Merge remote-tracking branch 'origin/feat/dev_251201' into feat/dev_251201

# Conflicts: # src/main/java/com/kamco/cd/kamcoback/mapsheet/MapSheetMngApiController.java # src/main/java/com/kamco/cd/kamcoback/mapsheet/service/MapSheetMngService.java # src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
2025-12-26 10:48:25 +09:00
parent cb0ff5c9db baffb147d9
commit f8b02f912c
27 changed files with 1523 additions and 394 deletions
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
@@ -6,7 +6,7 @@ import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheet;
 import com.kamco.cd.kamcoback.postgres.entity.MapInkx5kEntity;
 import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataEntity;
 import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataGeomEntity;
-import com.kamco.cd.kamcoback.postgres.repository.Inference.InferenceResultRepository;
+import com.kamco.cd.kamcoback.postgres.repository.Inference.MapSheetAnalDataRepository;
 import com.kamco.cd.kamcoback.postgres.repository.scene.MapInkx5kRepository;
 import jakarta.persistence.EntityNotFoundException;
 import jakarta.validation.constraints.NotNull;
@@ -20,7 +20,7 @@ import org.springframework.transaction.annotation.Transactional;
@RequiredArgsConstructor
 public class InferenceResultCoreService {

-  private final InferenceResultRepository inferenceResultRepository;
+  private final MapSheetAnalDataRepository mapSheetAnalDataRepository;
  private final MapInkx5kRepository mapInkx5kRepository;

  /**
@@ -31,7 +31,7 @@ public class InferenceResultCoreService {
   */
  public Page<InferenceResultDto.AnalResList> getInferenceResultList(
      InferenceResultDto.SearchReq searchReq) {
-    return inferenceResultRepository.getInferenceResultList(searchReq);
+    return mapSheetAnalDataRepository.getInferenceResultList(searchReq);
  }

  /**
@@ -42,7 +42,7 @@ public class InferenceResultCoreService {
   */
  public InferenceResultDto.AnalResSummary getInferenceResultSummary(Long id) {
    InferenceResultDto.AnalResSummary summary =
-        inferenceResultRepository
+        mapSheetAnalDataRepository
            .getInferenceResultSummary(id)
            .orElseThrow(() -> new EntityNotFoundException("요약정보를 찾을 수 없습니다. " + id));
    return summary;
@@ -55,7 +55,7 @@ public class InferenceResultCoreService {
   * @return
   */
  public List<Dashboard> getDashboard(Long id) {
-    return inferenceResultRepository.getDashboard(id);
+    return mapSheetAnalDataRepository.getDashboard(id);
  }

  /**
@@ -66,7 +66,7 @@ public class InferenceResultCoreService {
   */
  public Page<InferenceResultDto.Geom> getInferenceResultGeomList(
      Long id, InferenceResultDto.SearchGeoReq searchGeoReq) {
-    return inferenceResultRepository.getInferenceGeomList(id, searchGeoReq);
+    return mapSheetAnalDataRepository.getInferenceGeomList(id, searchGeoReq);
  }

  /**
@@ -80,13 +80,13 @@ public class InferenceResultCoreService {
      @NotNull Long analyId, InferenceResultDto.SearchGeoReq searchReq) {
    // 분석 ID 에 해당하는 dataids를 가져온다.
    List<Long> dataIds =
-        inferenceResultRepository.listAnalyGeom(analyId).stream()
+        mapSheetAnalDataRepository.listAnalyGeom(analyId).stream()
            .mapToLong(MapSheetAnalDataEntity::getId)
            .boxed()
            .toList();
    // 해당데이터의 폴리곤데이터를 가져온다
    Page<MapSheetAnalDataGeomEntity> mapSheetAnalDataGeomEntities =
-        inferenceResultRepository.listInferenceResultWithGeom(dataIds, searchReq);
+        mapSheetAnalDataRepository.listInferenceResultWithGeom(dataIds, searchReq);
    return mapSheetAnalDataGeomEntities.map(MapSheetAnalDataGeomEntity::toEntity);
  }

@@ -97,13 +97,13 @@ public class InferenceResultCoreService {
   * @return
   */
  public List<Long> getSheets(Long id) {
-    return inferenceResultRepository.getSheets(id);
+    return mapSheetAnalDataRepository.getSheets(id);
  }

  @Transactional(readOnly = true)
  public List<MapSheet> listGetScenes5k(Long analyId) {
    List<String> sceneCodes =
-        inferenceResultRepository.listAnalyGeom(analyId).stream()
+        mapSheetAnalDataRepository.listAnalyGeom(analyId).stream()
            .mapToLong(MapSheetAnalDataEntity::getMapSheetNum)
            .mapToObj(String::valueOf)
            .toList();
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultShpCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultShpCoreService.java
@@ -0,0 +1,56 @@
+package com.kamco.cd.kamcoback.postgres.core;
+
+import com.kamco.cd.kamcoback.postgres.entity.InferenceResultEntity;
+import com.kamco.cd.kamcoback.postgres.repository.Inference.InferenceResultRepository;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.function.BiConsumer;
+import lombok.RequiredArgsConstructor;
+import org.hibernate.ScrollableResults;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+@Service
+@RequiredArgsConstructor
+public class InferenceResultShpCoreService {
+
+  private final InferenceResultRepository inferenceResultRepository;
+
+  public record ShpKey(Integer stage, Long mapId, Integer input1, Integer input2) {}
+
+  /** DB를 스트리밍하면서 그룹이 완성될 때마다 handler로 넘김 handler: (key, groupRows) */
+  @Transactional(readOnly = true)
+  public void streamGrouped(
+      int fetchSize, BiConsumer<ShpKey, List<InferenceResultEntity>> handler) {
+
+    ScrollableResults cursor = inferenceResultRepository.scrollAllOrdered(fetchSize);
+
+    ShpKey currentKey = null;
+    List<InferenceResultEntity> buffer = new ArrayList<>(2000);
+
+    try {
+      while (cursor.next()) {
+        InferenceResultEntity row = (InferenceResultEntity) cursor.get();
+
+        ShpKey key = new ShpKey(row.getStage(), row.getMapId(), row.getInput1(), row.getInput2());
+
+        // 키 변경 -> 이전 그룹 완료
+        if (currentKey != null && !currentKey.equals(key)) {
+          handler.accept(currentKey, buffer);
+          buffer = new ArrayList<>(2000);
+        }
+
+        currentKey = key;
+        buffer.add(row);
+      }
+
+      // 마지막 그룹
+      if (currentKey != null && !buffer.isEmpty()) {
+        handler.accept(currentKey, buffer);
+      }
+
+    } finally {
+      cursor.close();
+    }
+  }
+}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/InferenceResultEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/InferenceResultEntity.java
@@ -0,0 +1,79 @@
+package com.kamco.cd.kamcoback.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import java.util.UUID;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+import org.locationtech.jts.geom.Geometry;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "inference_results")
+public class InferenceResultEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "uid", nullable = false)
+  private Long id;
+
+  @NotNull
+  @ColumnDefault("uuid_generate_v4()")
+  @Column(name = "uuid", nullable = false)
+  private UUID uuid;
+
+  @Column(name = "stage")
+  private Integer stage;
+
+  @Column(name = "cd_prob")
+  private Float cdProb;
+
+  @Column(name = "input1")
+  private Integer input1;
+
+  @Column(name = "input2")
+  private Integer input2;
+
+  @Column(name = "map_id")
+  private Long mapId;
+
+  @Size(max = 20)
+  @Column(name = "before_class", length = 20)
+  private String beforeClass;
+
+  @Column(name = "before_probability")
+  private Float beforeProbability;
+
+  @Size(max = 20)
+  @Column(name = "after_class", length = 20)
+  private String afterClass;
+
+  @Column(name = "after_probability")
+  private Float afterProbability;
+
+  @ColumnDefault("st_area(geometry)")
+  @Column(name = "area")
+  private Float area;
+
+  @NotNull
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm", nullable = false)
+  private ZonedDateTime createdDttm;
+
+  @NotNull
+  @ColumnDefault("now()")
+  @Column(name = "updated_dttm", nullable = false)
+  private ZonedDateTime updatedDttm;
+
+  @Column(name = "geometry", columnDefinition = "geometry not null")
+  private Geometry geometry;
+}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetAnalDataInferenceEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetAnalDataInferenceEntity.java
@@ -0,0 +1,164 @@
+package com.kamco.cd.kamcoback.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.Size;
+import java.time.ZonedDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_map_sheet_anal_data_inference")
+public class MapSheetAnalDataInferenceEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "data_uid", nullable = false)
+  private Long id;
+
+  @Size(max = 128)
+  @Column(name = "data_name", length = 128)
+  private String dataName;
+
+  @Size(max = 255)
+  @Column(name = "data_path")
+  private String dataPath;
+
+  @Size(max = 128)
+  @Column(name = "data_type", length = 128)
+  private String dataType;
+
+  @Size(max = 128)
+  @Column(name = "data_crs_type", length = 128)
+  private String dataCrsType;
+
+  @Size(max = 255)
+  @Column(name = "data_crs_type_name")
+  private String dataCrsTypeName;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private ZonedDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @ColumnDefault("now()")
+  @Column(name = "updated_dttm")
+  private ZonedDateTime updatedDttm;
+
+  @Column(name = "updated_uid")
+  private Long updatedUid;
+
+  @Column(name = "compare_yyyy")
+  private Integer compareYyyy;
+
+  @Column(name = "target_yyyy")
+  private Integer targetYyyy;
+
+  @Column(name = "data_json", length = Integer.MAX_VALUE)
+  private String dataJson;
+
+  @Size(max = 20)
+  @ColumnDefault("'0'")
+  @Column(name = "data_state", length = 20)
+  private String dataState;
+
+  @ColumnDefault("now()")
+  @Column(name = "data_state_dttm")
+  private ZonedDateTime dataStateDttm;
+
+  @Column(name = "anal_strt_dttm")
+  private ZonedDateTime analStrtDttm;
+
+  @Column(name = "anal_end_dttm")
+  private ZonedDateTime analEndDttm;
+
+  @ColumnDefault("0")
+  @Column(name = "anal_sec")
+  private Long analSec;
+
+  @Size(max = 20)
+  @Column(name = "anal_state", length = 20)
+  private String analState;
+
+  @Column(name = "anal_uid")
+  private Long analUid;
+
+  @Column(name = "map_sheet_num")
+  private Long mapSheetNum;
+
+  @ColumnDefault("0")
+  @Column(name = "detecting_cnt")
+  private Long detectingCnt;
+
+  @ColumnDefault("0")
+  @Column(name = "pnu")
+  private Long pnu;
+
+  @Size(max = 20)
+  @Column(name = "down_state", length = 20)
+  private String downState;
+
+  @Column(name = "down_state_dttm")
+  private ZonedDateTime downStateDttm;
+
+  @Size(max = 20)
+  @Column(name = "fit_state", length = 20)
+  private String fitState;
+
+  @Column(name = "fit_state_dttm")
+  private ZonedDateTime fitStateDttm;
+
+  @Column(name = "labeler_uid")
+  private Long labelerUid;
+
+  @Size(max = 20)
+  @ColumnDefault("NULL")
+  @Column(name = "label_state", length = 20)
+  private String labelState;
+
+  @Column(name = "label_state_dttm")
+  private ZonedDateTime labelStateDttm;
+
+  @Column(name = "tester_uid")
+  private Long testerUid;
+
+  @Size(max = 20)
+  @Column(name = "test_state", length = 20)
+  private String testState;
+
+  @Column(name = "test_state_dttm")
+  private ZonedDateTime testStateDttm;
+
+  @Column(name = "fit_state_cmmnt", length = Integer.MAX_VALUE)
+  private String fitStateCmmnt;
+
+  @Column(name = "ref_map_sheet_num")
+  private Long refMapSheetNum;
+
+  @Column(name = "stage")
+  private Integer stage;
+
+  @Column(name = "file_created_yn")
+  private Boolean fileCreatedYn;
+
+  @Size(max = 100)
+  @Column(name = "m1", length = 100)
+  private String m1;
+
+  @Size(max = 100)
+  @Column(name = "m2", length = 100)
+  private String m2;
+
+  @Size(max = 100)
+  @Column(name = "m3", length = 100)
+  private String m3;
+}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetAnalDataInferenceGeomEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetAnalDataInferenceGeomEntity.java
@@ -0,0 +1,146 @@
+package com.kamco.cd.kamcoback.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.Size;
+import java.time.OffsetDateTime;
+import java.util.UUID;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+import org.locationtech.jts.geom.Geometry;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_map_sheet_anal_data_inference_geom")
+public class MapSheetAnalDataInferenceGeomEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.IDENTITY)
+  @Column(name = "geo_uid")
+  private Long geoUid;
+
+  @Column(name = "cd_prob")
+  private Float cdProb;
+
+  @Size(max = 40)
+  @Column(name = "class_before_cd", length = 40)
+  private String classBeforeCd;
+
+  @Column(name = "class_before_prob")
+  private Float classBeforeProb;
+
+  @Size(max = 40)
+  @Column(name = "class_after_cd", length = 40)
+  private String classAfterCd;
+
+  @Column(name = "class_after_prob")
+  private Float classAfterProb;
+
+  @Column(name = "map_sheet_num")
+  private Long mapSheetNum;
+
+  @Column(name = "compare_yyyy")
+  private Integer compareYyyy;
+
+  @Column(name = "target_yyyy")
+  private Integer targetYyyy;
+
+  @Column(name = "area")
+  private Float area;
+
+  @Size(max = 100)
+  @Column(name = "geo_type", length = 100)
+  private String geoType;
+
+  @Column(name = "data_uid")
+  private Long dataUid;
+
+  @ColumnDefault("now()")
+  @Column(name = "created_dttm")
+  private OffsetDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @ColumnDefault("now()")
+  @Column(name = "updated_dttm")
+  private OffsetDateTime updatedDttm;
+
+  @Column(name = "updated_uid")
+  private Long updatedUid;
+
+  @ColumnDefault("0")
+  @Column(name = "geom_cnt")
+  private Long geomCnt;
+
+  @ColumnDefault("0")
+  @Column(name = "pnu")
+  private Long pnu;
+
+  @Size(max = 20)
+  @ColumnDefault("'0'")
+  @Column(name = "fit_state", length = 20)
+  private String fitState;
+
+  @ColumnDefault("now()")
+  @Column(name = "fit_state_dttm")
+  private OffsetDateTime fitStateDttm;
+
+  @Column(name = "labeler_uid")
+  private Long labelerUid;
+
+  @Size(max = 20)
+  @ColumnDefault("'0'")
+  @Column(name = "label_state", length = 20)
+  private String labelState;
+
+  @ColumnDefault("now()")
+  @Column(name = "label_state_dttm")
+  private OffsetDateTime labelStateDttm;
+
+  @Column(name = "tester_uid")
+  private Long testerUid;
+
+  @Size(max = 20)
+  @ColumnDefault("'0'")
+  @Column(name = "test_state", length = 20)
+  private String testState;
+
+  @ColumnDefault("now()")
+  @Column(name = "test_state_dttm")
+  private OffsetDateTime testStateDttm;
+
+  @Column(name = "fit_state_cmmnt", length = Integer.MAX_VALUE)
+  private String fitStateCmmnt;
+
+  @Column(name = "ref_map_sheet_num")
+  private Long refMapSheetNum;
+
+  @ColumnDefault("uuid_generate_v4()")
+  @Column(name = "uuid")
+  private UUID uuid;
+
+  @Column(name = "stage")
+  private Integer stage;
+
+  @Column(name = "map_5k_id")
+  private Long map5kId;
+
+  @Column(name = "file_created_yn")
+  private Boolean fileCreatedYn;
+
+  @Column(name = "geom", columnDefinition = "geometry")
+  private Geometry geom;
+
+  @Column(name = "geom_center", columnDefinition = "geometry")
+  private Geometry geomCenter;
+
+  @Column(name = "before_geom", columnDefinition = "geometry")
+  private Geometry beforeGeom;
+}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepository.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepository.java
@@ -1,7 +1,7 @@
 package com.kamco.cd.kamcoback.postgres.repository.Inference;

-import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalEntity;
+import com.kamco.cd.kamcoback.postgres.entity.InferenceResultEntity;
 import org.springframework.data.jpa.repository.JpaRepository;

 public interface InferenceResultRepository
-    extends JpaRepository<MapSheetAnalEntity, Long>, InferenceResultRepositoryCustom {}
+    extends JpaRepository<InferenceResultEntity, Long>, InferenceResultRepositoryCustom {}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryCustom.java
@@ -1,31 +1,8 @@
 package com.kamco.cd.kamcoback.postgres.repository.Inference;

-import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
-import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.Dashboard;
-import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.SearchGeoReq;
-import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataEntity;
-import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataGeomEntity;
-import jakarta.validation.constraints.NotNull;
-import java.util.List;
-import java.util.Optional;
-import org.springframework.data.domain.Page;
+import org.hibernate.ScrollableResults;

 public interface InferenceResultRepositoryCustom {

-  Page<InferenceResultDto.AnalResList> getInferenceResultList(
-      InferenceResultDto.SearchReq searchReq);
-
-  Optional<InferenceResultDto.AnalResSummary> getInferenceResultSummary(Long id);
-
-  Page<InferenceResultDto.Geom> getInferenceGeomList(
-      Long id, InferenceResultDto.SearchGeoReq searchGeoReq);
-
-  Page<MapSheetAnalDataGeomEntity> listInferenceResultWithGeom(
-      List<Long> dataIds, SearchGeoReq searchReq);
-
-  List<Long> getSheets(Long id);
-
-  List<Dashboard> getDashboard(Long id);
-
-  List<MapSheetAnalDataEntity> listAnalyGeom(@NotNull Long id);
+  ScrollableResults scrollAllOrdered(int fetchSize);
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
@@ -1,27 +1,13 @@
 package com.kamco.cd.kamcoback.postgres.repository.Inference;

-import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
-import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.Dashboard;
-import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.SearchGeoReq;
-import com.kamco.cd.kamcoback.postgres.entity.*;
-import com.querydsl.core.BooleanBuilder;
-import com.querydsl.core.types.Order;
-import com.querydsl.core.types.OrderSpecifier;
-import com.querydsl.core.types.Projections;
-import com.querydsl.core.types.dsl.BooleanExpression;
-import com.querydsl.core.types.dsl.Expressions;
-import com.querydsl.jpa.JPAExpressions;
-import com.querydsl.jpa.JPQLQuery;
+import com.kamco.cd.kamcoback.postgres.entity.InferenceResultEntity;
+import com.kamco.cd.kamcoback.postgres.entity.QInferenceResultEntity;
 import com.querydsl.jpa.impl.JPAQuery;
 import com.querydsl.jpa.impl.JPAQueryFactory;
-import java.util.ArrayList;
-import java.util.List;
-import java.util.Optional;
 import lombok.RequiredArgsConstructor;
-import org.springframework.data.domain.Page;
-import org.springframework.data.domain.PageImpl;
-import org.springframework.data.domain.Pageable;
-import org.springframework.data.domain.Sort;
+import org.hibernate.ScrollMode;
+import org.hibernate.ScrollableResults;
+import org.hibernate.query.Query;
 import org.springframework.stereotype.Repository;

@Repository
@@ -29,335 +15,21 @@ import org.springframework.stereotype.Repository;
 public class InferenceResultRepositoryImpl implements InferenceResultRepositoryCustom {

  private final JPAQueryFactory queryFactory;
-  private final QModelMngBakEntity tmm = QModelMngBakEntity.modelMngBakEntity;
-  private final QModelVerEntity tmv = QModelVerEntity.modelVerEntity;
-  private final QMapSheetAnalEntity mapSheetAnalEntity = QMapSheetAnalEntity.mapSheetAnalEntity;
-  private final QMapSheetAnalDataEntity mapSheetAnalDataEntity =
-      QMapSheetAnalDataEntity.mapSheetAnalDataEntity;
-  private final QMapSheetAnalDataGeomEntity mapSheetAnalDataGeomEntity =
-      QMapSheetAnalDataGeomEntity.mapSheetAnalDataGeomEntity;
-  private final QMapSheetAnalSttcEntity mapSheetAnalSttcEntity =
-      QMapSheetAnalSttcEntity.mapSheetAnalSttcEntity;

-  /**
-   * 분석결과 목록 조회
-   *
-   * @param searchReq
-   * @return
-   */
-  @Override
-  public Page<InferenceResultDto.AnalResList> getInferenceResultList(
-      InferenceResultDto.SearchReq searchReq) {
-    Pageable pageable = searchReq.toPageable();
-    // "0000" 전체조회
-    BooleanBuilder builder = new BooleanBuilder();
-    if (searchReq.getStatCode() != null && !"0000".equals(searchReq.getStatCode())) {
-      builder.and(mapSheetAnalEntity.analState.eq(searchReq.getStatCode()));
-    }
+  public ScrollableResults scrollAllOrdered(int fetchSize) {
+    QInferenceResultEntity e = QInferenceResultEntity.inferenceResultEntity;

-    // 제목
-    if (searchReq.getTitle() != null) {
-      builder.and(mapSheetAnalEntity.analTitle.like("%" + searchReq.getTitle() + "%"));
-    }
-
-    List<InferenceResultDto.AnalResList> content =
+    JPAQuery<InferenceResultEntity> q =
        queryFactory
-            .select(
-                Projections.constructor(
-                    InferenceResultDto.AnalResList.class,
-                    mapSheetAnalEntity.id,
-                    mapSheetAnalEntity.analTitle,
-                    mapSheetAnalEntity.analMapSheet,
-                    mapSheetAnalEntity.detectingCnt,
-                    mapSheetAnalEntity.analStrtDttm,
-                    mapSheetAnalEntity.analEndDttm,
-                    mapSheetAnalEntity.analSec,
-                    mapSheetAnalEntity.analPredSec,
-                    mapSheetAnalEntity.analState,
-                    Expressions.stringTemplate(
-                        "fn_code_name({0}, {1})", "0002", mapSheetAnalEntity.analState),
-                    mapSheetAnalEntity.gukyuinUsed))
-            .from(mapSheetAnalEntity)
-            .where(builder)
-            .offset(pageable.getOffset())
-            .limit(pageable.getPageSize())
-            .orderBy(mapSheetAnalEntity.id.desc())
-            .fetch();
+            .selectFrom(e)
+            .orderBy(e.stage.asc(), e.mapId.asc(), e.input1.asc(), e.input2.asc(), e.id.asc());

-    long total =
-        queryFactory
-            .select(mapSheetAnalEntity.id)
-            .from(mapSheetAnalEntity)
-            .where(builder)
-            .fetchCount();
+    // QueryDSL -> Hibernate Query로 unwrap 해서 커서 스트리밍
+    Query<?> hQuery = q.createQuery().unwrap(Query.class);

-    return new PageImpl<>(content, pageable, total);
-  }
-
-  /**
-   * 분석결과 요약정보
-   *
-   * @param id
-   * @return
-   */
-  @Override
-  public Optional<InferenceResultDto.AnalResSummary> getInferenceResultSummary(Long id) {
-
-    // 1. 최신 버전 UID를 가져오는 서브쿼리
-    JPQLQuery<Long> latestVerUidSub =
-        JPAExpressions.select(tmv.id.max()).from(tmv).where(tmv.modelUid.eq(tmm.id));
-
-    Optional<InferenceResultDto.AnalResSummary> content =
-        Optional.ofNullable(
-            queryFactory
-                .select(
-                    Projections.constructor(
-                        InferenceResultDto.AnalResSummary.class,
-                        mapSheetAnalEntity.id,
-                        mapSheetAnalEntity.analTitle,
-                        tmm.modelNm.concat(" ").concat(tmv.modelVer).as("modelInfo"),
-                        mapSheetAnalEntity.targetYyyy,
-                        mapSheetAnalEntity.compareYyyy,
-                        mapSheetAnalEntity.analMapSheet,
-                        mapSheetAnalEntity.analStrtDttm,
-                        mapSheetAnalEntity.analEndDttm,
-                        mapSheetAnalEntity.analSec,
-                        mapSheetAnalEntity.analPredSec,
-                        mapSheetAnalEntity.resultUrl,
-                        mapSheetAnalEntity.detectingCnt,
-                        mapSheetAnalEntity.accuracy,
-                        mapSheetAnalEntity.analState,
-                        Expressions.stringTemplate(
-                            "fn_code_name({0}, {1})", "0002", mapSheetAnalEntity.analState)))
-                .from(mapSheetAnalEntity)
-                .leftJoin(tmm)
-                .on(mapSheetAnalEntity.modelUid.eq(tmm.id))
-                .leftJoin(tmv)
-                .on(tmv.modelUid.eq(tmm.id).and(tmv.id.eq(latestVerUidSub)))
-                .where(mapSheetAnalEntity.id.eq(id))
-                .fetchOne());
-    return content;
-  }
-
-  /**
-   * 분석결과 상세 class name별 탐지 개수
-   *
-   * @param id
-   * @return
-   */
-  @Override
-  public List<Dashboard> getDashboard(Long id) {
-    return queryFactory
-        .select(
-            Projections.constructor(
-                Dashboard.class,
-                mapSheetAnalSttcEntity.id.classAfterCd,
-                mapSheetAnalSttcEntity.classAfterCnt.sum()))
-        .from(mapSheetAnalSttcEntity)
-        .where(mapSheetAnalSttcEntity.id.analUid.eq(id))
-        .groupBy(mapSheetAnalSttcEntity.id.classAfterCd)
-        .orderBy(mapSheetAnalSttcEntity.id.classAfterCd.asc())
-        .fetch();
-  }
-
-  @Override
-  public List<MapSheetAnalDataEntity> listAnalyGeom(Long id) {
-    QMapSheetAnalDataEntity analy = QMapSheetAnalDataEntity.mapSheetAnalDataEntity;
-    return queryFactory.selectFrom(analy).where(analy.analUid.eq(id)).fetch();
-  }
-
-  /**
-   * 분석결과 상세 목록
-   *
-   * @param searchReq
-   * @return
-   */
-  @Override
-  public Page<MapSheetAnalDataGeomEntity> listInferenceResultWithGeom(
-      List<Long> ids, SearchGeoReq searchReq) {
-
-    // 분석 차수
-    QMapSheetAnalDataGeomEntity detectedEntity =
-        QMapSheetAnalDataGeomEntity.mapSheetAnalDataGeomEntity;
-    Pageable pageable = searchReq.toPageable();
-
-    // 검색조건
-    JPAQuery<MapSheetAnalDataGeomEntity> query =
-        queryFactory
-            .selectFrom(detectedEntity)
-            .where(
-                detectedEntity.dataUid.in(ids),
-                eqTargetClass(detectedEntity, searchReq.getTargetClass()),
-                eqCompareClass(detectedEntity, searchReq.getCompareClass()),
-                containsMapSheetNum(detectedEntity, searchReq.getMapSheetNum()));
-
-    // count
-    long total = query.fetchCount();
-
-    // Pageable에서 정렬 가져오기, 없으면 기본 정렬(createdDttm desc) 사용
-    List<OrderSpecifier<?>> orders = getOrderSpecifiers(pageable.getSort());
-    if (orders.isEmpty()) {
-      orders.add(detectedEntity.createdDttm.desc());
-    }
-
-    List<MapSheetAnalDataGeomEntity> content =
-        query
-            .offset(pageable.getOffset())
-            .limit(pageable.getPageSize())
-            .orderBy(orders.toArray(new OrderSpecifier[0]))
-            .fetch();
-
-    return new PageImpl<>(content, pageable, total);
-  }
-
-  /**
-   * 분석결과 상세 목록
-   *
-   * @param searchGeoReq
-   * @return
-   */
-  @Override
-  public Page<InferenceResultDto.Geom> getInferenceGeomList(Long id, SearchGeoReq searchGeoReq) {
-    Pageable pageable = searchGeoReq.toPageable();
-    BooleanBuilder builder = new BooleanBuilder();
-
-    // 추론결과 id
-    builder.and(mapSheetAnalEntity.id.eq(id));
-
-    // 기준년도 분류
-    if (searchGeoReq.getTargetClass() != null && !searchGeoReq.getTargetClass().equals("")) {
-      builder.and(
-          mapSheetAnalDataGeomEntity
-              .classAfterCd
-              .toLowerCase()
-              .eq(searchGeoReq.getTargetClass().toLowerCase()));
-    }
-
-    // 비교년도 분류
-    if (searchGeoReq.getCompareClass() != null && !searchGeoReq.getCompareClass().equals("")) {
-      builder.and(
-          mapSheetAnalDataGeomEntity
-              .classBeforeCd
-              .toLowerCase()
-              .eq(searchGeoReq.getCompareClass().toLowerCase()));
-    }
-
-    // 분석도엽
-    if (searchGeoReq.getMapSheetNum() != null && !searchGeoReq.getMapSheetNum().isEmpty()) {
-      List<Long> mapSheetNum = searchGeoReq.getMapSheetNum();
-      builder.and(mapSheetAnalDataGeomEntity.mapSheetNum.in(mapSheetNum));
-    }
-
-    List<InferenceResultDto.Geom> content =
-        queryFactory
-            .select(
-                Projections.constructor(
-                    InferenceResultDto.Geom.class,
-                    mapSheetAnalDataGeomEntity.compareYyyy,
-                    mapSheetAnalDataGeomEntity.targetYyyy,
-                    mapSheetAnalDataGeomEntity.classBeforeCd,
-                    mapSheetAnalDataGeomEntity.classBeforeProb,
-                    mapSheetAnalDataGeomEntity.classAfterCd,
-                    mapSheetAnalDataGeomEntity.classAfterProb,
-                    mapSheetAnalDataGeomEntity.mapSheetNum,
-                    mapSheetAnalDataGeomEntity.geom,
-                    mapSheetAnalDataGeomEntity.geomCenter))
-            .from(mapSheetAnalEntity)
-            .join(mapSheetAnalDataEntity)
-            .on(mapSheetAnalDataEntity.analUid.eq(mapSheetAnalEntity.id))
-            .join(mapSheetAnalDataGeomEntity)
-            .on(mapSheetAnalDataGeomEntity.dataUid.eq(mapSheetAnalDataEntity.id))
-            .where(builder)
-            .offset(pageable.getOffset())
-            .limit(pageable.getPageSize())
-            .fetch();
-
-    long total =
-        queryFactory
-            .select(mapSheetAnalDataGeomEntity.id)
-            .from(mapSheetAnalEntity)
-            .join(mapSheetAnalDataEntity)
-            .on(mapSheetAnalDataEntity.analUid.eq(mapSheetAnalEntity.id))
-            .join(mapSheetAnalDataGeomEntity)
-            .on(mapSheetAnalDataGeomEntity.dataUid.eq(mapSheetAnalDataEntity.id))
-            .where(builder)
-            .fetchCount();
-
-    return new PageImpl<>(content, pageable, total);
-  }
-
-  /**
-   * 추론된 5000:1 도엽 목록
-   *
-   * @param id
-   * @return
-   */
-  @Override
-  public List<Long> getSheets(Long id) {
-    return queryFactory
-        .select(mapSheetAnalDataEntity.mapSheetNum)
-        .from(mapSheetAnalEntity)
-        .join(mapSheetAnalDataEntity)
-        .on(mapSheetAnalDataEntity.analUid.eq(mapSheetAnalEntity.id))
-        .where(mapSheetAnalEntity.id.eq(id))
-        .groupBy(mapSheetAnalDataEntity.mapSheetNum)
-        .fetch();
-  }
-
-  /** Pageable의 Sort를 QueryDSL OrderSpecifier로 변환 */
-  @SuppressWarnings({"unchecked", "rawtypes"})
-  private List<OrderSpecifier<?>> getOrderSpecifiers(Sort sort) {
-    List<OrderSpecifier<?>> orders = new ArrayList<>();
-
-    if (sort.isSorted()) {
-      QMapSheetAnalDataGeomEntity entity = QMapSheetAnalDataGeomEntity.mapSheetAnalDataGeomEntity;
-
-      for (Sort.Order order : sort) {
-        Order direction = order.isAscending() ? Order.ASC : Order.DESC;
-        String property = order.getProperty();
-
-        // 유효한 필드만 처리
-        switch (property) {
-          case "classBeforeCd" -> orders.add(new OrderSpecifier(direction, entity.classBeforeCd));
-          case "classBeforeProb" ->
-              orders.add(new OrderSpecifier(direction, entity.classBeforeProb));
-          case "classAfterCd" -> orders.add(new OrderSpecifier(direction, entity.classAfterCd));
-          case "classAfterProb" -> orders.add(new OrderSpecifier(direction, entity.classAfterProb));
-          case "mapSheetNum" -> orders.add(new OrderSpecifier(direction, entity.mapSheetNum));
-          case "compareYyyy" -> orders.add(new OrderSpecifier(direction, entity.compareYyyy));
-          case "targetYyyy" -> orders.add(new OrderSpecifier(direction, entity.targetYyyy));
-          case "area" -> orders.add(new OrderSpecifier(direction, entity.area));
-          case "createdDttm" -> orders.add(new OrderSpecifier(direction, entity.createdDttm));
-          case "updatedDttm" -> orders.add(new OrderSpecifier(direction, entity.updatedDttm));
-            // 유효하지 않은 필드는 무시
-          default -> {}
-        }
-      }
-    }
-
-    return orders;
-  }
-
-  private BooleanExpression eqTargetClass(
-      QMapSheetAnalDataGeomEntity detectedEntity, String targetClass) {
-    return targetClass != null && !targetClass.isEmpty()
-        ? detectedEntity.classAfterCd.toLowerCase().eq(targetClass.toLowerCase())
-        : null;
-  }
-
-  private BooleanExpression eqCompareClass(
-      QMapSheetAnalDataGeomEntity detectedEntity, String compareClass) {
-    return compareClass != null && !compareClass.isEmpty()
-        ? detectedEntity.classBeforeCd.toLowerCase().eq(compareClass.toLowerCase())
-        : null;
-  }
-
-  private BooleanExpression containsMapSheetNum(
-      QMapSheetAnalDataGeomEntity detectedEntity, List<Long> mapSheet) {
-    if (mapSheet == null || mapSheet.isEmpty()) {
-      return null;
-    }
-
-    return detectedEntity.mapSheetNum.in(mapSheet);
+    return hQuery
+        .setReadOnly(true)
+        .setFetchSize(fetchSize) // PostgreSQL 커서/스트리밍에 영향
+        .scroll(ScrollMode.FORWARD_ONLY);
  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceGeomRepository.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceGeomRepository.java
@@ -0,0 +1,8 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataInferenceGeomEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface MapSheetAnalDataInferenceGeomRepository
+    extends JpaRepository<MapSheetAnalDataInferenceGeomEntity, Long>,
+        MapSheetAnalDataInferenceGeomRepositoryCustom {}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceGeomRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceGeomRepositoryCustom.java
@@ -0,0 +1,3 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+public interface MapSheetAnalDataInferenceGeomRepositoryCustom {}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceGeomRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceGeomRepositoryImpl.java
@@ -0,0 +1,9 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Repository;
+
+@Repository
+@RequiredArgsConstructor
+public class MapSheetAnalDataInferenceGeomRepositoryImpl
+    implements MapSheetAnalDataInferenceGeomRepositoryCustom {}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceRepository.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceRepository.java
@@ -0,0 +1,8 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataInferenceEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface MapSheetAnalDataInferenceRepository
+    extends JpaRepository<MapSheetAnalDataInferenceEntity, Long>,
+        MapSheetAnalDataInferenceRepositoryCustom {}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceRepositoryCustom.java
@@ -0,0 +1,3 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+public interface MapSheetAnalDataInferenceRepositoryCustom {}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataInferenceRepositoryImpl.java
@@ -0,0 +1,13 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+import com.querydsl.jpa.impl.JPAQueryFactory;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Repository;
+
+@Repository
+@RequiredArgsConstructor
+public class MapSheetAnalDataInferenceRepositoryImpl
+    implements MapSheetAnalDataInferenceRepositoryCustom {
+
+  private final JPAQueryFactory queryFactory;
+}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataRepository.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataRepository.java
@@ -0,0 +1,7 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+public interface MapSheetAnalDataRepository
+    extends JpaRepository<MapSheetAnalEntity, Long>, MapSheetAnalDataRepositoryCustom {}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataRepositoryCustom.java
@@ -0,0 +1,32 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.AnalResList;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.AnalResSummary;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.Dashboard;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.SearchGeoReq;
+import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataEntity;
+import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataGeomEntity;
+import jakarta.validation.constraints.NotNull;
+import java.util.List;
+import java.util.Optional;
+import org.springframework.data.domain.Page;
+
+public interface MapSheetAnalDataRepositoryCustom {
+
+  Page<AnalResList> getInferenceResultList(InferenceResultDto.SearchReq searchReq);
+
+  Optional<AnalResSummary> getInferenceResultSummary(Long id);
+
+  Page<InferenceResultDto.Geom> getInferenceGeomList(
+      Long id, InferenceResultDto.SearchGeoReq searchGeoReq);
+
+  Page<MapSheetAnalDataGeomEntity> listInferenceResultWithGeom(
+      List<Long> dataIds, SearchGeoReq searchReq);
+
+  List<Long> getSheets(Long id);
+
+  List<Dashboard> getDashboard(Long id);
+
+  List<MapSheetAnalDataEntity> listAnalyGeom(@NotNull Long id);
+}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetAnalDataRepositoryImpl.java
@@ -0,0 +1,371 @@
+package com.kamco.cd.kamcoback.postgres.repository.Inference;
+
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.AnalResList;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.AnalResSummary;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.Dashboard;
+import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.SearchGeoReq;
+import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataEntity;
+import com.kamco.cd.kamcoback.postgres.entity.MapSheetAnalDataGeomEntity;
+import com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalDataEntity;
+import com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalDataGeomEntity;
+import com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalEntity;
+import com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalSttcEntity;
+import com.kamco.cd.kamcoback.postgres.entity.QModelMngBakEntity;
+import com.kamco.cd.kamcoback.postgres.entity.QModelVerEntity;
+import com.querydsl.core.BooleanBuilder;
+import com.querydsl.core.types.Order;
+import com.querydsl.core.types.OrderSpecifier;
+import com.querydsl.core.types.Projections;
+import com.querydsl.core.types.dsl.BooleanExpression;
+import com.querydsl.core.types.dsl.Expressions;
+import com.querydsl.jpa.JPAExpressions;
+import com.querydsl.jpa.JPQLQuery;
+import com.querydsl.jpa.impl.JPAQuery;
+import com.querydsl.jpa.impl.JPAQueryFactory;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Optional;
+import lombok.RequiredArgsConstructor;
+import org.springframework.data.domain.Page;
+import org.springframework.data.domain.PageImpl;
+import org.springframework.data.domain.Pageable;
+import org.springframework.data.domain.Sort;
+import org.springframework.stereotype.Repository;
+
+@Repository
+@RequiredArgsConstructor
+public class MapSheetAnalDataRepositoryImpl implements MapSheetAnalDataRepositoryCustom {
+
+  private final JPAQueryFactory queryFactory;
+  private final QModelMngBakEntity tmm = QModelMngBakEntity.modelMngBakEntity;
+  private final QModelVerEntity tmv = QModelVerEntity.modelVerEntity;
+  private final QMapSheetAnalEntity mapSheetAnalEntity = QMapSheetAnalEntity.mapSheetAnalEntity;
+  private final QMapSheetAnalDataEntity mapSheetAnalDataEntity =
+      QMapSheetAnalDataEntity.mapSheetAnalDataEntity;
+  private final QMapSheetAnalDataGeomEntity mapSheetAnalDataGeomEntity =
+      QMapSheetAnalDataGeomEntity.mapSheetAnalDataGeomEntity;
+  private final QMapSheetAnalSttcEntity mapSheetAnalSttcEntity =
+      QMapSheetAnalSttcEntity.mapSheetAnalSttcEntity;
+
+  /**
+   * 분석결과 목록 조회
+   *
+   * @param searchReq
+   * @return
+   */
+  @Override
+  public Page<AnalResList> getInferenceResultList(InferenceResultDto.SearchReq searchReq) {
+    Pageable pageable = searchReq.toPageable();
+    // "0000" 전체조회
+    BooleanBuilder builder = new BooleanBuilder();
+    if (searchReq.getStatCode() != null && !"0000".equals(searchReq.getStatCode())) {
+      builder.and(mapSheetAnalEntity.analState.eq(searchReq.getStatCode()));
+    }
+
+    // 제목
+    if (searchReq.getTitle() != null) {
+      builder.and(mapSheetAnalEntity.analTitle.like("%" + searchReq.getTitle() + "%"));
+    }
+
+    List<AnalResList> content =
+        queryFactory
+            .select(
+                Projections.constructor(
+                    InferenceResultDto.AnalResList.class,
+                    mapSheetAnalEntity.id,
+                    mapSheetAnalEntity.analTitle,
+                    mapSheetAnalEntity.analMapSheet,
+                    mapSheetAnalEntity.detectingCnt,
+                    mapSheetAnalEntity.analStrtDttm,
+                    mapSheetAnalEntity.analEndDttm,
+                    mapSheetAnalEntity.analSec,
+                    mapSheetAnalEntity.analPredSec,
+                    mapSheetAnalEntity.analState,
+                    Expressions.stringTemplate(
+                        "fn_code_name({0}, {1})", "0002", mapSheetAnalEntity.analState),
+                    mapSheetAnalEntity.gukyuinUsed))
+            .from(mapSheetAnalEntity)
+            .where(builder)
+            .offset(pageable.getOffset())
+            .limit(pageable.getPageSize())
+            .orderBy(mapSheetAnalEntity.id.desc())
+            .fetch();
+
+    long total =
+        queryFactory
+            .select(mapSheetAnalEntity.id)
+            .from(mapSheetAnalEntity)
+            .where(builder)
+            .fetchCount();
+
+    return new PageImpl<>(content, pageable, total);
+  }
+
+  /**
+   * 분석결과 요약정보
+   *
+   * @param id
+   * @return
+   */
+  @Override
+  public Optional<AnalResSummary> getInferenceResultSummary(Long id) {
+
+    // 1. 최신 버전 UID를 가져오는 서브쿼리
+    JPQLQuery<Long> latestVerUidSub =
+        JPAExpressions.select(tmv.id.max()).from(tmv).where(tmv.modelUid.eq(tmm.id));
+
+    Optional<InferenceResultDto.AnalResSummary> content =
+        Optional.ofNullable(
+            queryFactory
+                .select(
+                    Projections.constructor(
+                        InferenceResultDto.AnalResSummary.class,
+                        mapSheetAnalEntity.id,
+                        mapSheetAnalEntity.analTitle,
+                        tmm.modelNm.concat(" ").concat(tmv.modelVer).as("modelInfo"),
+                        mapSheetAnalEntity.targetYyyy,
+                        mapSheetAnalEntity.compareYyyy,
+                        mapSheetAnalEntity.analMapSheet,
+                        mapSheetAnalEntity.analStrtDttm,
+                        mapSheetAnalEntity.analEndDttm,
+                        mapSheetAnalEntity.analSec,
+                        mapSheetAnalEntity.analPredSec,
+                        mapSheetAnalEntity.resultUrl,
+                        mapSheetAnalEntity.detectingCnt,
+                        mapSheetAnalEntity.accuracy,
+                        mapSheetAnalEntity.analState,
+                        Expressions.stringTemplate(
+                            "fn_code_name({0}, {1})", "0002", mapSheetAnalEntity.analState)))
+                .from(mapSheetAnalEntity)
+                .leftJoin(tmm)
+                .on(mapSheetAnalEntity.modelUid.eq(tmm.id))
+                .leftJoin(tmv)
+                .on(tmv.modelUid.eq(tmm.id).and(tmv.id.eq(latestVerUidSub)))
+                .where(mapSheetAnalEntity.id.eq(id))
+                .fetchOne());
+    return content;
+  }
+
+  /**
+   * 분석결과 상세 class name별 탐지 개수
+   *
+   * @param id
+   * @return
+   */
+  @Override
+  public List<Dashboard> getDashboard(Long id) {
+    return queryFactory
+        .select(
+            Projections.constructor(
+                Dashboard.class,
+                mapSheetAnalSttcEntity.id.classAfterCd,
+                mapSheetAnalSttcEntity.classAfterCnt.sum()))
+        .from(mapSheetAnalSttcEntity)
+        .where(mapSheetAnalSttcEntity.id.analUid.eq(id))
+        .groupBy(mapSheetAnalSttcEntity.id.classAfterCd)
+        .orderBy(mapSheetAnalSttcEntity.id.classAfterCd.asc())
+        .fetch();
+  }
+
+  @Override
+  public List<MapSheetAnalDataEntity> listAnalyGeom(Long id) {
+    QMapSheetAnalDataEntity analy = QMapSheetAnalDataEntity.mapSheetAnalDataEntity;
+    return queryFactory.selectFrom(analy).where(analy.analUid.eq(id)).fetch();
+  }
+
+  /**
+   * 분석결과 상세 목록
+   *
+   * @param searchReq
+   * @return
+   */
+  @Override
+  public Page<MapSheetAnalDataGeomEntity> listInferenceResultWithGeom(
+      List<Long> ids, SearchGeoReq searchReq) {
+
+    // 분석 차수
+    QMapSheetAnalDataGeomEntity detectedEntity =
+        QMapSheetAnalDataGeomEntity.mapSheetAnalDataGeomEntity;
+    Pageable pageable = searchReq.toPageable();
+
+    // 검색조건
+    JPAQuery<MapSheetAnalDataGeomEntity> query =
+        queryFactory
+            .selectFrom(detectedEntity)
+            .where(
+                detectedEntity.dataUid.in(ids),
+                eqTargetClass(detectedEntity, searchReq.getTargetClass()),
+                eqCompareClass(detectedEntity, searchReq.getCompareClass()),
+                containsMapSheetNum(detectedEntity, searchReq.getMapSheetNum()));
+
+    // count
+    long total = query.fetchCount();
+
+    // Pageable에서 정렬 가져오기, 없으면 기본 정렬(createdDttm desc) 사용
+    List<OrderSpecifier<?>> orders = getOrderSpecifiers(pageable.getSort());
+    if (orders.isEmpty()) {
+      orders.add(detectedEntity.createdDttm.desc());
+    }
+
+    List<MapSheetAnalDataGeomEntity> content =
+        query
+            .offset(pageable.getOffset())
+            .limit(pageable.getPageSize())
+            .orderBy(orders.toArray(new OrderSpecifier[0]))
+            .fetch();
+
+    return new PageImpl<>(content, pageable, total);
+  }
+
+  /**
+   * 분석결과 상세 목록
+   *
+   * @param searchGeoReq
+   * @return
+   */
+  @Override
+  public Page<InferenceResultDto.Geom> getInferenceGeomList(Long id, SearchGeoReq searchGeoReq) {
+    Pageable pageable = searchGeoReq.toPageable();
+    BooleanBuilder builder = new BooleanBuilder();
+
+    // 추론결과 id
+    builder.and(mapSheetAnalEntity.id.eq(id));
+
+    // 기준년도 분류
+    if (searchGeoReq.getTargetClass() != null && !searchGeoReq.getTargetClass().equals("")) {
+      builder.and(
+          mapSheetAnalDataGeomEntity
+              .classAfterCd
+              .toLowerCase()
+              .eq(searchGeoReq.getTargetClass().toLowerCase()));
+    }
+
+    // 비교년도 분류
+    if (searchGeoReq.getCompareClass() != null && !searchGeoReq.getCompareClass().equals("")) {
+      builder.and(
+          mapSheetAnalDataGeomEntity
+              .classBeforeCd
+              .toLowerCase()
+              .eq(searchGeoReq.getCompareClass().toLowerCase()));
+    }
+
+    // 분석도엽
+    if (searchGeoReq.getMapSheetNum() != null && !searchGeoReq.getMapSheetNum().isEmpty()) {
+      List<Long> mapSheetNum = searchGeoReq.getMapSheetNum();
+      builder.and(mapSheetAnalDataGeomEntity.mapSheetNum.in(mapSheetNum));
+    }
+
+    List<InferenceResultDto.Geom> content =
+        queryFactory
+            .select(
+                Projections.constructor(
+                    InferenceResultDto.Geom.class,
+                    mapSheetAnalDataGeomEntity.compareYyyy,
+                    mapSheetAnalDataGeomEntity.targetYyyy,
+                    mapSheetAnalDataGeomEntity.classBeforeCd,
+                    mapSheetAnalDataGeomEntity.classBeforeProb,
+                    mapSheetAnalDataGeomEntity.classAfterCd,
+                    mapSheetAnalDataGeomEntity.classAfterProb,
+                    mapSheetAnalDataGeomEntity.mapSheetNum,
+                    mapSheetAnalDataGeomEntity.geom,
+                    mapSheetAnalDataGeomEntity.geomCenter))
+            .from(mapSheetAnalEntity)
+            .join(mapSheetAnalDataEntity)
+            .on(mapSheetAnalDataEntity.analUid.eq(mapSheetAnalEntity.id))
+            .join(mapSheetAnalDataGeomEntity)
+            .on(mapSheetAnalDataGeomEntity.dataUid.eq(mapSheetAnalDataEntity.id))
+            .where(builder)
+            .offset(pageable.getOffset())
+            .limit(pageable.getPageSize())
+            .fetch();
+
+    long total =
+        queryFactory
+            .select(mapSheetAnalDataGeomEntity.id)
+            .from(mapSheetAnalEntity)
+            .join(mapSheetAnalDataEntity)
+            .on(mapSheetAnalDataEntity.analUid.eq(mapSheetAnalEntity.id))
+            .join(mapSheetAnalDataGeomEntity)
+            .on(mapSheetAnalDataGeomEntity.dataUid.eq(mapSheetAnalDataEntity.id))
+            .where(builder)
+            .fetchCount();
+
+    return new PageImpl<>(content, pageable, total);
+  }
+
+  /**
+   * 추론된 5000:1 도엽 목록
+   *
+   * @param id
+   * @return
+   */
+  @Override
+  public List<Long> getSheets(Long id) {
+    return queryFactory
+        .select(mapSheetAnalDataEntity.mapSheetNum)
+        .from(mapSheetAnalEntity)
+        .join(mapSheetAnalDataEntity)
+        .on(mapSheetAnalDataEntity.analUid.eq(mapSheetAnalEntity.id))
+        .where(mapSheetAnalEntity.id.eq(id))
+        .groupBy(mapSheetAnalDataEntity.mapSheetNum)
+        .fetch();
+  }
+
+  /** Pageable의 Sort를 QueryDSL OrderSpecifier로 변환 */
+  @SuppressWarnings({"unchecked", "rawtypes"})
+  private List<OrderSpecifier<?>> getOrderSpecifiers(Sort sort) {
+    List<OrderSpecifier<?>> orders = new ArrayList<>();
+
+    if (sort.isSorted()) {
+      QMapSheetAnalDataGeomEntity entity = QMapSheetAnalDataGeomEntity.mapSheetAnalDataGeomEntity;
+
+      for (Sort.Order order : sort) {
+        Order direction = order.isAscending() ? Order.ASC : Order.DESC;
+        String property = order.getProperty();
+
+        // 유효한 필드만 처리
+        switch (property) {
+          case "classBeforeCd" -> orders.add(new OrderSpecifier(direction, entity.classBeforeCd));
+          case "classBeforeProb" ->
+              orders.add(new OrderSpecifier(direction, entity.classBeforeProb));
+          case "classAfterCd" -> orders.add(new OrderSpecifier(direction, entity.classAfterCd));
+          case "classAfterProb" -> orders.add(new OrderSpecifier(direction, entity.classAfterProb));
+          case "mapSheetNum" -> orders.add(new OrderSpecifier(direction, entity.mapSheetNum));
+          case "compareYyyy" -> orders.add(new OrderSpecifier(direction, entity.compareYyyy));
+          case "targetYyyy" -> orders.add(new OrderSpecifier(direction, entity.targetYyyy));
+          case "area" -> orders.add(new OrderSpecifier(direction, entity.area));
+          case "createdDttm" -> orders.add(new OrderSpecifier(direction, entity.createdDttm));
+          case "updatedDttm" -> orders.add(new OrderSpecifier(direction, entity.updatedDttm));
+            // 유효하지 않은 필드는 무시
+          default -> {}
+        }
+      }
+    }
+
+    return orders;
+  }
+
+  private BooleanExpression eqTargetClass(
+      QMapSheetAnalDataGeomEntity detectedEntity, String targetClass) {
+    return targetClass != null && !targetClass.isEmpty()
+        ? detectedEntity.classAfterCd.toLowerCase().eq(targetClass.toLowerCase())
+        : null;
+  }
+
+  private BooleanExpression eqCompareClass(
+      QMapSheetAnalDataGeomEntity detectedEntity, String compareClass) {
+    return compareClass != null && !compareClass.isEmpty()
+        ? detectedEntity.classBeforeCd.toLowerCase().eq(compareClass.toLowerCase())
+        : null;
+  }
+
+  private BooleanExpression containsMapSheetNum(
+      QMapSheetAnalDataGeomEntity detectedEntity, List<Long> mapSheet) {
+    if (mapSheet == null || mapSheet.isEmpty()) {
+      return null;
+    }
+
+    return detectedEntity.mapSheetNum.in(mapSheet);
+  }
+}