merge develop_add_log

Reviewed-on: #104

Dockerfile-prod

@@ -1,7 +1,12 @@
-# 1단계에서 만든 로컬 베이스 이미지를 사용
-FROM 127.0.0.1:18082/kamco-cd/base-java21-gdal:1.0
+# Stage 1: Build stage (gradle build는 Jenkins에서 이미 수행)
+FROM eclipse-temurin:21-jre-jammy
+
+# GDAL 설치
+RUN apt-get update && apt-get install -y \
+    gdal-bin \
+    libgdal-dev \
+    && rm -rf /var/lib/apt/lists/*
 
-# 사용자 설정 (앱 별로 다를 수 있으므로 여기에 유지)
 ARG UID=1000
 ARG GID=1000
 
@@ -18,6 +23,7 @@ COPY build/libs/ROOT.jar app.jar
 
 # 포트 노출
 EXPOSE 8080
+
 # 애플리케이션 실행
 # dev 프로파일로 실행
 ENTRYPOINT ["java", "-jar", "-Dspring.profiles.active=prod", "app.jar"]

Dockerfile-prod_bak

@@ -0,0 +1,23 @@
+# Stage 1: Build stage (gradle build는 Jenkins에서 이미 수행)
+FROM kamco-java-gdal:21
+
+ARG UID=1000
+ARG GID=1000
+
+RUN groupadd -g ${GID} kcomu \
+ && useradd -u ${UID} -g ${GID} -m kcomu
+
+USER kcomu
+
+# 작업 디렉토리 설정
+WORKDIR /app
+
+# JAR 파일 복사 (Jenkins에서 빌드된 ROOT.jar)
+COPY build/libs/ROOT.jar app.jar
+
+# 포트 노출
+EXPOSE 8080
+
+# 애플리케이션 실행
+# dev 프로파일로 실행
+ENTRYPOINT ["java", "-jar", "-Dspring.profiles.active=prod", "app.jar"]

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

docker-compose-prod.yml

@@ -1,18 +1,31 @@
 services:
-  kamco-changedetection-api:
-    build:
-      context: .
-      dockerfile: Dockerfile-prod
-      args:
-        UID: 1000        # manager01 UID
-        GID: 1000        # manager01 GID
-    image: kamco-changedetection-api:${IMAGE_TAG:-latest}
-    container_name: kamco-changedetection-api
-    user: "1000:1000"
+  nginx:
+    image: nginx:alpine
+    container_name: kamco-cd-api-nginx
     ports:
-      - "7100:8080"
+      - "12013:443"
+    volumes:
+      - ./nginx/nginx.conf:/etc/nginx/nginx.conf:ro
+      - ./nginx/conf.d:/etc/nginx/conf.d:ro
+      - /etc/ssl/certs/globalsign:/etc/ssl/certs/globalsign:ro
+    networks:
+      - kamco-cds
+    restart: unless-stopped
+    depends_on:
+      - kamco-cd-api
+    healthcheck:
+      test: ["CMD", "wget", "--no-verbose", "--tries=1", "--spider", "http://localhost/health"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+      start_period: 10s
+
+  kamco-cd-api:
+    image: kamco-api-app:260219
+    container_name: kamco-cd-api
+    user: "1000:1000"
     environment:
-      - SPRING_PROFILES_ACTIVE=dev
+      - SPRING_PROFILES_ACTIVE=prod
       - TZ=Asia/Seoul
     volumes:
       - /data:/kamco-nfs

nginx/README.md

@@ -0,0 +1,122 @@
+# Nginx HTTPS Configuration for KAMCO Change Detection API
+
+## SSL Certificate Setup
+
+### Required Files
+GlobalSign SSL 인증서 파일들을 서버의 `/etc/ssl/certs/globalsign/` 디렉토리에 배치해야 합니다:
+
+```
+/etc/ssl/certs/globalsign/
+├── certificate.crt      # SSL 인증서 파일
+├── private.key          # 개인 키 파일
+└── ca-bundle.crt        # CA 번들 파일 (중간 인증서)
+```
+
+### Certificate Installation Steps
+
+1. **디렉토리 생성**
+```bash
+sudo mkdir -p /etc/ssl/certs/globalsign
+sudo chmod 755 /etc/ssl/certs/globalsign
+```
+
+2. **인증서 파일 복사**
+```bash
+sudo cp your-certificate.crt /etc/ssl/certs/globalsign/certificate.crt
+sudo cp your-private.key /etc/ssl/certs/globalsign/private.key
+sudo cp ca-bundle.crt /etc/ssl/certs/globalsign/ca-bundle.crt
+```
+
+3. **파일 권한 설정**
+```bash
+sudo chmod 644 /etc/ssl/certs/globalsign/certificate.crt
+sudo chmod 600 /etc/ssl/certs/globalsign/private.key
+sudo chmod 644 /etc/ssl/certs/globalsign/ca-bundle.crt
+```
+
+## Configuration Overview
+
+### Service Architecture
+```
+Internet (HTTPS:12013)
+    ↓
+nginx (443 in container)
+    ↓
+kamco-changedetection-api (8080 in container)
+```
+
+### Key Features
+- **HTTPS/TLS**: TLSv1.2, TLSv1.3 지원
+- **Port**: 외부 12013 → 내부 443 (nginx)
+- **Domain**: aicd-api.e-kamco.com:12013
+- **Reverse Proxy**: kamco-changedetection-api:8080으로 프록시
+- **Security Headers**: HSTS, X-Frame-Options, X-Content-Type-Options 등
+- **Health Check**: /health 엔드포인트
+
+## Deployment
+
+### Start Services
+```bash
+docker-compose -f docker-compose-prod.yml up -d
+```
+
+### Check Logs
+```bash
+# Nginx logs
+docker logs kamco-cd-nginx
+
+# API logs
+docker logs kamco-changedetection-api
+```
+
+### Verify Configuration
+```bash
+# Test nginx configuration
+docker exec kamco-cd-nginx nginx -t
+
+# Check SSL certificate
+docker exec kamco-cd-nginx openssl s_client -connect localhost:443 -servername aicd-api.e-kamco.com
+```
+
+### Access Service
+```bash
+# HTTPS Access
+curl -k https://aicd-api.e-kamco.com:12013/monitor/health
+
+# Health Check
+curl -k https://aicd-api.e-kamco.com:12013/health
+```
+
+## Troubleshooting
+
+### Certificate Issues
+인증서 파일이 제대로 마운트되었는지 확인:
+```bash
+docker exec kamco-cd-nginx ls -la /etc/ssl/certs/globalsign/
+```
+
+### Nginx Configuration Test
+```bash
+docker exec kamco-cd-nginx nginx -t
+```
+
+### Connection Test
+```bash
+# Check if nginx is listening
+docker exec kamco-cd-nginx netstat -tlnp | grep 443
+
+# Check backend connection
+docker exec kamco-cd-nginx wget --spider http://kamco-changedetection-api:8080/monitor/health
+```
+
+## Configuration Files
+
+- `nginx/nginx.conf`: Main nginx configuration
+- `nginx/conf.d/default.conf`: Server block with SSL and proxy settings
+- `docker-compose-prod.yml`: Docker compose with nginx service
+
+## Notes
+
+- 인증서 파일명이 다를 경우 `nginx/conf.d/default.conf`에서 경로를 수정하세요
+- 인증서 갱신 시 nginx 컨테이너를 재시작하세요: `docker restart kamco-cd-nginx`
+- 포트 12013이 방화벽에서 허용되어 있는지 확인하세요

nginx/conf.d/default.conf

@@ -0,0 +1,60 @@
+upstream kamco_api {
+    server kamco-cd-api:8080;
+}
+
+server {
+    listen 443 ssl http2;
+    server_name aicd-api.e-kamco.com;
+
+    # GlobalSign SSL Certificate
+    ssl_certificate /etc/ssl/certs/globalsign/certificate.crt;
+    ssl_certificate_key /etc/ssl/certs/globalsign/private.key;
+
+    # SSL Configuration
+    ssl_protocols TLSv1.2 TLSv1.3;
+    ssl_ciphers HIGH:!aNULL:!MD5;
+    ssl_prefer_server_ciphers on;
+    ssl_session_cache shared:SSL:10m;
+    ssl_session_timeout 10m;
+
+    # Security Headers
+    add_header Strict-Transport-Security "max-age=31536000; includeSubDomains" always;
+    add_header X-Frame-Options "SAMEORIGIN" always;
+    add_header X-Content-Type-Options "nosniff" always;
+    add_header X-XSS-Protection "1; mode=block" always;
+
+    # Client Body Size
+    client_max_body_size 100M;
+
+    # Proxy Settings
+    location / {
+        proxy_pass http://kamco_api;
+        proxy_set_header Host $host;
+        proxy_set_header X-Real-IP $remote_addr;
+        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+        proxy_set_header X-Forwarded-Proto $scheme;
+        proxy_set_header X-Forwarded-Host $host;
+        proxy_set_header X-Forwarded-Port $server_port;
+
+        # Timeouts
+        proxy_connect_timeout 60s;
+        proxy_send_timeout 60s;
+        proxy_read_timeout 60s;
+
+        # WebSocket Support (if needed)
+        proxy_http_version 1.1;
+        proxy_set_header Upgrade $http_upgrade;
+        proxy_set_header Connection "upgrade";
+    }
+
+    # Health Check Endpoint
+    location /health {
+        access_log off;
+        return 200 "OK";
+        add_header Content-Type text/plain;
+    }
+
+    # Access and Error Logs
+    access_log /var/log/nginx/kamco-api-access.log;
+    error_log /var/log/nginx/kamco-api-error.log;
+}

nginx/nginx.conf

@@ -0,0 +1,33 @@
+user  nginx;
+worker_processes  auto;
+
+error_log  /var/log/nginx/error.log warn;
+pid        /var/run/nginx.pid;
+
+events {
+    worker_connections  1024;
+}
+
+http {
+    include       /etc/nginx/mime.types;
+    default_type  application/octet-stream;
+
+    log_format  main  '$remote_addr - $remote_user [$time_local] "$request" '
+                      '$status $body_bytes_sent "$http_referer" '
+                      '"$http_user_agent" "$http_x_forwarded_for"';
+
+    access_log  /var/log/nginx/access.log  main;
+
+    sendfile        on;
+    tcp_nopush      on;
+    tcp_nodelay     on;
+    keepalive_timeout  65;
+    types_hash_max_size 2048;
+
+    gzip  on;
+    gzip_vary on;
+    gzip_min_length 1024;
+    gzip_types text/plain text/css text/xml text/javascript application/x-javascript application/xml+rss application/json;
+
+    include /etc/nginx/conf.d/*.conf;
+}

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()));
   }

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;
+  }
+}

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;
+}

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"));

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

@@ -105,7 +105,8 @@ public class SecurityConfig {
                         "/api/layer/map/**",
                         "/api/layer/tile-url",
                         "/api/layer/tile-url-year",
-                        "/api/common-code/clazz")
+                        "/api/common-code/clazz",
+                        "/api/inference/download/**")
                     .permitAll()
                     // 로그인한 사용자만 가능 IAM
                     .requestMatchers(

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);
   }

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")

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(
@@ -453,7 +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.");
     }
@@ -468,7 +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

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);
   }
 

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;
+  }
 }

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;
+  }
 }

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

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 {}

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);
+    }
+  }
+}

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
    *

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();
 

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) {

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);
+  }
 }

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);
+  }
 }

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);
 }

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()

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);
 }

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();
+  }
 }

src/main/java/com/kamco/cd/kamcoback/postgres/repository/trainingdata/TrainingDataLabelRepositoryImpl.java

@@ -307,6 +307,10 @@ public class TrainingDataLabelRepositoryImpl extends QuerydslRepositorySupport
             queryFactory
                 .select(labelingAssignmentEntity.count())
                 .from(labelingAssignmentEntity)
+                .innerJoin(mapSheetAnalInferenceEntity)
+                .on(
+                    labelingAssignmentEntity.analUid.eq(mapSheetAnalInferenceEntity.id),
+                    mapSheetAnalInferenceEntity.analState.ne(LabelMngState.FINISH.getId()))
                 .where(labelingAssignmentEntity.workerUid.eq(userId))
                 .fetchOne();
 
@@ -327,6 +331,10 @@ public class TrainingDataLabelRepositoryImpl extends QuerydslRepositorySupport
             queryFactory
                 .select(labelingAssignmentEntity.count())
                 .from(labelingAssignmentEntity)
+                .innerJoin(mapSheetAnalInferenceEntity)
+                .on(
+                    labelingAssignmentEntity.analUid.eq(mapSheetAnalInferenceEntity.id),
+                    mapSheetAnalInferenceEntity.analState.ne(LabelMngState.FINISH.getId()))
                 .where(
                     labelingAssignmentEntity.workerUid.eq(userId),
                     labelingAssignmentEntity.workState.eq("ASSIGNED"))
@@ -355,6 +363,10 @@ public class TrainingDataLabelRepositoryImpl extends QuerydslRepositorySupport
             queryFactory
                 .select(labelingAssignmentEntity.count())
                 .from(labelingAssignmentEntity)
+                .innerJoin(mapSheetAnalInferenceEntity)
+                .on(
+                    labelingAssignmentEntity.analUid.eq(mapSheetAnalInferenceEntity.id),
+                    mapSheetAnalInferenceEntity.analState.ne(LabelMngState.FINISH.getId()))
                 .where(
                     labelingAssignmentEntity.workerUid.eq(userId),
                     labelingAssignmentEntity.workState.in(

src/main/java/com/kamco/cd/kamcoback/postgres/repository/trainingdata/TrainingDataReviewRepositoryImpl.java

@@ -314,6 +314,10 @@ public class TrainingDataReviewRepositoryImpl extends QuerydslRepositorySupport
             queryFactory
                 .select(labelingAssignmentEntity.count())
                 .from(labelingAssignmentEntity)
+                .innerJoin(mapSheetAnalInferenceEntity)
+                .on(
+                    labelingAssignmentEntity.analUid.eq(mapSheetAnalInferenceEntity.id),
+                    mapSheetAnalInferenceEntity.analState.ne(LabelMngState.FINISH.getId()))
                 .where(labelingAssignmentEntity.inspectorUid.eq(userId))
                 .fetchOne();
 
@@ -334,6 +338,10 @@ public class TrainingDataReviewRepositoryImpl extends QuerydslRepositorySupport
             queryFactory
                 .select(labelingAssignmentEntity.count())
                 .from(labelingAssignmentEntity)
+                .innerJoin(mapSheetAnalInferenceEntity)
+                .on(
+                    labelingAssignmentEntity.analUid.eq(mapSheetAnalInferenceEntity.id),
+                    mapSheetAnalInferenceEntity.analState.ne(LabelMngState.FINISH.getId()))
                 .where(
                     labelingAssignmentEntity.inspectorUid.eq(userId),
                     labelingAssignmentEntity.inspectState.eq("UNCONFIRM"))
@@ -362,6 +370,10 @@ public class TrainingDataReviewRepositoryImpl extends QuerydslRepositorySupport
             queryFactory
                 .select(labelingAssignmentEntity.count())
                 .from(labelingAssignmentEntity)
+                .innerJoin(mapSheetAnalInferenceEntity)
+                .on(
+                    labelingAssignmentEntity.analUid.eq(mapSheetAnalInferenceEntity.id),
+                    mapSheetAnalInferenceEntity.analState.ne(LabelMngState.FINISH.getId()))
                 .where(
                     labelingAssignmentEntity.inspectorUid.eq(userId),
                     labelingAssignmentEntity.inspectState.in("COMPLETE", "EXCEPT"),

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");
       }
 

src/main/java/com/kamco/cd/kamcoback/scheduler/service/TrainingDataReviewJobService.java

@@ -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() {

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

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

src/main/resources/application-prod.yml

@@ -16,13 +16,9 @@ spring:
         format_sql: true                  # ⚠️ 선택 - SQL 포맷팅 (가독성)
         jdbc:
           batch_size: 1000           # ✅ 추가 (JDBC batch)
-    open-in-view: false
-  mvc:
-    async:
-      request-timeout: 300s   # 5분 (예: 30s, 120s, 10m 등도 가능)
 
   datasource:
-    url: jdbc:postgresql://127.0.0.1:15432/kamco_cds
+    url: jdbc:postgresql://kamco-cd-postgis:5432/kamco_cds
     #url: jdbc:postgresql://localhost:15432/kamco_cds
     username: kamco_cds
     password: kamco_cds_Q!W@E#R$
@@ -64,11 +60,15 @@ token:
   refresh-cookie-name: kamco   # 개발용 쿠키 이름
   refresh-cookie-secure: true   # 로컬 http 테스트면 false
 
+springdoc:
+  swagger-ui:
+    persist-authorization: true # 스웨거 새로고침해도 토큰 유지, 로컬스토리지에 저장
+
 logging:
   level:
     root: INFO
-    org.springframework.web: DEBUG
-    org.springframework.security: DEBUG
+    org.springframework.web: INFO
+    org.springframework.security: INFO
 
     # 헬스체크 노이즈 핵심만 다운
     org.springframework.security.web.FilterChainProxy: INFO
@@ -84,40 +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/model/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

src/main/resources/application-prod.yml_bak

@@ -0,0 +1,120 @@
+spring:
+  config:
+    activate:
+      on-profile: prod
+
+  jpa:
+    show-sql: true
+    hibernate:
+      ddl-auto: validate
+    properties:
+      hibernate:
+        default_batch_fetch_size: 100     # ✅ 성능 - N+1 쿼리 방지
+        order_updates: true               # ✅ 성능 - 업데이트 순서 정렬로 데드락 방지
+        order_inserts: true
+        use_sql_comments: true            # ⚠️ 선택 - SQL에 주석 추가 (디버깅용)
+        format_sql: true                  # ⚠️ 선택 - SQL 포맷팅 (가독성)
+        jdbc:
+          batch_size: 1000           # ✅ 추가 (JDBC batch)
+
+  datasource:
+    url: jdbc:postgresql://kamco-cd-postgis:5432/kamco_cds
+    #url: jdbc:postgresql://localhost:15432/kamco_cds
+    username: kamco_cds
+    password: kamco_cds_Q!W@E#R$
+    hikari:
+      minimum-idle: 10
+      maximum-pool-size: 20
+      connection-timeout: 60000        # 60초 연결 타임아웃
+      idle-timeout: 300000            # 5분 유휴 타임아웃
+      max-lifetime: 1800000           # 30분 최대 수명
+      leak-detection-threshold: 60000  # 연결 누수 감지
+
+  transaction:
+    default-timeout: 300              # 5분 트랜잭션 타임아웃
+
+  data:
+    redis:
+      host: 127.0.0.1
+      port: 16379
+      password: kamco
+
+  servlet:
+    multipart:
+      enabled: true
+      max-file-size: 4GB
+      max-request-size: 4GB
+      file-size-threshold: 10MB
+
+server:
+  tomcat:
+    max-swallow-size: 4GB
+    max-http-form-post-size: 4GB
+
+jwt:
+  secret: "kamco_token_9b71e778-19a3-4c1d-97bf-2d687de17d5b"
+  access-token-validity-in-ms: 86400000      # 1일
+  refresh-token-validity-in-ms: 604800000    # 7일
+
+token:
+  refresh-cookie-name: kamco   # 개발용 쿠키 이름
+  refresh-cookie-secure: true   # 로컬 http 테스트면 false
+
+logging:
+  level:
+    root: INFO
+    org.springframework.web: INFO
+    org.springframework.security: INFO
+
+    # 헬스체크 노이즈 핵심만 다운
+    org.springframework.security.web.FilterChainProxy: INFO
+    org.springframework.security.web.authentication.AnonymousAuthenticationFilter: INFO
+    org.springframework.security.web.authentication.Http403ForbiddenEntryPoint: INFO
+    org.springframework.web.servlet.DispatcherServlet: INFO
+
+
+mapsheet:
+  upload:
+    skipGdalValidation: true
+  shp:
+    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/model/v6-cls-checkpoints/
+  pt-FileName: yolov8_6th-6m.pt
+
+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
+  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
+  wms-path: geoserver/cd
+  wmts-path: geoserver/cd/gwc/service
+  workspace: cd

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