+            .from(mapSheetAnalDataInferenceGeomEntity)
+            .innerJoin(mapSheetAnalDataInferenceEntity)
+            .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
+            .innerJoin(mapSheetAnalInferenceEntity)
+            .on(mapSheetAnalInferenceEntity.id.eq(mapSheetAnalDataInferenceEntity.analUid))
+            .innerJoin(mapSheetLearnEntity)
+            .on(mapSheetLearnEntity.id.eq(mapSheetAnalInferenceEntity.learnId))
+            .where(builder)
+            .fetch();
+
+    ObjectMapper mapper = new ObjectMapper();
+    List<ChangeDetectionDto.PointFeature> result =
+        list.stream()
+            .map(
+                data -> {
+                  String geoJson = data.getGeometry();
+                  JsonNode jsonNode;
+                  try {
+                    jsonNode = mapper.readTree(geoJson);
+                  } catch (JsonProcessingException e) {
+                    throw new RuntimeException(e);
+                  }
+
+                  return new ChangeDetectionDto.PointFeature(
+                      data.getType(), jsonNode, data.getProperties());
+                })
+            .collect(Collectors.toList());
+
+    return new ChangeDetectionDto.PointFeatureList("FeatureCollection", result);
+  }
+
+  @Override
+  public PolygonFeatureList getSelectedChangeDetectionPolygonListByPnu(
+      String chnDtctId, String pnu) {
+    BooleanBuilder builder = new BooleanBuilder();
+    builder.and(mapSheetLearnEntity.uid.eq(chnDtctId));
+    builder.and(pnuEntity.pnu.eq(pnu));
+
+    List<ChangeDetectionDto.PolygonQueryData> list =
+        queryFactory
+            .select(
+                Projections.constructor(
+                    ChangeDetectionDto.PolygonQueryData.class,
+                    Expressions.stringTemplate("{0}", "Feature"),
+                    Expressions.stringTemplate(
+                        "ST_AsGeoJSON({0})", mapSheetAnalDataInferenceGeomEntity.geom),
+                    mapSheetAnalDataInferenceGeomEntity.geoUid,
+                    mapSheetAnalDataInferenceGeomEntity.area,
+                    mapSheetAnalDataInferenceGeomEntity.compareYyyy,
+                    mapSheetAnalDataInferenceGeomEntity.classBeforeProb,
+                    mapSheetAnalDataInferenceGeomEntity.classBeforeCd.toUpperCase(),
+                    mapSheetAnalDataInferenceGeomEntity.targetYyyy,
+                    mapSheetAnalDataInferenceGeomEntity.classAfterProb,
+                    mapSheetAnalDataInferenceGeomEntity.classAfterCd.toUpperCase(),
+                    mapSheetAnalDataInferenceGeomEntity.cdProb))
+            .from(mapSheetAnalDataInferenceGeomEntity)
+            .innerJoin(mapSheetAnalDataInferenceEntity)
+            .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
+            .innerJoin(mapSheetAnalInferenceEntity)
+            .on(mapSheetAnalInferenceEntity.id.eq(mapSheetAnalDataInferenceEntity.analUid))
+            .innerJoin(mapSheetLearnEntity)
+            .on(mapSheetLearnEntity.id.eq(mapSheetAnalInferenceEntity.learnId))
+            .innerJoin(pnuEntity.geo, mapSheetAnalDataInferenceGeomEntity)
+            .where(builder)
+            .orderBy(mapSheetAnalDataInferenceGeomEntity.mapSheetNum.asc())
+            .fetch();
+
+    ObjectMapper mapper = new ObjectMapper();
+    List<ChangeDetectionDto.PolygonFeature> result =
+        list.stream()
+            .map(
+                data -> {
+                  String geoJson = data.getGeometry();
+                  JsonNode jsonNode;
+                  try {
+                    jsonNode = mapper.readTree(geoJson);
+                  } catch (JsonProcessingException e) {
+                    throw new RuntimeException(e);
+                  }
+
+                  ChangeDetectionDto.PolygonProperties properties =
+                      new ChangeDetectionDto.PolygonProperties(
+                          data.getGeoUid(),
+                          data.getArea(),
+                          data.getBeforeYear(),
+                          data.getBeforeConfidence(),
+                          data.getBeforeClass(),
+                          data.getAfterYear(),
+                          data.getAfterConfidence(),
+                          data.getAfterClass(),
+                          data.getCdProb(),
+                          data.getUuid(),
+                          data.getResultUid());
+
+                  return new ChangeDetectionDto.PolygonFeature(
+                      data.getType(), jsonNode, properties);
+                })
+            .collect(Collectors.toList());
+
+    ChangeDetectionDto.PolygonFeatureList polygonList = new ChangeDetectionDto.PolygonFeatureList();
+    polygonList.setType("FeatureCollection");
+    polygonList.setFeatures(result);
+    return polygonList;
+  }
+
+  @Override
+  public PointFeatureList getSelectedChangeDetectionPointListByPnu(String chnDtctId, String pnu) {
+    BooleanBuilder builder = new BooleanBuilder();
+    builder.and(mapSheetLearnEntity.uid.eq(chnDtctId));
+    builder.and(pnuEntity.pnu.eq(pnu));
+
+    List<ChangeDetectionDto.PointQueryData> list =
+        queryFactory
+            .select(
+                Projections.constructor(
+                    ChangeDetectionDto.PointQueryData.class,
+                    Expressions.stringTemplate("{0}", "Feature"),
+                    Expressions.stringTemplate(
+                        "ST_AsGeoJSON({0})",
+                        mapSheetAnalDataInferenceGeomEntity.geomCenter), // point
+                    Projections.constructor(
+                        ChangeDetectionDto.PointProperties.class,
+                        mapSheetAnalDataInferenceGeomEntity.geoUid,
+                        mapSheetAnalDataInferenceGeomEntity.classAfterCd.toUpperCase())))
+            .from(mapSheetAnalDataInferenceGeomEntity)
+            .innerJoin(mapSheetAnalDataInferenceEntity)
+            .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
+            .innerJoin(mapSheetAnalInferenceEntity)
+            .on(mapSheetAnalInferenceEntity.id.eq(mapSheetAnalDataInferenceEntity.analUid))
+            .innerJoin(mapSheetLearnEntity)
+            .on(mapSheetLearnEntity.id.eq(mapSheetAnalInferenceEntity.learnId))
+            .innerJoin(pnuEntity.geo, mapSheetAnalDataInferenceGeomEntity)
+            .where(builder)
+            .fetch();
+
+    ObjectMapper mapper = new ObjectMapper();
+    List<ChangeDetectionDto.PointFeature> result =
+        list.stream()
+            .map(
+                data -> {
+                  String geoJson = data.getGeometry();
+                  JsonNode jsonNode;
+                  try {
+                    jsonNode = mapper.readTree(geoJson);
+                  } catch (JsonProcessingException e) {
+                    throw new RuntimeException(e);
+                  }
+
+                  return new ChangeDetectionDto.PointFeature(
+                      data.getType(), jsonNode, data.getProperties());
+                })
+            .collect(Collectors.toList());
+
+    return new ChangeDetectionDto.PointFeatureList("FeatureCollection", result);
+  }
+
+  @Override
+  public Optional<UUID> getLearnUuid(String chnDtctId) {
+    return Optional.ofNullable(
+        queryFactory
+            .select(mapSheetAnalInferenceEntity.uuid)
+            .from(mapSheetLearnEntity)
+            .innerJoin(mapSheetAnalInferenceEntity)
+            .on(mapSheetAnalInferenceEntity.learnId.eq(mapSheetLearnEntity.id))
+            .where(mapSheetLearnEntity.uid.eq(chnDtctId))
+            .fetchOne());
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/gukyuin/GukYuinLabelJobRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/gukyuin/GukYuinLabelJobRepositoryCustom.java
@@ -1,11 +1,12 @@
 package com.kamco.cd.kamcoback.postgres.repository.gukyuin;

 import com.kamco.cd.kamcoback.gukyuin.dto.GukYuinDto.GeomUidDto;
+import java.time.LocalDate;
 import java.util.List;

 public interface GukYuinLabelJobRepositoryCustom {

-  List<GeomUidDto> findYesterdayLabelingCompleteList();
+  List<GeomUidDto> findYesterdayLabelingCompleteList(LocalDate baseDate);

  void updateAnalDataInferenceGeomSendDttm(Long geoUid);
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/gukyuin/GukYuinLabelJobRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/gukyuin/GukYuinLabelJobRepositoryImpl.java
@@ -13,6 +13,7 @@ import com.querydsl.core.types.dsl.BooleanExpression;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import jakarta.persistence.EntityManager;
 import jakarta.persistence.PersistenceContext;
+import java.time.LocalDate;
 import java.time.ZoneId;
 import java.time.ZonedDateTime;
 import java.util.List;
@@ -27,22 +28,21 @@ public class GukYuinLabelJobRepositoryImpl implements GukYuinLabelJobRepositoryC
  @PersistenceContext private EntityManager em;

  @Override
-  public List<GeomUidDto> findYesterdayLabelingCompleteList() {
+  public List<GeomUidDto> findYesterdayLabelingCompleteList(LocalDate baseDate) {
    ZoneId zone = ZoneId.of("Asia/Seoul");
-    ZonedDateTime todayStart = ZonedDateTime.now(zone).toLocalDate().atStartOfDay(zone);
-    ZonedDateTime tomorrowStart = todayStart.plusDays(1);
-    ZonedDateTime yesterdayStart = todayStart.minusDays(1);

-    //    BooleanExpression isYesterday =
-    //        labelingAssignmentEntity
-    //            .inspectStatDttm
-    //            .goe(yesterdayStart)
-    //            .and(labelingAssignmentEntity.inspectStatDttm.lt(todayStart));
-    BooleanExpression isYesterday =
+    // baseDate가 null이면 기존처럼 "어제"로 처리
+    LocalDate targetDate =
+        (baseDate != null) ? baseDate : ZonedDateTime.now(zone).toLocalDate().minusDays(1);
+
+    ZonedDateTime targetStart = targetDate.atStartOfDay(zone);
+    ZonedDateTime nextStart = targetStart.plusDays(1);
+
+    BooleanExpression inTargetDay =
        labelingAssignmentEntity
            .inspectStatDttm
-            .goe(todayStart)
-            .and(labelingAssignmentEntity.inspectStatDttm.lt(tomorrowStart));
+            .goe(targetStart)
+            .and(labelingAssignmentEntity.inspectStatDttm.lt(nextStart));

    return queryFactory
        .select(
@@ -62,7 +62,7 @@ public class GukYuinLabelJobRepositoryImpl implements GukYuinLabelJobRepositoryC
            mapSheetAnalInferenceEntity.learnId.eq(mapSheetLearnEntity.id),
            mapSheetLearnEntity.applyStatus.in(
                GukYuinStatus.GUK_COMPLETED.getId(), GukYuinStatus.PNU_COMPLETED.getId()))
-        .where(labelingAssignmentEntity.inspectState.eq(InspectState.COMPLETE.getId()), isYesterday)
+        .where(labelingAssignmentEntity.inspectState.eq(InspectState.COMPLETE.getId()), inTargetDay)
        .fetch();
  }

--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/layer/MapLayerRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/layer/MapLayerRepositoryImpl.java
@@ -142,8 +142,8 @@ public class MapLayerRepositoryImpl implements MapLayerRepositoryCustom {
                Projections.constructor(
                    LayerDto.TileUrlDto.class,
                    mapSheetMngTileEntity.mngYyyy,
-                    mapSheetMngTileEntity.tag,
                    mapSheetMngTileEntity.url,
+                    mapSheetMngTileEntity.tag,
                    mapSheetMngTileEntity.minLon,
                    mapSheetMngTileEntity.minLat,
                    mapSheetMngTileEntity.maxLon,
@@ -168,8 +168,8 @@ public class MapLayerRepositoryImpl implements MapLayerRepositoryCustom {
                Projections.constructor(
                    LayerDto.TileUrlDto.class,
                    mapSheetMngTileEntity.mngYyyy,
-                    mapSheetMngTileEntity.tag,
                    mapSheetMngTileEntity.url,
+                    mapSheetMngTileEntity.tag,
                    mapSheetMngTileEntity.minLon,
                    mapSheetMngTileEntity.minLat,
                    mapSheetMngTileEntity.maxLon,
@@ -202,8 +202,8 @@ public class MapLayerRepositoryImpl implements MapLayerRepositoryCustom {
            Projections.constructor(
                LayerDto.TileUrlDto.class,
                mapSheetMngTileEntity.mngYyyy,
-                mapSheetMngTileEntity.tag,
                mapSheetMngTileEntity.url,
+                mapSheetMngTileEntity.tag,
                mapSheetMngTileEntity.minLon,
                mapSheetMngTileEntity.minLat,
                mapSheetMngTileEntity.maxLon,
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryCustom.java
@@ -2,6 +2,7 @@ package com.kamco.cd.kamcoback.postgres.repository.mapsheet;

 import com.kamco.cd.kamcoback.common.geometry.GeoJsonFileWriter.ImageFeature;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetFallbackYearDto;
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto;
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto.AddReq;
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto.MngListDto;
@@ -63,6 +64,12 @@ public interface MapSheetMngRepositoryCustom {

  List<MapSheetMngDto.MngFilesDto> findByHstUidMapSheetFileList(Long hstUid);

+  /**
+   * 변화탐지 실행 가능 기준 연도 조회
+   *
+   * @param req 조회 연도, 도엽번호 목록,
+   * @return
+   */
  List<MngListDto> findByHstMapSheetTargetList(InferenceResultDto.RegReq req);

  List<MngListDto> findByHstMapSheetTargetList(int mngYyyy, List<String> mapIds);
@@ -80,4 +87,9 @@ public interface MapSheetMngRepositoryCustom {
  void updateMapSheetMngHstUploadId(Long hstUid, UUID uuid, String uploadId);

  void insertMapSheetMngTile(@Valid AddReq addReq);
+
+  List<MapSheetMngHstEntity> getMapSheetMngHst(Integer year);
+
+  List<MapSheetFallbackYearDto> findFallbackCompareYearByMapSheets(
+      Integer year, List<String> mapIds);
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
@@ -5,12 +5,14 @@ import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetMngEntity.mapSheet
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetMngFileEntity.mapSheetMngFileEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetMngHstEntity.mapSheetMngHstEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetMngTileEntity.mapSheetMngTileEntity;
+import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetMngYearYnEntity.mapSheetMngYearYnEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QYearEntity.yearEntity;
 import static com.querydsl.core.types.dsl.Expressions.nullExpression;

 import com.kamco.cd.kamcoback.common.enums.CommonUseStatus;
 import com.kamco.cd.kamcoback.common.geometry.GeoJsonFileWriter.ImageFeature;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetFallbackYearDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetScope;
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto;
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto.AddReq;
@@ -1099,4 +1101,44 @@ public class MapSheetMngRepositoryImpl extends QuerydslRepositorySupport
                "{0} like '%" + searchReq.getSearchValue() + "%'",
                mapSheetMngHstEntity.mapSheetNum));
  }
+
+  @Override
+  public List<MapSheetMngHstEntity> getMapSheetMngHst(Integer year) {
+    return queryFactory
+        .select(mapSheetMngHstEntity)
+        .from(mapSheetMngHstEntity)
+        .innerJoin(mapSheetMngFileEntity)
+        .on(mapSheetMngFileEntity.hstUid.eq(mapSheetMngHstEntity.hstUid))
+        .where(
+            mapSheetMngHstEntity
+                .mngYyyy
+                .eq(year)
+                .and(
+                    mapSheetMngHstEntity
+                        .syncState
+                        .eq("DONE")
+                        .or(mapSheetMngHstEntity.syncCheckState.eq("DONE")))
+                .and(mapSheetMngFileEntity.fileExt.eq("tif")))
+        .fetch();
+  }
+
+  @Override
+  public List<MapSheetFallbackYearDto> findFallbackCompareYearByMapSheets(
+      Integer year, List<String> mapIds) {
+    BooleanBuilder builder = new BooleanBuilder();
+    builder.and(mapSheetMngYearYnEntity.id.mapSheetNum.in(mapIds));
+    builder.and(mapSheetMngYearYnEntity.id.mngYyyy.lt(year));
+    builder.and(mapSheetMngYearYnEntity.yn.eq("Y"));
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                MapSheetFallbackYearDto.class,
+                mapSheetMngYearYnEntity.id.mapSheetNum,
+                mapSheetMngYearYnEntity.id.mngYyyy.max()))
+        .from(mapSheetMngYearYnEntity)
+        .where(builder)
+        .groupBy(mapSheetMngYearYnEntity.id.mapSheetNum)
+        .fetch();
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngYearRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngYearRepositoryCustom.java
@@ -1,10 +1,14 @@
 package com.kamco.cd.kamcoback.postgres.repository.mapsheet;

 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto.MngListCompareDto;
+import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.YearMinMax;
 import java.util.List;

 public interface MapSheetMngYearRepositoryCustom {
+
  void saveFileInfo();

  List<MngListCompareDto> findByHstMapSheetCompareList(int mngYyyy, List<String> mapIds);
+
+  YearMinMax findYearMinMaxInfo();
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngYearRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngYearRepositoryImpl.java
@@ -1,7 +1,10 @@
 package com.kamco.cd.kamcoback.postgres.repository.mapsheet;

+import static com.kamco.cd.kamcoback.postgres.entity.QYearEntity.yearEntity;
+
 import com.kamco.cd.kamcoback.mapsheet.dto.MapSheetMngDto.MngListCompareDto;
 import com.kamco.cd.kamcoback.postgres.entity.QMapSheetMngYearYnEntity;
+import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.YearMinMax;
 import com.querydsl.core.types.Projections;
 import com.querydsl.core.types.dsl.Expressions;
 import com.querydsl.core.types.dsl.StringExpression;
@@ -98,4 +101,13 @@ public class MapSheetMngYearRepositoryImpl implements MapSheetMngYearRepositoryC
        .groupBy(y.id.mapSheetNum)
        .fetch();
  }
+
+  @Override
+  public YearMinMax findYearMinMaxInfo() {
+    return queryFactory
+        .select(
+            Projections.constructor(YearMinMax.class, yearEntity.yyyy.min(), yearEntity.yyyy.max()))
+        .from(yearEntity)
+        .fetchOne();
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/MapSheetMngFileJobRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/MapSheetMngFileJobRepositoryCustom.java
@@ -20,7 +20,12 @@ public interface MapSheetMngFileJobRepositoryCustom {

  public Integer findNotYetMapSheetMng();

-  public Long findByHstMapSheetBeforeYyyyListCount(int strtYyyy, int endYyyy, String mapSheetNum);
+  public Long findByHstMapSheetBeforeYyyyListCount(
+      int mngYyyy, int strtYyyy, int endYyyy, String mapSheetNum);

  public void updateException5kMapSheet(String mapSheetNum, CommonUseStatus commonUseStatus);
+
+  Long findMngYyyyCnt(Integer mngYyyy);
+
+  Long findMapSheetUseExceptCnt(String mapSheetNum);
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/MapSheetMngFileJobRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/MapSheetMngFileJobRepositoryImpl.java
@@ -233,7 +233,8 @@ public class MapSheetMngFileJobRepositoryImpl extends QuerydslRepositorySupport
  }

  @Override
-  public Long findByHstMapSheetBeforeYyyyListCount(int strtYyyy, int endYyyy, String mapSheetNum) {
+  public Long findByHstMapSheetBeforeYyyyListCount(
+      int mngYyyy, int strtYyyy, int endYyyy, String mapSheetNum) {

    Long countQuery =
        queryFactory
@@ -244,8 +245,8 @@ public class MapSheetMngFileJobRepositoryImpl extends QuerydslRepositorySupport
                    .mngYyyy
                    .goe(strtYyyy)
                    .and(mapSheetMngHstEntity.mngYyyy.loe(endYyyy))
+                    .and(mapSheetMngHstEntity.mngYyyy.ne(mngYyyy))
                    .and(mapSheetMngHstEntity.mapSheetNum.eq(mapSheetNum))
-                    .and(mapSheetMngHstEntity.useInference.eq("USE"))
                    .and(
                        mapSheetMngHstEntity
                            .syncState
@@ -266,4 +267,26 @@ public class MapSheetMngFileJobRepositoryImpl extends QuerydslRepositorySupport
            .where(mapInkx5kEntity.mapidcdNo.eq(mapSheetNum))
            .execute();
  }
+
+  @Override
+  public Long findMngYyyyCnt(Integer mngYyyy) {
+    return queryFactory
+        .select(mapSheetMngEntity.mngYyyy.count())
+        .from(mapSheetMngEntity)
+        .where(mapSheetMngEntity.mngYyyy.ne(mngYyyy))
+        .fetchOne();
+  }
+
+  @Override
+  public Long findMapSheetUseExceptCnt(String mapSheetNum) {
+    return queryFactory
+        .select(
+            new CaseBuilder()
+                .when(mapInkx5kEntity.useInference.eq(CommonUseStatus.USE))
+                .then(1L)
+                .otherwise(0L))
+        .from(mapInkx5kEntity)
+        .where(mapInkx5kEntity.mapidcdNo.eq(mapSheetNum))
+        .fetchOne();
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataLabelJobRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataLabelJobRepositoryCustom.java
@@ -2,12 +2,13 @@ package com.kamco.cd.kamcoback.postgres.repository.scheduler;

 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.InspectorPendingDto;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.Tasks;
+import java.time.LocalDate;
 import java.util.List;
 import java.util.UUID;

 public interface TrainingDataLabelJobRepositoryCustom {

-  List<Tasks> findCompletedYesterdayUnassigned();
+  List<Tasks> findCompletedYesterdayUnassigned(LocalDate baseDate);

  List<InspectorPendingDto> findInspectorPendingByRound(Long analUid);

--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataLabelJobRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataLabelJobRepositoryImpl.java
@@ -14,6 +14,7 @@ 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.ZoneId;
 import java.time.ZonedDateTime;
 import java.util.List;
@@ -34,16 +35,23 @@ public class TrainingDataLabelJobRepositoryImpl extends QuerydslRepositorySuppor
  }

  @Override
-  public List<Tasks> findCompletedYesterdayUnassigned() {
+  public List<Tasks> findCompletedYesterdayUnassigned(LocalDate baseDate) {
    ZoneId zone = ZoneId.of("Asia/Seoul");
-    ZonedDateTime todayStart = ZonedDateTime.now(zone).toLocalDate().atStartOfDay(zone);
-    ZonedDateTime yesterdayStart = todayStart.minusDays(1);
+
+    // baseDate가 null이면 "어제"를 타겟으로, 아니면 baseDate
+    LocalDate targetDate = (baseDate != null) ? baseDate : LocalDate.now(zone).minusDays(1);
+
+    // end: targetDate + 1일 00:00
+    ZonedDateTime baseStart = targetDate.plusDays(1).atStartOfDay(zone);
+
+    // start: targetDate 00:00
+    ZonedDateTime yesterdayStart = baseStart.minusDays(1);

    BooleanExpression isYesterday =
        labelingAssignmentEntity
            .workStatDttm
            .goe(yesterdayStart)
-            .and(labelingAssignmentEntity.workStatDttm.lt(todayStart));
+            .and(labelingAssignmentEntity.workStatDttm.lt(baseStart));

    return queryFactory
        .select(
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataReviewJobRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataReviewJobRepositoryCustom.java
@@ -3,13 +3,15 @@ package com.kamco.cd.kamcoback.postgres.repository.scheduler;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.AnalCntInfo;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.AnalMapSheetList;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.CompleteLabelData;
+import java.time.LocalDate;
 import java.util.List;

 public interface TrainingDataReviewJobRepositoryCustom {

-  List<CompleteLabelData> findCompletedYesterdayLabelingList(Long analUid, String mapSheetNum);
+  List<CompleteLabelData> findCompletedYesterdayLabelingList(
+      Long analUid, String mapSheetNum, LocalDate baseDate);

-  List<AnalMapSheetList> findCompletedAnalMapSheetList(Long analUid);
+  List<AnalMapSheetList> findCompletedAnalMapSheetList(Long analUid, LocalDate baseDate);

  List<AnalCntInfo> findAnalCntInfoList();

--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataReviewJobRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/scheduler/TrainingDataReviewJobRepositoryImpl.java
@@ -41,12 +41,13 @@ public class TrainingDataReviewJobRepositoryImpl extends QuerydslRepositorySuppo

  @Override
  public List<CompleteLabelData> findCompletedYesterdayLabelingList(
-      Long analUid, String mapSheetNum) {
+      Long analUid, String mapSheetNum, LocalDate baseDate) {
    ZoneId zoneId = ZoneId.of("Asia/Seoul");

-    // 오늘 날짜 (시간 없음)
-    LocalDate today = LocalDate.now(zoneId);
-    ZonedDateTime end = today.atStartOfDay(zoneId); // 오늘 00:00
+    // baseDate가 null이면 기존처럼 오늘 기준
+    LocalDate targetDate = (baseDate != null) ? baseDate : LocalDate.now(zoneId);
+
+    ZonedDateTime end = targetDate.plusDays(1).atStartOfDay(zoneId);

    return queryFactory
        .select(
@@ -77,10 +78,13 @@ public class TrainingDataReviewJobRepositoryImpl extends QuerydslRepositorySuppo
  }

  @Override
-  public List<AnalMapSheetList> findCompletedAnalMapSheetList(Long analUid) {
+  public List<AnalMapSheetList> findCompletedAnalMapSheetList(Long analUid, LocalDate baseDate) {
    ZoneId zoneId = ZoneId.of("Asia/Seoul");
-    LocalDate today = LocalDate.now(zoneId);
-    ZonedDateTime end = today.atStartOfDay(zoneId); // 오늘 00:00
+
+    // baseDate가 null이면 기존처럼 오늘 기준
+    LocalDate targetDate = (baseDate != null) ? baseDate : LocalDate.now(zoneId);
+
+    ZonedDateTime end = targetDate.plusDays(1).atStartOfDay(zoneId);

    return queryFactory
        .select(
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/MapSheetMngFileJobApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/MapSheetMngFileJobApiController.java
@@ -4,6 +4,7 @@ import com.kamco.cd.kamcoback.code.dto.CommonCodeDto;
 import com.kamco.cd.kamcoback.code.service.CommonCodeService;
 import com.kamco.cd.kamcoback.config.api.ApiResponseDto;
 import com.kamco.cd.kamcoback.scheduler.service.MapSheetInferenceJobService;
+import io.swagger.v3.oas.annotations.Hidden;
 import io.swagger.v3.oas.annotations.Operation;
 import io.swagger.v3.oas.annotations.media.Content;
 import io.swagger.v3.oas.annotations.media.Schema;
@@ -17,6 +18,8 @@ import org.springframework.web.bind.annotation.RequestMapping;
 import org.springframework.web.bind.annotation.RequestParam;
 import org.springframework.web.bind.annotation.RestController;

+/** SchedulerApiController로 다 옮김 */
+@Hidden
@Tag(name = "스캐쥴러 API", description = "스캐쥴러 API")
@RestController
@RequiredArgsConstructor
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/SchedulerApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/SchedulerApiController.java
@@ -0,0 +1,120 @@
+package com.kamco.cd.kamcoback.scheduler;
+
+import com.kamco.cd.kamcoback.code.dto.CommonCodeDto;
+import com.kamco.cd.kamcoback.config.api.ApiResponseDto;
+import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiLabelJobService;
+import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiPnuJobService;
+import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiStatusJobService;
+import com.kamco.cd.kamcoback.scheduler.service.GukYuinApiStbltJobService;
+import com.kamco.cd.kamcoback.scheduler.service.MemberInactiveJobService;
+import com.kamco.cd.kamcoback.scheduler.service.TrainingDataLabelJobService;
+import com.kamco.cd.kamcoback.scheduler.service.TrainingDataReviewJobService;
+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 java.time.LocalDate;
+import lombok.RequiredArgsConstructor;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PutMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+@Tag(name = "스케줄링 수동 호출 테스트", description = "스케줄링 수동 호출 테스트 API")
+@RestController
+@RequiredArgsConstructor
+@RequestMapping("/api/schedule")
+public class SchedulerApiController {
+
+  private final GukYuinApiPnuJobService gukYuinApiPnuJobService;
+  private final GukYuinApiStatusJobService gukYuinApiStatusJobService;
+  private final GukYuinApiLabelJobService gukYuinApiLabelJobService;
+  private final GukYuinApiStbltJobService gukYuinApiStbltJobService;
+  private final TrainingDataLabelJobService trainingDataLabelJobService;
+  private final TrainingDataReviewJobService trainingDataReviewJobService;
+  private final MemberInactiveJobService memberInactiveJobService;
+  private final MapSheetMngFileJobController mapSheetMngFileJobController;
+
+  @Operation(summary = "국유인 탐지객체 조회 PNU 업데이트 스케줄링", description = "국유인 탐지객체 조회 PNU 업데이트 스케줄링")
+  @GetMapping("/gukyuin/pnu")
+  public ApiResponseDto<Void> findGukYuinContListPnuUpdate() {
+    gukYuinApiPnuJobService.findGukYuinContListPnuUpdate();
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(summary = "국유인 등록 상태 체크 스케줄링", description = "국유인 등록 상태 체크 스케줄링")
+  @GetMapping("/gukyuin/status")
+  public ApiResponseDto<Void> findGukYuinMastCompleteYn() {
+    gukYuinApiStatusJobService.findGukYuinMastCompleteYn();
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(summary = "국유인 라벨 완료 전송 스케줄링", description = "국유인 라벨 완료 전송 스케줄링")
+  @GetMapping("/gukyuin/label")
+  public ApiResponseDto<Void> findLabelingCompleteSend(
+      @RequestParam(required = false) LocalDate baseDate) {
+    gukYuinApiLabelJobService.findLabelingCompleteSend(baseDate);
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(summary = "국유인 실태조사 적합여부 업데이트 스케줄링", description = "국유인 실태조사 적합여부 업데이트 스케줄링")
+  @GetMapping("/gukyuin/stblt")
+  public ApiResponseDto<Void> findGukYuinEligibleForSurvey(
+      @RequestParam(required = false) LocalDate baseDate) {
+    gukYuinApiStbltJobService.findGukYuinEligibleForSurvey(baseDate);
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(
+      summary = "라벨완료 -> 검수할당 스케줄링",
+      description = "스케줄링이 실패한 경우 수동 호출하는 API, 어제 라벨링 완료된 것을 해당 검수자들에게 할당함")
+  @GetMapping("/label-to-review")
+  public ApiResponseDto<Void> runTrainingReviewSchedule(
+      @RequestParam(required = false) LocalDate baseDate) {
+    trainingDataLabelJobService.assignReviewerYesterdayLabelComplete(baseDate);
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(summary = "검수완료된 라벨링 geojson 생성 스케줄링", description = "검수완료된 라벨링 geojson 생성")
+  @GetMapping("/review-to-geojson")
+  public ApiResponseDto<Long> runExportGeojsonLabelingGeom(
+      @RequestParam(required = false) LocalDate baseDate) {
+    trainingDataReviewJobService.exportGeojsonLabelingGeom(baseDate);
+    return ApiResponseDto.ok(0L);
+  }
+
+  @Operation(
+      summary = "라벨러/검수자 최종로그인 28일 경과 이후 사용중지 스케줄링",
+      description = "라벨러/검수자 최종로그인 28일 경과 이후 사용중지 처리")
+  @GetMapping("/member-inactive-job")
+  public ApiResponseDto<Void> memberInactiveJob() {
+    memberInactiveJobService.memberActive28daysToInactive();
+    return ApiResponseDto.ok(null);
+  }
+
+  @Operation(summary = "영상관리 파일 싱크 스캐쥴러 Start/Stop", description = "영상관리 파일 싱크 스캐쥴러 Start/Stop API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = CommonCodeDto.Basic.class))),
+        @ApiResponse(responseCode = "404", description = "코드를 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @PutMapping("/mng-sync-job")
+  public ApiResponseDto<String> mngSyncOnOff(
+      @RequestParam boolean jobStart, @RequestParam int pageSize) {
+
+    mapSheetMngFileJobController.setSchedulerEnabled(jobStart);
+    mapSheetMngFileJobController.setMngSyncPageSize(pageSize);
+
+    return ApiResponseDto.createOK("OK");
+  }
+}
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/dto/MapSheetMngDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/dto/MapSheetMngDto.java
@@ -40,6 +40,7 @@ public class MapSheetMngDto {
  @NoArgsConstructor
  @AllArgsConstructor
  public static class MngDto {
+
    private int rowNum;
    private int mngYyyy;
    private String mngState;
@@ -61,6 +62,7 @@ public class MapSheetMngDto {
  @NoArgsConstructor
  @AllArgsConstructor
  public static class MngHstDto {
+
    private long hstUid;
    private int mngYyyy;
    private String mapSheetNum;
@@ -86,6 +88,7 @@ public class MapSheetMngDto {
  @NoArgsConstructor
  @AllArgsConstructor
  public static class MngFileAddReq {
+
    private int mngYyyy;
    private String mapSheetNum;
    private String refMapSheetNum;
@@ -103,6 +106,7 @@ public class MapSheetMngDto {
  @NoArgsConstructor
  @AllArgsConstructor
  public static class MngFilesDto {
+
    private long fileUid;
    private int mngYyyy;
    private String mapSheetNum;
@@ -132,7 +136,19 @@ public class MapSheetMngDto {
  @NoArgsConstructor
  @AllArgsConstructor
  public static class DmlReturn {
+
    private String flag;
    private String message;
  }
+
+  @Schema(name = "MngYyyyDto", description = "년도 값")
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class YearMinMax {
+
+    private Integer minYyyy;
+    private Integer maxYyyy;
+  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiLabelJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiLabelJobService.java
@@ -4,11 +4,11 @@ import com.kamco.cd.kamcoback.gukyuin.dto.ChngDetectContDto;
 import com.kamco.cd.kamcoback.gukyuin.dto.GukYuinDto.GeomUidDto;
 import com.kamco.cd.kamcoback.gukyuin.service.GukYuinApiService;
 import com.kamco.cd.kamcoback.postgres.core.GukYuinLabelJobCoreService;
+import java.time.LocalDate;
 import java.util.List;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.log4j.Log4j2;
 import org.springframework.beans.factory.annotation.Value;
-import org.springframework.scheduling.annotation.Scheduled;
 import org.springframework.stereotype.Service;

@Log4j2
@@ -31,21 +31,25 @@ public class GukYuinApiLabelJobService {
    return "local".equalsIgnoreCase(profile);
  }

-  /** 어제 라벨링 검수 완료된 것 -> 국유인에 전송 */
-  @Scheduled(cron = "0 0 2 * * *")
-  public void findLabelingCompleteSend() {
-    if (isLocalProfile()) {
-      return;
+  //  @Scheduled(cron = "0 0 2 * * *")
+  public void runTask() {
+    findLabelingCompleteSend(null);
  }

-    List<GeomUidDto> list = gukYuinLabelJobCoreService.findYesterdayLabelingCompleteList();
+  /** 어제 라벨링 검수 완료된 것 -> 국유인에 전송 */
+  public void findLabelingCompleteSend(LocalDate baseDate) {
+    //    if (isLocalProfile()) {
+    //      return;
+    //    }
+
+    List<GeomUidDto> list = gukYuinLabelJobCoreService.findYesterdayLabelingCompleteList(baseDate);
    if (list.isEmpty()) {
      return;
    }

    for (GeomUidDto gto : list) {
      ChngDetectContDto.ResultLabelDto dto =
-          gukYuinApiService.updateChnDtctObjtLabelingYn(gto.getResultUid(), "Y");
+          gukYuinApiService.updateChnDtctObjtLabelingYn(gto.getResultUid(), "Y", "Y");
      if (dto.getSuccess()) {
        // inference_geom 에 label_send_dttm 업데이트 하기
        gukYuinLabelJobCoreService.updateAnalDataInferenceGeomSendDttm(gto.getGeoUid());
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiPnuJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiPnuJobService.java
@@ -12,7 +12,6 @@ import java.util.List;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.log4j.Log4j2;
 import org.springframework.beans.factory.annotation.Value;
-import org.springframework.scheduling.annotation.Scheduled;
 import org.springframework.stereotype.Service;

@Log4j2
@@ -36,11 +35,11 @@ public class GukYuinApiPnuJobService {
  }

  /** 국유인 등록 완료 후, 탐지객체 조회해서 PNU 업데이트 하는 스케줄링 하루 1번 새벽 1시에 실행 */
-  @Scheduled(cron = "0 0 1 * * *")
+  //  @Scheduled(cron = "0 0 1 * * *")
  public void findGukYuinContListPnuUpdate() {
-    if (isLocalProfile()) {
-      return;
-    }
+    //    if (isLocalProfile()) {
+    //      return;
+    //    }

    List<LearnKeyDto> list =
        gukYuinPnuJobCoreService.findGukyuinApplyStatusUidList(
@@ -63,7 +62,7 @@ public class GukYuinApiPnuJobService {
  }

  private void processUid(String chnDtctId, String uid) {
-    ResultDto result = gukYuinApiService.listChnDtctId(chnDtctId);
+    ResultDto result = gukYuinApiService.listChnDtctId(chnDtctId, "Y");
    if (result == null || result.getResult() == null || result.getResult().isEmpty()) {
      return;
    }
@@ -85,7 +84,7 @@ public class GukYuinApiPnuJobService {
  }

  private void processPage(String uid, int page, int pageSize) {
-    ResultContDto resContList = gukYuinApiService.findChnContList(uid, page, pageSize);
+    ResultContDto resContList = gukYuinApiService.findChnContList(uid, page, pageSize, "Y");

    if (resContList.getResult() == null || resContList.getResult().isEmpty()) {
      return; // 외부 API 이상 방어
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiStatusJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiStatusJobService.java
@@ -9,7 +9,6 @@ import java.util.List;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.log4j.Log4j2;
 import org.springframework.beans.factory.annotation.Value;
-import org.springframework.scheduling.annotation.Scheduled;
 import org.springframework.stereotype.Service;

@Log4j2
@@ -33,11 +32,11 @@ public class GukYuinApiStatusJobService {
  }

  /** 국유인 연동 후, 100% 되었는지 확인하는 스케줄링 매 10분마다 호출 */
-  @Scheduled(cron = "0 0/10 * * * *")
+  //  @Scheduled(cron = "0 0/10 * * * *")
  public void findGukYuinMastCompleteYn() {
-    if (isLocalProfile()) {
-      return;
-    }
+    //    if (isLocalProfile()) {
+    //      return;
+    //    }

    List<LearnKeyDto> list =
        gukYuinJobCoreService.findGukyuinApplyStatusUidList(
@@ -48,7 +47,7 @@ public class GukYuinApiStatusJobService {

    for (LearnKeyDto dto : list) {
      try {
-        ChngDetectMastDto.ResultDto result = gukYuinApiService.listChnDtctId(dto.getUid());
+        ChngDetectMastDto.ResultDto result = gukYuinApiService.listChnDtctId(dto.getUid(), "Y");

        if (result == null || result.getResult() == null || result.getResult().isEmpty()) {
          log.warn("[GUKYUIN] empty result chnDtctMstId={}", dto.getChnDtctMstId());
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiStbltJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/GukYuinApiStbltJobService.java
@@ -16,7 +16,6 @@ import java.util.stream.Collectors;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.log4j.Log4j2;
 import org.springframework.beans.factory.annotation.Value;
-import org.springframework.scheduling.annotation.Scheduled;
 import org.springframework.stereotype.Service;

@Log4j2
@@ -39,13 +38,17 @@ public class GukYuinApiStbltJobService {
    return "local".equalsIgnoreCase(profile);
  }

-  /** 국유인 연동 후, 실태조사 적합여부 확인하여 update */
-  @Scheduled(cron = "0 0 3 * * *")
-  public void findGukYuinEligibleForSurvey() {
-    if (isLocalProfile()) {
-      return;
+  //  @Scheduled(cron = "0 0 3 * * *")
+  public void runTask() {
+    findGukYuinEligibleForSurvey(null);
  }

+  /** 국유인 연동 후, 실태조사 적합여부 확인하여 update */
+  public void findGukYuinEligibleForSurvey(LocalDate baseDate) {
+    //    if (isLocalProfile()) {
+    //      return;
+    //    }
+
    List<LearnKeyDto> list =
        gukYuinStbltJobCoreService.findGukYuinEligibleForSurveyList(
            GukYuinStatus.PNU_COMPLETED.getId());
@@ -55,11 +58,16 @@ public class GukYuinApiStbltJobService {

    for (LearnKeyDto dto : list) {
      try {
-        String yesterday =
+        String targetDate =
            LocalDate.now(ZoneId.of("Asia/Seoul"))
                .minusDays(1)
                .format(DateTimeFormatter.ofPattern("yyyyMMdd"));
-        RlbDtctDto result = gukYuinApiService.findRlbDtctList(dto.getUid(), yesterday);
+
+        if (baseDate != null) { // 파라미터가 있으면
+          targetDate = baseDate.format(DateTimeFormatter.ofPattern("yyyyMMdd"));
+        }
+
+        RlbDtctDto result = gukYuinApiService.findRlbDtctList(dto.getUid(), targetDate, "Y");

        if (result == null || result.getResult() == null || result.getResult().isEmpty()) {
          log.warn("[GUKYUIN] empty result chnDtctMstId={}", dto.getChnDtctMstId());
--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetInferenceJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetInferenceJobService.java
@@ -354,9 +354,8 @@ public class MapSheetInferenceJobService {
        Paths.get(progressDto.getCdModelClsPath(), progressDto.getCdModelClsFileName()).toString());
    m.setCls_model_version(progressDto.getClsModelVersion());
    m.setCd_model_type(type);
-    m.setPriority(progressDto.getPriority());
-
-    //    log.info("InferenceSendDto={}", m);
+    m.setPriority(5d);
+    log.info("[BEFORE INFERENCE] BEFORE SendDto={}", m);
    // 추론 실행 api 호출
    Long batchId = ensureAccepted(m);

@@ -376,6 +375,7 @@ public class MapSheetInferenceJobService {
   * @param dto
   * @return
   */
+  // 같은함수가 왜 두개지
  private Long ensureAccepted(InferenceSendDto dto) {
    if (dto == null) {
      log.warn("not InferenceSendDto dto");
@@ -383,22 +383,28 @@ public class MapSheetInferenceJobService {
    }

    // 1) 요청 로그
-    log.info("Inference request dto={}", dto);
-
+    log.info("");
+    log.info("========================================================");
+    log.info("[SEND INFERENCE] Inference request dto= {}", dto);
+    log.info("========================================================");
+    log.info("");
    // 2) local 환경 임시 처리
-    if ("local".equals(profile)) {
-      if (dto.getPred_requests_areas() == null) {
-        throw new IllegalStateException("pred_requests_areas is null");
-      }
-      dto.getPred_requests_areas().setInput1_scene_path("/kamco-nfs/requests/2023_local.geojson");
-      dto.getPred_requests_areas().setInput2_scene_path("/kamco-nfs/requests/2024_local.geojson");
-    }
+    //    if ("local".equals(profile)) {
+    //      if (dto.getPred_requests_areas() == null) {
+    //        throw new IllegalStateException("pred_requests_areas is null");
+    //      }
+    //
+    // dto.getPred_requests_areas().setInput1_scene_path("/kamco-nfs/requests/2023_local.geojson");
+    //
+    // dto.getPred_requests_areas().setInput2_scene_path("/kamco-nfs/requests/2024_local.geojson");
+    //    }

    // 3) HTTP 호출
    HttpHeaders headers = new HttpHeaders();
    headers.setContentType(MediaType.APPLICATION_JSON);
    headers.setAccept(List.of(MediaType.APPLICATION_JSON));

+    // TODO 어떤 URL로 어떤파리티러로 요청한 로딩해야지
    ExternalCallResult<String> result =
        externalHttpClient.call(inferenceUrl, HttpMethod.POST, dto, headers, String.class);

@@ -413,6 +419,7 @@ public class MapSheetInferenceJobService {
          objectMapper.readValue(result.body(), new TypeReference<>() {});

      if (list.isEmpty()) {
+        // 어떤 URL로 어떤파리티러로 요청한 정보를 봐야 재현을 할듯하지요
        throw new IllegalStateException("Inference response is empty");
      }

--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetMngFileJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/MapSheetMngFileJobService.java
@@ -11,6 +11,7 @@ import com.kamco.cd.kamcoback.scheduler.dto.FileDto.SrchFilesDepthDto;
 import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.DmlReturn;
 import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.MngFileAddReq;
 import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.MngHstDto;
+import com.kamco.cd.kamcoback.scheduler.dto.MapSheetMngDto.YearMinMax;
 import java.io.File;
 import java.io.IOException;
 import java.nio.file.Files;
@@ -63,9 +64,18 @@ public class MapSheetMngFileJobService {

    for (MngHstDto item : mapSheetFileNotYetList) {

+      // mng_yyyy 가 완전 최초로 등록되는 것인지 확인
+      Long mngCnt = mapSheetMngFileJobCoreService.findMngYyyyCnt(item.getMngYyyy());
+
      // 5K도엽 자동추론제외
-      Long exceptCheckCnt =
-          this.mapSheetAutoExceptionUpdate(item.getMngYyyy(), item.getMapSheetNum());
+      Long exceptCheckCnt = 0L;
+
+      if (mngCnt == 0) { // 최초 등록이면 도엽의 추론제외여부를 확인
+        exceptCheckCnt =
+            mapSheetMngFileJobCoreService.findMapSheetUseExceptCnt(item.getMapSheetNum());
+      } else { // 등록된 영상 년도가 있으면 자동추론제외 확인
+        exceptCheckCnt = this.mapSheetAutoExceptionUpdate(item.getMngYyyy(), item.getMapSheetNum());
+      }

      // 도엽별 파일 체크 진행중으로 변경
      item.setDataState("PROCESSING");
@@ -212,28 +222,26 @@ public class MapSheetMngFileJobService {
    return notyetCnt;
  }

-  public Long mapSheetAutoExceptionUpdate(int mngYyyy, String mapSheetNum) {
+  public Long mapSheetAutoExceptionUpdate(Integer mngYyyy, String mapSheetNum) {

-    // 2025년 이전 파일싱크는 무조건 이전3년이 존재하지 않으므로 자동추론제외를 진행하지 않는다.(전년도 파일이 무조건 존재하는 것으로 리턴)
-    //    if (syncAutoExceptionStartYear > mngYyyy) {
-    //      return 1L;
-    //    }
+    // tb_year 에 있는 년도 min,max 가져오기
+    YearMinMax yearInfo = mapSheetMngFileJobCoreService.findYearMinMaxInfo();
+    int strtYyyy = yearInfo.getMinYyyy();
+    int endYyyy = yearInfo.getMaxYyyy();

-    //    int strtYyyy = mngYyyy - syncAutoExceptionBeforeYearCnt + 1;
-    int strtYyyy = 2020;
-    int endYyyy = mngYyyy;
-
-    // 본년도+이전년도가 3개년인 도엽 확인 -> 2020년도부터 현재까지
+    // tb_map_sheet_mng_hst 에 도엽 정보가 하나라도 DONE 인 게 있는지 count 가져오기
    Long beforeCnt =
        mapSheetMngFileJobCoreService.findByHstMapSheetBeforeYyyyListCount(
-            strtYyyy, endYyyy, mapSheetNum);
+            mngYyyy, strtYyyy, endYyyy, mapSheetNum);

    if (beforeCnt == 0) {
-      System.out.println("mapSheetAutoExceptionUpdate inference == 자동추론제외");
+      System.out.println("beforeCnt: 0, mapSheetAutoExceptionUpdate inference == 자동추론제외");
      mapSheetMngFileJobCoreService.updateException5kMapSheet(
          mapSheetNum, CommonUseStatus.AUTO_EXCEPT);
    } else {
      // 하나라도 있으면 USE
+      System.out.println(
+          "beforeCnt: " + beforeCnt + ", mapSheetAutoExceptionUpdate inference == 자동추론제외 해제");
      mapSheetMngFileJobCoreService.updateException5kMapSheet(mapSheetNum, CommonUseStatus.USE);
    }

--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/TrainingDataLabelJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/TrainingDataLabelJobService.java
@@ -4,6 +4,7 @@ import com.kamco.cd.kamcoback.postgres.core.TrainingDataLabelJobCoreService;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.InspectorPendingDto;
 import com.kamco.cd.kamcoback.scheduler.dto.TrainingDataReviewJobDto.Tasks;
 import jakarta.transaction.Transactional;
+import java.time.LocalDate;
 import java.util.ArrayList;
 import java.util.LinkedHashMap;
 import java.util.List;
@@ -13,7 +14,7 @@ import java.util.stream.Collectors;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.log4j.Log4j2;
 import org.springframework.beans.factory.annotation.Value;
-import org.springframework.scheduling.annotation.Scheduled;
+import org.springframework.context.ApplicationContext;
 import org.springframework.stereotype.Service;

@Log4j2
@@ -22,6 +23,7 @@ import org.springframework.stereotype.Service;
 public class TrainingDataLabelJobService {

  private final TrainingDataLabelJobCoreService trainingDataLabelJobCoreService;
+  private final ApplicationContext applicationContext;

  @Value("${spring.profiles.active}")
  private String profile;
@@ -30,16 +32,24 @@ public class TrainingDataLabelJobService {
    return "local".equalsIgnoreCase(profile);
  }

-  @Transactional
-  @Scheduled(cron = "0 0 0 * * *")
-  public void assignReviewerYesterdayLabelComplete() {
-
-    if (isLocalProfile()) {
-      return;
+  //  @Scheduled(cron = "0 0 0 * * *")
+  public void runTask() {
+    // 프록시를 통해 호출해야 @Transactional이 적용됨
+    applicationContext
+        .getBean(TrainingDataLabelJobService.class)
+        .assignReviewerYesterdayLabelComplete(null);
  }

+  @Transactional
+  public void assignReviewerYesterdayLabelComplete(LocalDate baseDate) {
+
+    //    if (isLocalProfile()) {
+    //      return;
+    //    }
+
    try {
-      List<Tasks> tasks = trainingDataLabelJobCoreService.findCompletedYesterdayUnassigned();
+      List<Tasks> tasks =
+          trainingDataLabelJobCoreService.findCompletedYesterdayUnassigned(baseDate);

      if (tasks.isEmpty()) {
        return;
@@ -88,6 +98,7 @@ public class TrainingDataLabelJobService {
      }
    } catch (Exception e) {
      log.error("배치 처리 중 예외", e);
+      throw e;
    }
  }

--- a/src/main/java/com/kamco/cd/kamcoback/scheduler/service/TrainingDataReviewJobService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/scheduler/service/TrainingDataReviewJobService.java
@@ -13,12 +13,12 @@ import java.io.IOException;
 import java.nio.file.Files;
 import java.nio.file.Path;
 import java.nio.file.Paths;
+import java.time.LocalDate;
 import java.util.List;
 import java.util.Objects;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.log4j.Log4j2;
 import org.springframework.beans.factory.annotation.Value;
-import org.springframework.scheduling.annotation.Scheduled;
 import org.springframework.stereotype.Service;

@Log4j2
@@ -31,7 +31,7 @@ public class TrainingDataReviewJobService {
  @Value("${spring.profiles.active}")
  private String profile;

-  @Value("${training-data.geojson-dir}")
+  @Value("${file.training-data.geojson-dir}")
  private String trainingDataDir;

  private boolean isLocalProfile() {
@@ -39,13 +39,17 @@ public class TrainingDataReviewJobService {
  }

  @Transactional
-  @Scheduled(cron = "0 0 2 * * *")
-  public void exportGeojsonLabelingGeom() {
-
-    if (isLocalProfile()) {
-      return;
+  //  @Scheduled(cron = "0 0 2 * * *")
+  public void runTask() {
+    exportGeojsonLabelingGeom(null);
  }

+  public void exportGeojsonLabelingGeom(LocalDate baseDate) {
+
+    //    if (isLocalProfile()) {
+    //      return;
+    //    }
+
    // 1) 경로/파일명 결정
    String targetDir =
        "local".equals(profile) ? System.getProperty("user.home") + "/geojson" : trainingDataDir;
@@ -62,7 +66,8 @@ public class TrainingDataReviewJobService {

      // 3) 회차 + 어제까지 검수 완료된 총 데이터의 도엽별 목록 가져오기
      List<AnalMapSheetList> analMapList =
-          trainingDataReviewJobCoreService.findCompletedAnalMapSheetList(info.getAnalUid());
+          trainingDataReviewJobCoreService.findCompletedAnalMapSheetList(
+              info.getAnalUid(), baseDate);

      if (analMapList.isEmpty()) {
        continue;
@@ -72,7 +77,7 @@ public class TrainingDataReviewJobService {
        // 4) 도엽별 geom 데이터 가지고 와서 geojson 만들기
        List<CompleteLabelData> completeList =
            trainingDataReviewJobCoreService.findCompletedYesterdayLabelingList(
-                info.getAnalUid(), mapSheet.getMapSheetNum());
+                info.getAnalUid(), mapSheet.getMapSheetNum(), baseDate);

        if (!completeList.isEmpty()) {

--- a/src/main/java/com/kamco/cd/kamcoback/trainingdata/TrainingDataReviewApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/trainingdata/TrainingDataReviewApiController.java
@@ -3,8 +3,6 @@ package com.kamco.cd.kamcoback.trainingdata;
 import com.kamco.cd.kamcoback.code.dto.CommonCodeDto;
 import com.kamco.cd.kamcoback.config.api.ApiResponseDto;
 import com.kamco.cd.kamcoback.config.api.ApiResponseDto.ResponseObj;
-import com.kamco.cd.kamcoback.scheduler.service.TrainingDataLabelJobService;
-import com.kamco.cd.kamcoback.scheduler.service.TrainingDataReviewJobService;
 import com.kamco.cd.kamcoback.trainingdata.dto.TrainingDataReviewDto;
 import com.kamco.cd.kamcoback.trainingdata.dto.TrainingDataReviewDto.ReviewGeometryInfo;
 import com.kamco.cd.kamcoback.trainingdata.dto.TrainingDataReviewDto.ReviewListDto;
@@ -33,8 +31,6 @@ import org.springframework.web.bind.annotation.RestController;
 public class TrainingDataReviewApiController {

  private final TrainingDataReviewService trainingDataReviewService;
-  private final TrainingDataLabelJobService trainingDataLabelJobService;
-  private final TrainingDataReviewJobService trainingDataReviewJobService;

  @Operation(summary = "목록 조회", description = "검수 할당 목록 조회")
  @ApiResponses(
@@ -558,20 +554,4 @@ public class TrainingDataReviewApiController {
    return ApiResponseDto.ok(
        trainingDataReviewService.getCogImageUrl(mapSheetNum, beforeYear, afterYear));
  }
-
-  @Operation(
-      summary = "검수할당 스케줄링(수동 호출)",
-      description = "스케줄링이 실패한 경우 수동 호출하는 API, 어제 라벨링 완료된 것을 해당 검수자들에게 할당함")
-  @GetMapping("/run-schedule")
-  public ApiResponseDto<Void> runTrainingReviewSchedule() {
-    trainingDataLabelJobService.assignReviewerYesterdayLabelComplete();
-    return ApiResponseDto.ok(null);
-  }
-
-  @Operation(summary = "검수완료된 라벨링 geojson 생성(스케줄링 수동 호출)", description = "검수완료된 라벨링 geojson 생성")
-  @GetMapping("/run-label-geojson")
-  public ApiResponseDto<Long> runExportGeojsonLabelingGeom() {
-    trainingDataReviewJobService.exportGeojsonLabelingGeom();
-    return ApiResponseDto.ok(0L);
-  }
 }
--- a/src/main/resources/application-dev.yml
+++ b/src/main/resources/application-dev.yml
@@ -89,36 +89,17 @@ mapsheet:
  shp:
    baseurl: /app/tmp/detect/result  #현재사용안함

-
-
 file:
-  #sync-root-dir: D:/kamco-nfs/images/
-  sync-root-dir: /kamco-nfs/images/
-  sync-tmp-dir: /kamco-nfs/requests/temp              # image upload temp dir
-  #sync-tmp-dir: ${file.sync-root-dir}/tmp
-  sync-file-extention: tfw,tif
-  sync-auto-exception-start-year: 2024
-  sync-auto-exception-before-year-cnt: 3
-
-  #dataset-dir: D:/kamco-nfs/model_output/
-  dataset-dir: /kamco-nfs/model_output/export/        # 마운트경로 AI 추론결과
-  dataset-tmp-dir: ${file.dataset-dir}tmp/
-
-  #model-dir: D:/kamco-nfs/ckpt/model/
-  model-dir: /kamco-nfs/ckpt/model/                   # 학습서버에서 트레이닝한 모델업로드경로
-  model-tmp-dir: ${file.model-dir}tmp/
-  model-file-extention: pth,json,py
-
-  pt-path: /kamco-nfs/ckpt/model/v6-cls-checkpoints/
+  root: kamco-nfs
+  nfs: /kamco-nfs
+  pt-path: ${file.nfs}/ckpt/model/v6-cls-checkpoints/
  pt-FileName: yolov8_6th-6m.pt

-  dataset-response: /kamco-nfs/dataset/response/
-
 inference:
+  nfs: /kamco-nfs
  url: http://192.168.2.183:8000/jobs
  batch-url: http://192.168.2.183:8000/batches
-  geojson-dir: /kamco-nfs/requests/                   # 추론실행을 위한 파일생성경로
-  jar-path: /kamco-nfs/repo/jar/shp-exporter.jar
+  jar-path: ${inference.nfs}/repo/jar/shp-exporter.jar
  inference-server-name: server1,server2,server3,server4

 gukyuin:
@@ -126,9 +107,6 @@ gukyuin:
  url: http://192.168.2.129:5301
  cdi: ${gukyuin.url}/api/kcd/cdi

-training-data:
-  geojson-dir: /kamco-nfs/dataset/request/
-
 layer:
  geoserver-url: https://kamco.geo-dev.gs.dabeeo.com
  wms-path: geoserver/cd
--- a/src/main/resources/application-local.yml
+++ b/src/main/resources/application-local.yml
@@ -67,33 +67,17 @@ mapsheet:
  shp:
    baseurl: /Users/bokmin/detect/result

-
-
 file:
-  sync-root-dir: C:/Users/gypark/kamco-nfs/images/
-  #sync-root-dir: /kamco-nfs/images/
-  sync-tmp-dir: ${file.sync-root-dir}/tmp/
-  sync-file-extention: tfw,tif
-  sync-auto-exception-start-year: 2025
-  sync-auto-exception-before-year-cnt: 3
-
-  dataset-dir: C:/Users/gypark/kamco-nfs/dataset/
-  #dataset-dir: /kamco-nfs/dataset/export/
-  dataset-tmp-dir: ${file.dataset-dir}tmp/
-
-  model-dir: C:/Users/gypark/kamco-nfs/ckpt/model/
-  #model-dir: /kamco-nfs/ckpt/model/
-  model-tmp-dir: ${file.model-dir}tmp/
-  model-file-extention: pth,json,py
-
-  pt-path: /kamco-nfs/ckpt/classification/
+  root: kamco-nfs
+  nfs: C:/Users/gypark/kamco-nfs
+  pt-path: ${file.nfs}/ckpt/classification/
  pt-FileName: v5-best.pt

 inference:
+  nfs: C:/Users/gyparkkamco-nfs
  url: http://10.100.0.11:8000/jobs
  batch-url: http://10.100.0.11:8000/batches
-  geojson-dir: /kamco-nfs/requests/
-  jar-path: jar/makeshp-1.0.0.jar
+  jar-path: jar/shp-exporter.jar
  inference-server-name: server1,server2,server3,server4

 gukyuin:
@@ -101,10 +85,8 @@ gukyuin:
  url: http://192.168.2.129:5301
  cdi: ${gukyuin.url}/api/kcd/cdi

-training-data:
-  geojson-dir: /kamco-nfs/model_output/labeling/
-
 layer:
  geoserver-url: https://kamco.geo-dev.gs.dabeeo.com
-  path: /geoserver/cd/gwc/service/
+  wms-path: geoserver/cd
+  wmts-path: geoserver/cd/gwc/service
  workspace: cd
--- a/src/main/resources/application-prod.yml
+++ b/src/main/resources/application-prod.yml
@@ -84,39 +84,23 @@ mapsheet:
    baseurl: /app/detect/result #현재사용안함

 file:
-  #sync-root-dir: D:/kamco-nfs/images/
-  sync-root-dir: /kamco-nfs/images/
-  sync-tmp-dir: ${file.sync-root-dir}/tmp       # image upload temp dir
-  sync-file-extention: tfw,tif
-  sync-auto-exception-start-year: 2025
-  sync-auto-exception-before-year-cnt: 3
-
-  #dataset-dir: D:/kamco-nfs/model_output/ #변경 model_output
-  dataset-dir: /kamco-nfs/model_output/export/  # 마운트경로 AI 추론결과
-  dataset-tmp-dir: ${file.dataset-dir}tmp/
-
-  #model-dir: D:/kamco-nfs/ckpt/model/
-  model-dir: /kamco-nfs/ckpt/model/             # 학습서버에서 트레이닝한 모델업로드경로
-  model-tmp-dir: ${file.model-dir}tmp/
-  model-file-extention: pth,json,py
-
-  pt-path: /kamco-nfs/ckpt/v6-cls-checkpoints/
+  root: data
+  nfs: /data
+  pt-path: ${file.nfs}/ckpt/model/v6-cls-checkpoints/
  pt-FileName: yolov8_6th-6m.pt
-  dataset-response: /kamco-nfs/dataset/response/

 inference:
-  url: http://127.0.0.1:8000/jobs
-  batch-url: http://127.0.0.1:8000/batches
-  geojson-dir: /kamco-nfs/requests/                 # 학습서버에서 트레이닝한 모델업로드경로
-  jar-path: /kamco-nfs/repo/jar/shp-exporter.jar    # 추론실행을 위한 파일생성경로
+  nfs: /data
+  url: http://172.16.4.56:8000/jobs
+  batch-url: http://172.16.4.56:8000/batches
+  jar-path: ${inference.nfs}/repo/jar/shp-exporter.jar
  inference-server-name: server1,server2,server3,server4

 gukyuin:
  url: http://127.0.0.1:5301
  cdi: ${gukyuin.url}/api/kcd/cdi

-training-data:
-  geojson-dir: /kamco-nfs/dataset/request/
+

 layer:
  geoserver-url: https://kamco.geo-dev.gs.dabeeo.com
--- a/src/main/resources/application.yml
+++ b/src/main/resources/application.yml
@@ -67,3 +67,22 @@ management:
        include:
          - "health"

+file:
+  root: kamco-nfs
+  nfs: /kamco-nfs
+  sync-root-dir: ${file.nfs}/images/
+  sync-tmp-dir: ${file.nfs}/requests/temp              # image upload temp dir
+  sync-file-extention: tfw,tif
+  dataset-dir: ${file.nfs}/model_output/export/        # 마운트경로 AI 추론결과
+  dataset-tmp-dir: ${file.dataset-dir}tmp/
+  model-dir: ${file.nfs}/ckpt/model/                   # 학습서버에서 트레이닝한 모델업로드경로
+  model-tmp-dir: ${file.model-dir}tmp/
+  model-file-extention: pth,json,py
+  pt-path: ${file.nfs}/ckpt/model/v6-cls-checkpoints/
+  dataset-response: ${file.nfs}/dataset/response/
+  training-data:
+    geojson-dir: ${file.nfs}/dataset/request/
+inference:
+  nfs: /kamco-nfs
+  geojson-dir: ${inference.nfs}/requests/                   # 추론실행을 위한 파일생성경로
+  jar-path: ${inference.nfs}/repo/jar/shp-exporter.jar
Author	SHA1	Message	Date
dean[백병남]	32d56cf8fe	merge develop_add_log	2026-02-26 13:20:11 +09:00
teddy	c3b7daebb7	Merge pull request '미사용 쿼리 삭제, 추론 주석 추가, api/inference/download/ 권한 제거 수정' (#104 ) from feat/infer_dev_260211 into develop Reviewed-on: #104	2026-02-26 12:36:40 +09:00
teddy	2188d426d4	미사용 쿼리 삭제, 추론 주석 추가, api/inference/download/ 권한 제거 수정	2026-02-26 12:36:02 +09:00
teddy	5c2ee0974b	Merge pull request '추론실행 수정, develop pull 반영, 국유인 파일경로 dir 하드코딩 수정' (#103 ) from feat/infer_dev_260211 into develop Reviewed-on: #103	2026-02-26 12:21:06 +09:00
teddy	7980fe1d42	InferenceRunService 미사용 삭제 및 추론 실행 추론제외, 이전연도 사용 별로 분기처리	2026-02-26 12:16:48 +09:00
teddy	c10141e915	Merge branch 'develop' of https://kamco.git.gs.dabeeo.com/MVPTeam/kamco-cd-api into feat/infer_dev_260211 # Conflicts: # src/main/java/com/kamco/cd/kamcoback/gukyuin/service/GukYuinApiService.java	2026-02-26 12:12:50 +09:00
dean	97565c5369	Merge pull request 'feat/dean/test2_temp' (#102 ) from feat/dean/test2_temp into develop Reviewed-on: #102	2026-02-26 11:58:48 +09:00
dean[백병남]	30f0e1a885	merge develop	2026-02-26 11:57:52 +09:00
teddy	ba562261c3	/api/inference/download 로그인 없이 접근 가능하도록 수정	2026-02-26 11:56:21 +09:00
teddy	a084c80715	Merge remote-tracking branch 'origin/feat/infer_dev_260211' into feat/infer_dev_260211	2026-02-26 11:53:01 +09:00
teddy	a44e93c234	추론 실행 수정 및 추석 추가 작업중	2026-02-26 11:52:56 +09:00
dean[백병남]	a63b81008a	inference_hard_coding	2026-02-26 11:52:51 +09:00
dean[백병남]	2309357c0d	파일경로를 application.yml에서 가져올수있게 동적으로 처리 (#100 ) Reviewed-on: #100 Co-authored-by: dean[백병남] <byungnam.baek@dabeeo.com> Co-committed-by: dean[백병남] <byungnam.baek@dabeeo.com>	2026-02-26 11:49:49 +09:00
dean[백병남]	ee76389d6c	파일경로를 application.yml에서 가져올수있게 동적으로 처리	2026-02-26 11:46:17 +09:00
gayoun.park	7b15e5bb8c	Merge branch 'develop' into feat/infer_dev_260211 # Conflicts: # src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceRunService.java	2026-02-26 11:36:40 +09:00
gayoun.park	001ad73de7	국유인 파일경로 dir 하드코딩 수정	2026-02-26 11:34:02 +09:00
dean[백병남]	2508f59a72	운영환경일때 ai팀경로수정	2026-02-26 10:36:10 +09:00
dean[백병남]	f2307ff0f4	운영환경일때 ai팀경로수정	2026-02-26 10:29:10 +09:00
dean[백병남]	6f44319d33	운영환경일때 ai팀경로수정	2026-02-26 10:24:29 +09:00
teddy	cefacb291b	develop pull	2026-02-26 09:54:43 +09:00
teddy	744cbb55a9	Merge branch 'develop' of https://kamco.git.gs.dabeeo.com/MVPTeam/kamco-cd-api into feat/infer_dev_260211 # Conflicts: # src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceSendDto.java # src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceRunService.java	2026-02-26 09:53:11 +09:00
dean[백병남]	4a120ae5fd	운영환경일때 ai팀경로수정	2026-02-26 09:23:00 +09:00
dean[백병남]	7c200b057a	운영환경일때 ai팀경로수정	2026-02-26 08:36:53 +09:00
dean[백병남]	8ac0a00311	운영환경일때 ai팀경로수정	2026-02-26 08:33:53 +09:00
teddy	4863091406	추론 run 수정	2026-02-25 22:50:38 +09:00
teddy	70c28e0b54	추론 run 수정	2026-02-25 22:40:30 +09:00
teddy	9197819340	추론 run 수정	2026-02-25 22:39:49 +09:00
teddy	f2500c33e6	Merge remote-tracking branch 'origin/feat/infer_dev_260211' into feat/infer_dev_260211	2026-02-25 22:30:46 +09:00
teddy	18dc831b05	추론 run 수정	2026-02-25 22:30:36 +09:00
dean[백병남]	48b46035fd	Merge branch 'develop' of https://kamco.git.gs.dabeeo.com/MVPTeam/kamco-cd-api into develop	2026-02-25 21:45:44 +09:00
dean[백병남]	1b9c7faf22	aibabo	2026-02-25 21:45:11 +09:00
teddy	fcdba49430	Merge pull request '추론 run 추가' (#98 ) from feat/infer_dev_260211 into develop Reviewed-on: #98	2026-02-25 19:15:19 +09:00
teddy	7599c99025	추론 run 추가	2026-02-25 19:15:02 +09:00
teddy	8fd1948d7c	Merge pull request '추론 run 추가' (#97 ) from feat/infer_dev_260211 into develop Reviewed-on: #97	2026-02-25 18:44:24 +09:00
teddy	2c1047a014	추론 run 추가	2026-02-25 18:44:04 +09:00
teddy	8c54e5c176	Merge pull request '추론 run 추가' (#96 ) from feat/infer_dev_260211 into develop Reviewed-on: #96	2026-02-25 18:41:52 +09:00
teddy	d3faa87d4f	추론 run 추가	2026-02-25 18:39:32 +09:00
teddy	8d8d9d7a9f	Merge pull request '추론 run 추가' (#95 ) from feat/infer_dev_260211 into develop Reviewed-on: #95	2026-02-25 18:03:42 +09:00
teddy	9c3d6c01f7	추론 run 추가	2026-02-25 18:02:54 +09:00
teddy	02b9a97ee8	Merge pull request 'feat/infer_dev_260211' (#94 ) from feat/infer_dev_260211 into develop Reviewed-on: #94	2026-02-25 17:50:15 +09:00
teddy	438fb3ec9b	Merge remote-tracking branch 'origin/feat/infer_dev_260211' into feat/infer_dev_260211	2026-02-25 17:49:09 +09:00
teddy	3105b60759	추론 run 추가	2026-02-25 17:49:00 +09:00
dean[백병남]	5dddafbe0c	inference_hard_coding	2026-02-25 13:34:58 +09:00
dean[백병남]	c2872c7748	inference_hard_coding	2026-02-25 13:28:26 +09:00
dean[백병남]	7128eb007e	polishing	2026-02-24 20:14:47 +09:00
dean[백병남]	815ee57e06	Merge branch 'develop' of https://kamco.git.gs.dabeeo.com/MVPTeam/kamco-cd-api into develop	2026-02-24 20:09:36 +09:00
dean[백병남]	ab52256c05	add cdms nginx infomation for production	2026-02-24 20:08:21 +09:00
Gina(박가연)	3ee3cf8425	Merge pull request '변화탐지 분류 API 보안 해제' (#93 ) from feat/infer_dev_260211 into develop Reviewed-on: #93	2026-02-24 19:45:55 +09:00
gayoun.park	ba11e4c801	변화탐지 분류 API 보안 해제	2026-02-24 19:45:36 +09:00
Gina(박가연)	14248b29e7	Merge pull request '영상관리 자동추론제외 로직 수정' (#92 ) from feat/infer_dev_260211 into develop Reviewed-on: #92	2026-02-24 18:21:23 +09:00
gayoun.park	e95bea7d29	영상관리 자동추론제외 로직 수정	2026-02-24 18:21:00 +09:00
Gina(박가연)	a4c3fc5185	Merge pull request 'feat/infer_dev_260211' (#91 ) from feat/infer_dev_260211 into develop Reviewed-on: #91	2026-02-24 18:00:55 +09:00
gayoun.park	d391a73197	년도 타일 url 수정	2026-02-24 18:00:32 +09:00
gayoun.park	fdbda7d945	스케줄 어노테이션 주석, 로컬에서도 실행되도록 수정	2026-02-24 15:32:52 +09:00
Gina(박가연)	d36703fd84	Merge pull request '스케줄링 수동 호출, 영상관리 싱크 자동추론제외 수정' (#90 ) from feat/infer_dev_260211 into develop Reviewed-on: #90	2026-02-24 15:06:44 +09:00
gayoun.park	9ffab423c8	스케줄링 수동 호출, 영상관리 싱크 자동추론제외 수정	2026-02-24 15:05:59 +09:00
teddy	496f9c562d	Merge pull request '선택 폴리곤조회 api 수정' (#89 ) from feat/infer_dev_260211 into develop Reviewed-on: #89	2026-02-24 14:57:26 +09:00
teddy	2720cc3766	선택 폴리곤조회 api 수정	2026-02-24 14:56:56 +09:00
teddy	72778d6996	Merge pull request '회차 Uid로 Uuid 조회 api 추가' (#88 ) from feat/infer_dev_260211 into develop Reviewed-on: #88	2026-02-24 12:37:19 +09:00
teddy	514b07356e	회차 Uid로 Uuid 조회 api 추가	2026-02-24 12:37:01 +09:00
teddy	85834f2221	Merge pull request '선택 폴리곤, 포인트 정보 api 추가' (#87 ) from feat/infer_dev_260211 into develop Reviewed-on: #87	2026-02-24 12:18:25 +09:00
teddy	c93d40f3f3	선택 폴리곤, 포인트 정보 api 추가	2026-02-24 12:17:20 +09:00
dean[백병남]	74e6485930	dd	2026-02-24 11:42:38 +09:00
teddy	8cb8632a51	Merge pull request 'feat/infer_dev_260211' (#86 ) from feat/infer_dev_260211 into develop Reviewed-on: #86	2026-02-23 19:59:37 +09:00
teddy	190ba525d5	Merge remote-tracking branch 'origin/feat/infer_dev_260211' into feat/infer_dev_260211	2026-02-23 19:59:21 +09:00
teddy	70e01a2044	변화지도 uuid 조회 기능 추가	2026-02-23 19:59:15 +09:00
Gina(박가연)	fad797eea4	Merge pull request '국유인 배치일 때 reqEpno BATCH로 하기' (#85 ) from feat/infer_dev_260211 into develop Reviewed-on: #85	2026-02-23 19:35:44 +09:00
gayoun.park	9ee1ec94c0	국유인 배치일 때 reqEpno BATCH로 하기	2026-02-23 19:29:17 +09:00