추론 결과 조회 수정

2026-01-22 12:13:19 +09:00
parent c70abbdb6d
commit e2eb653df7
6 changed files with 530 additions and 441 deletions
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetLearnEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/MapSheetLearnEntity.java
@@ -25,9 +25,9 @@ public class MapSheetLearnEntity {
  @Id
  @GeneratedValue(strategy = GenerationType.SEQUENCE, generator = "tb_map_sheet_learn_id_gen")
  @SequenceGenerator(
-      name = "tb_map_sheet_learn_id_gen",
-      sequenceName = "tb_map_sheet_learn_uid",
-      allocationSize = 1)
+    name = "tb_map_sheet_learn_id_gen",
+    sequenceName = "tb_map_sheet_learn_uid",
+    allocationSize = 1)
  @Column(name = "id", nullable = false)
  private Long id;

@@ -191,18 +191,18 @@ public class MapSheetLearnEntity {

  public InferenceResultDto.ResultList toDto() {
    return new InferenceResultDto.ResultList(
-        this.uuid,
-        this.title,
-        this.stage,
-        this.status,
-        this.mapSheetCnt,
-        this.detectingCnt,
-        this.inferStartDttm,
-        this.inferEndDttm,
-        this.applyYn,
-        this.applyDttm,
-        this.compareYyyy,
-        this.targetYyyy,
-        this.uid);
+      this.uuid,
+      this.title,
+      this.stage,
+      this.status,
+      this.mapSheetCnt,
+      this.detectingCnt,
+      this.inferStartDttm,
+      this.inferEndDttm,
+      this.applyYn,
+      this.applyDttm,
+      this.compareYyyy,
+      this.targetYyyy,
+      this.uid);
  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/PnuEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/PnuEntity.java
@@ -0,0 +1,51 @@
+package com.kamco.cd.kamcoback.postgres.entity;
+
+import jakarta.persistence.Column;
+import jakarta.persistence.Entity;
+import jakarta.persistence.FetchType;
+import jakarta.persistence.GeneratedValue;
+import jakarta.persistence.GenerationType;
+import jakarta.persistence.Id;
+import jakarta.persistence.JoinColumn;
+import jakarta.persistence.ManyToOne;
+import jakarta.persistence.SequenceGenerator;
+import jakarta.persistence.Table;
+import jakarta.validation.constraints.NotNull;
+import jakarta.validation.constraints.Size;
+import java.time.OffsetDateTime;
+import lombok.Getter;
+import lombok.Setter;
+import org.hibernate.annotations.ColumnDefault;
+
+@Getter
+@Setter
+@Entity
+@Table(name = "tb_pnu")
+public class PnuEntity {
+
+  @Id
+  @GeneratedValue(strategy = GenerationType.SEQUENCE, generator = "tb_pnu_id_gen")
+  @SequenceGenerator(name = "tb_pnu_id_gen", sequenceName = "tb_pnu_uid", allocationSize = 1)
+  @Column(name = "id", nullable = false)
+  private Long id;
+
+  @NotNull
+  @ManyToOne(fetch = FetchType.LAZY, optional = false)
+  @JoinColumn(name = "geo_uid", nullable = false)
+  private MapSheetAnalDataInferenceGeomEntity geo;
+
+  @Size(max = 19)
+  @Column(name = "pnu", length = 19)
+  private String pnu;
+
+  @Column(name = "created_dttm")
+  private OffsetDateTime createdDttm;
+
+  @Column(name = "created_uid")
+  private Long createdUid;
+
+  @ColumnDefault("false")
+  @Column(name = "del_yn")
+  private Boolean delYn;
+
+}
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearn5kRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearn5kRepositoryImpl.java
@@ -1,8 +1,10 @@
 package com.kamco.cd.kamcoback.postgres.repository.Inference;

+import static com.kamco.cd.kamcoback.postgres.entity.QMapInkx50kEntity.mapInkx50kEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapInkx5kEntity.mapInkx5kEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetLearn5kEntity.mapSheetLearn5kEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetLearnEntity.mapSheetLearnEntity;
+import static com.querydsl.jpa.JPAExpressions.select;

 import com.kamco.cd.kamcoback.scheduler.dto.JobStatusDto;
 import com.querydsl.core.BooleanBuilder;
@@ -10,7 +12,6 @@ import com.querydsl.core.types.dsl.BooleanPath;
 import com.querydsl.core.types.dsl.Expressions;
 import com.querydsl.core.types.dsl.NumberPath;
 import com.querydsl.core.types.dsl.StringPath;
-import com.querydsl.jpa.JPAExpressions;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import java.util.List;
 import java.util.UUID;
@@ -55,22 +56,22 @@ public class MapSheetLearn5kRepositoryImpl implements MapSheetLearn5kRepositoryC
    }

    var learnIdSubQuery =
-        JPAExpressions.select(mapSheetLearnEntity.id)
-            .from(mapSheetLearnEntity)
-            .where(mapSheetLearnEntity.uuid.eq(uuid));
+      select(mapSheetLearnEntity.id)
+        .from(mapSheetLearnEntity)
+        .where(mapSheetLearnEntity.uuid.eq(uuid));

    queryFactory
-        .update(mapSheetLearn5kEntity)
-        .set(failPath, Boolean.TRUE)
-        .set(jobIdPath, jobDto.getId())
-        .set(errorMsgPath, jobDto.getErrorMessage())
-        .where(
-            mapSheetLearn5kEntity
-                .learn
-                .id
-                .eq(learnIdSubQuery)
-                .and(mapSheetLearn5kEntity.mapSheetNum.eq(Long.valueOf(jobDto.getSceneId()))))
-        .execute();
+      .update(mapSheetLearn5kEntity)
+      .set(failPath, Boolean.TRUE)
+      .set(jobIdPath, jobDto.getId())
+      .set(errorMsgPath, jobDto.getErrorMessage())
+      .where(
+        mapSheetLearn5kEntity
+          .learn
+          .id
+          .eq(learnIdSubQuery)
+          .and(mapSheetLearn5kEntity.mapSheetNum.eq(Long.valueOf(jobDto.getSceneId()))))
+      .execute();
  }

  @Override
@@ -102,21 +103,21 @@ public class MapSheetLearn5kRepositoryImpl implements MapSheetLearn5kRepositoryC
    }

    var learnIdSubQuery =
-        JPAExpressions.select(mapSheetLearnEntity.id)
-            .from(mapSheetLearnEntity)
-            .where(mapSheetLearnEntity.uuid.eq(uuid));
+      select(mapSheetLearnEntity.id)
+        .from(mapSheetLearnEntity)
+        .where(mapSheetLearnEntity.uuid.eq(uuid));

    queryFactory
-        .update(mapSheetLearn5kEntity)
-        .set(failPath, Boolean.FALSE)
-        .set(jobIdPath, jobDto.getId())
-        .where(
-            mapSheetLearn5kEntity
-                .learn
-                .id
-                .eq(learnIdSubQuery)
-                .and(mapSheetLearn5kEntity.mapSheetNum.eq(Long.valueOf(jobDto.getSceneId()))))
-        .execute();
+      .update(mapSheetLearn5kEntity)
+      .set(failPath, Boolean.FALSE)
+      .set(jobIdPath, jobDto.getId())
+      .where(
+        mapSheetLearn5kEntity
+          .learn
+          .id
+          .eq(learnIdSubQuery)
+          .and(mapSheetLearn5kEntity.mapSheetNum.eq(Long.valueOf(jobDto.getSceneId()))))
+      .execute();
  }

  @Override
@@ -152,16 +153,16 @@ public class MapSheetLearn5kRepositoryImpl implements MapSheetLearn5kRepositoryC
    }

    return queryFactory
-        .select(jobIdPath)
-        .from(mapSheetLearn5kEntity)
-        .join(mapSheetLearn5kEntity.learn, mapSheetLearnEntity)
-        .where(
-            mapSheetLearnEntity
-                .uuid
-                .eq(uuid)
-                .and(failPath.isFalse().or(failPath.isNull()))
-                .and(jobIdPath.in(failIds)))
-        .fetch();
+      .select(jobIdPath)
+      .from(mapSheetLearn5kEntity)
+      .join(mapSheetLearn5kEntity.learn, mapSheetLearnEntity)
+      .where(
+        mapSheetLearnEntity
+          .uuid
+          .eq(uuid)
+          .and(failPath.isFalse().or(failPath.isNull()))
+          .and(jobIdPath.in(failIds)))
+      .fetch();
  }

  @Override
@@ -194,31 +195,37 @@ public class MapSheetLearn5kRepositoryImpl implements MapSheetLearn5kRepositoryC
    }

    return queryFactory
-        .select(jobIdPath)
-        .from(mapSheetLearn5kEntity)
-        .join(mapSheetLearn5kEntity.learn, mapSheetLearnEntity)
-        .where(mapSheetLearnEntity.uuid.eq(uuid).and(jobIdPath.in(completedIds)))
-        .fetch();
+      .select(jobIdPath)
+      .from(mapSheetLearn5kEntity)
+      .join(mapSheetLearn5kEntity.learn, mapSheetLearnEntity)
+      .where(mapSheetLearnEntity.uuid.eq(uuid).and(jobIdPath.in(completedIds)))
+      .fetch();
  }

+  /**
+   * 추론 진행 도엽 목록
+   *
+   * @param uuid uuid
+   * @return
+   */
  @Override
  public List<String> getInferenceRunMapId(UUID uuid) {
    return queryFactory
-        .select(mapInkx5kEntity.mapidNm)
-        .from(mapSheetLearnEntity)
-        .innerJoin(mapSheetLearn5kEntity)
-        .on(mapSheetLearn5kEntity.learn.id.eq(mapSheetLearnEntity.id))
-        .innerJoin(mapInkx5kEntity)
-        .on(
-            Expressions.booleanTemplate(
-                    "function('regexp_match', {0}, '^[0-9]+$') is not null",
-                    mapInkx5kEntity.mapidcdNo)
-                .and(
-                    mapSheetLearn5kEntity.mapSheetNum.eq(
-                        Expressions.numberTemplate(
-                            Long.class, "cast({0} as long)", mapInkx5kEntity.mapidcdNo))))
-        .where(mapSheetLearnEntity.uuid.eq(uuid))
-        .groupBy(mapInkx5kEntity.mapidNm)
-        .fetch();
+      .select(mapInkx50kEntity.mapidNm.concat(mapInkx50kEntity.mapidcdNo))
+      .from(mapInkx50kEntity)
+      .join(mapInkx5kEntity).on(mapInkx5kEntity.mapInkx50k.fid.eq(mapInkx50kEntity.fid))
+      .where(
+        mapInkx5kEntity.mapidcdNo.in(
+          select(
+            Expressions.stringTemplate("CAST({0} AS text)", mapSheetLearn5kEntity.mapSheetNum)
+          )
+            .from(mapSheetLearnEntity)
+            .join(mapSheetLearn5kEntity).on(mapSheetLearn5kEntity.learn.id.eq(mapSheetLearnEntity.id))
+            .where(mapSheetLearnEntity.uuid.eq(uuid))
+        )
+      )
+      .groupBy(mapInkx50kEntity.mapidcdNo, mapInkx50kEntity.mapidNm)
+      .orderBy(mapInkx50kEntity.mapidNm.asc())
+      .fetch();
  }
 }
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearnRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/MapSheetLearnRepositoryImpl.java
@@ -7,6 +7,7 @@ import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalDataInferenceG
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalInferenceEntity.mapSheetAnalInferenceEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetAnalSttcEntity.mapSheetAnalSttcEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QMapSheetLearnEntity.mapSheetLearnEntity;
+import static com.kamco.cd.kamcoback.postgres.entity.QPnuEntity.pnuEntity;
 import static com.kamco.cd.kamcoback.postgres.entity.QSystemMetricEntity.systemMetricEntity;

 import com.kamco.cd.kamcoback.common.exception.CustomApiException;
@@ -28,6 +29,8 @@ import com.querydsl.core.types.dsl.BooleanExpression;
 import com.querydsl.core.types.dsl.CaseBuilder;
 import com.querydsl.core.types.dsl.Expressions;
 import com.querydsl.core.types.dsl.NumberExpression;
+import com.querydsl.core.types.dsl.StringExpression;
+import com.querydsl.jpa.JPAExpressions;
 import com.querydsl.jpa.impl.JPAQueryFactory;
 import java.time.OffsetDateTime;
 import java.util.List;
@@ -55,7 +58,7 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
    BooleanBuilder builder = new BooleanBuilder();

    NumberExpression<Integer> statusOrder =
-        new CaseBuilder().when(mapSheetLearnEntity.status.eq("Y")).then(0).otherwise(1);
+      new CaseBuilder().when(mapSheetLearnEntity.status.eq("Y")).then(0).otherwise(1);

    // 국유인 반영 여부
    if (StringUtils.isNotBlank(req.getApplyYn())) {
@@ -69,10 +72,10 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
    // 국유인 반영일
    if (req.getStrtDttm() != null && req.getEndDttm() != null) {
      builder.and(
-          mapSheetLearnEntity
-              .applyDttm
-              .goe(DateRange.start(req.getStrtDttm()))
-              .and(mapSheetLearnEntity.applyDttm.lt(DateRange.end(req.getEndDttm()))));
+        mapSheetLearnEntity
+          .applyDttm
+          .goe(DateRange.start(req.getStrtDttm()))
+          .and(mapSheetLearnEntity.applyDttm.lt(DateRange.end(req.getEndDttm()))));
    }

    // 제목
@@ -81,21 +84,21 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
    }

    List<MapSheetLearnEntity> content =
-        queryFactory
-            .select(mapSheetLearnEntity)
-            .from(mapSheetLearnEntity)
-            .where(builder)
-            .offset(pageable.getOffset())
-            .limit(pageable.getPageSize())
-            .orderBy(mapSheetLearnEntity.id.desc())
-            .fetch();
+      queryFactory
+        .select(mapSheetLearnEntity)
+        .from(mapSheetLearnEntity)
+        .where(builder)
+        .offset(pageable.getOffset())
+        .limit(pageable.getPageSize())
+        .orderBy(mapSheetLearnEntity.id.desc())
+        .fetch();

    Long total =
-        queryFactory
-            .select(mapSheetLearnEntity.count())
-            .from(mapSheetLearnEntity)
-            .where(builder)
-            .fetchOne();
+      queryFactory
+        .select(mapSheetLearnEntity.count())
+        .from(mapSheetLearnEntity)
+        .where(builder)
+        .fetchOne();

    return new PageImpl<>(content, pageable, total == null ? 0L : total);
  }
@@ -103,10 +106,10 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
  @Override
  public Optional<MapSheetLearnEntity> getInferenceResultByUuid(UUID uuid) {
    return Optional.ofNullable(
-        queryFactory
-            .selectFrom(mapSheetLearnEntity)
-            .where(mapSheetLearnEntity.uuid.eq(uuid))
-            .fetchOne());
+      queryFactory
+        .selectFrom(mapSheetLearnEntity)
+        .where(mapSheetLearnEntity.uuid.eq(uuid))
+        .fetchOne());
  }

  @Override
@@ -115,44 +118,44 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
    BooleanBuilder builder = new BooleanBuilder();

    List<OffsetDateTime> latestIds =
-        queryFactory
-            .select(systemMetricEntity.timestamp.max())
-            .from(systemMetricEntity)
-            .groupBy(systemMetricEntity.serverName)
-            .fetch();
+      queryFactory
+        .select(systemMetricEntity.timestamp.max())
+        .from(systemMetricEntity)
+        .groupBy(systemMetricEntity.serverName)
+        .fetch();

    List<OffsetDateTime> latestGpuIds =
-        queryFactory
-            .select(gpuMetricEntity.timestamp.max())
-            .from(gpuMetricEntity)
-            .groupBy(gpuMetricEntity.serverName)
-            .fetch();
+      queryFactory
+        .select(gpuMetricEntity.timestamp.max())
+        .from(gpuMetricEntity)
+        .groupBy(gpuMetricEntity.serverName)
+        .fetch();

    List<InferenceServerStatusDto> foundContent =
-        queryFactory
-            .select(
-                Projections.constructor(
-                    InferenceServerStatusDto.class,
-                    systemMetricEntity.serverName,
-                    systemMetricEntity.cpuUser,
-                    systemMetricEntity.cpuSystem,
-                    systemMetricEntity.memused,
-                    systemMetricEntity.kbmemused,
-                    gpuMetricEntity.gpuUtil
-                    // gpuMetricEntity.gpuMemUsed,
-                    // gpuMetricEntity.gpuMemTotal
-                    ))
-            .from(systemMetricEntity)
-            .leftJoin(gpuMetricEntity)
-            .on(
-                gpuMetricEntity
-                    .timestamp
-                    .in(latestGpuIds)
-                    .and(gpuMetricEntity.serverName.eq(systemMetricEntity.serverName)))
-            .where(systemMetricEntity.timestamp.in(latestIds)) // In 절 사용
-            .orderBy(systemMetricEntity.serverName.asc())
-            .limit(4)
-            .fetch();
+      queryFactory
+        .select(
+          Projections.constructor(
+            InferenceServerStatusDto.class,
+            systemMetricEntity.serverName,
+            systemMetricEntity.cpuUser,
+            systemMetricEntity.cpuSystem,
+            systemMetricEntity.memused,
+            systemMetricEntity.kbmemused,
+            gpuMetricEntity.gpuUtil
+            // gpuMetricEntity.gpuMemUsed,
+            // gpuMetricEntity.gpuMemTotal
+          ))
+        .from(systemMetricEntity)
+        .leftJoin(gpuMetricEntity)
+        .on(
+          gpuMetricEntity
+            .timestamp
+            .in(latestGpuIds)
+            .and(gpuMetricEntity.serverName.eq(systemMetricEntity.serverName)))
+        .where(systemMetricEntity.timestamp.in(latestIds)) // In 절 사용
+        .orderBy(systemMetricEntity.serverName.asc())
+        .limit(4)
+        .fetch();

    return foundContent;
  }
@@ -160,11 +163,11 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
  @Override
  public Optional<MapSheetLearnEntity> getInferenceResultByStatus(String status) {
    return Optional.ofNullable(
-        queryFactory
-            .selectFrom(mapSheetLearnEntity)
-            .where(mapSheetLearnEntity.status.eq(status))
-            .limit(1)
-            .fetchOne());
+      queryFactory
+        .selectFrom(mapSheetLearnEntity)
+        .where(mapSheetLearnEntity.status.eq(status))
+        .limit(1)
+        .fetchOne());
  }

  /**
@@ -183,46 +186,46 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
    QModelMngEntity m3Model = new QModelMngEntity("m3Model");

    InferenceStatusDetailDto foundContent =
-        queryFactory
-            .select(
-                Projections.constructor(
-                    InferenceStatusDetailDto.class,
-                    mapSheetLearnEntity.detectingCnt,
-                    mapSheetLearnEntity.m1PendingJobs,
-                    mapSheetLearnEntity.m2PendingJobs,
-                    mapSheetLearnEntity.m3PendingJobs,
-                    mapSheetLearnEntity.m1CompletedJobs,
-                    mapSheetLearnEntity.m2CompletedJobs,
-                    mapSheetLearnEntity.m3CompletedJobs,
-                    mapSheetLearnEntity.m1FailedJobs,
-                    mapSheetLearnEntity.m2FailedJobs,
-                    mapSheetLearnEntity.m3FailedJobs,
-                    mapSheetLearnEntity.m1ModelStartDttm,
-                    mapSheetLearnEntity.m2ModelStartDttm,
-                    mapSheetLearnEntity.m3ModelStartDttm,
-                    mapSheetLearnEntity.m1ModelEndDttm,
-                    mapSheetLearnEntity.m2ModelEndDttm,
-                    mapSheetLearnEntity.m3ModelEndDttm,
-                    mapSheetLearnEntity.title,
-                    mapSheetLearnEntity.compareYyyy,
-                    mapSheetLearnEntity.targetYyyy,
-                    mapSheetLearnEntity.stage,
-                    mapSheetLearnEntity.inferStartDttm,
-                    mapSheetLearnEntity.inferEndDttm,
-                    mapSheetLearnEntity.detectOption,
-                    mapSheetLearnEntity.mapSheetScope,
-                    m1Model.modelVer.as("model1Ver"),
-                    m2Model.modelVer.as("model2Ver"),
-                    m3Model.modelVer.as("model3Ver")))
-            .from(mapSheetLearnEntity)
-            .leftJoin(m1Model)
-            .on(m1Model.uuid.eq(mapSheetLearnEntity.m1ModelUuid))
-            .leftJoin(m2Model)
-            .on(m2Model.uuid.eq(mapSheetLearnEntity.m2ModelUuid))
-            .leftJoin(m3Model)
-            .on(m3Model.uuid.eq(mapSheetLearnEntity.m3ModelUuid))
-            .where(mapSheetLearnEntity.uuid.eq(uuid))
-            .fetchOne();
+      queryFactory
+        .select(
+          Projections.constructor(
+            InferenceStatusDetailDto.class,
+            mapSheetLearnEntity.detectingCnt,
+            mapSheetLearnEntity.m1PendingJobs,
+            mapSheetLearnEntity.m2PendingJobs,
+            mapSheetLearnEntity.m3PendingJobs,
+            mapSheetLearnEntity.m1CompletedJobs,
+            mapSheetLearnEntity.m2CompletedJobs,
+            mapSheetLearnEntity.m3CompletedJobs,
+            mapSheetLearnEntity.m1FailedJobs,
+            mapSheetLearnEntity.m2FailedJobs,
+            mapSheetLearnEntity.m3FailedJobs,
+            mapSheetLearnEntity.m1ModelStartDttm,
+            mapSheetLearnEntity.m2ModelStartDttm,
+            mapSheetLearnEntity.m3ModelStartDttm,
+            mapSheetLearnEntity.m1ModelEndDttm,
+            mapSheetLearnEntity.m2ModelEndDttm,
+            mapSheetLearnEntity.m3ModelEndDttm,
+            mapSheetLearnEntity.title,
+            mapSheetLearnEntity.compareYyyy,
+            mapSheetLearnEntity.targetYyyy,
+            mapSheetLearnEntity.stage,
+            mapSheetLearnEntity.inferStartDttm,
+            mapSheetLearnEntity.inferEndDttm,
+            mapSheetLearnEntity.detectOption,
+            mapSheetLearnEntity.mapSheetScope,
+            m1Model.modelVer.as("model1Ver"),
+            m2Model.modelVer.as("model2Ver"),
+            m3Model.modelVer.as("model3Ver")))
+        .from(mapSheetLearnEntity)
+        .leftJoin(m1Model)
+        .on(m1Model.uuid.eq(mapSheetLearnEntity.m1ModelUuid))
+        .leftJoin(m2Model)
+        .on(m2Model.uuid.eq(mapSheetLearnEntity.m2ModelUuid))
+        .leftJoin(m3Model)
+        .on(m3Model.uuid.eq(mapSheetLearnEntity.m3ModelUuid))
+        .where(mapSheetLearnEntity.uuid.eq(uuid))
+        .fetchOne();

    return foundContent;
  }
@@ -233,30 +236,30 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
    QModelMngEntity model = new QModelMngEntity("model");

    InferenceProgressDto dto =
-        queryFactory
-            .select(
-                Projections.constructor(
-                    InferenceProgressDto.class,
-                    Projections.constructor(
-                        InferenceProgressDto.pred_requests_areas.class,
-                        mapSheetLearnEntity.compareYyyy,
-                        mapSheetLearnEntity.targetYyyy,
-                        mapSheetLearnEntity.modelComparePath,
-                        mapSheetLearnEntity.modelTargetPath),
-                    model.modelVer.as("modelVer"),
-                    model.cdModelPath.as("cdModelPath"),
-                    model.cdModelFileName.as("cdModelFileName"),
-                    model.cdModelConfigPath.as("cdModelConfigPath"),
-                    model.cdModelConfigFileName.as("cdModelConfigFileName"),
-                    model.clsModelPath,
-                    model.clsModelFileName,
-                    model.clsModelVersion,
-                    model.priority))
-            .from(mapSheetLearnEntity)
-            .join(model)
-            .on(model.uuid.eq(modelUuid))
-            .where(mapSheetLearnEntity.id.eq(id))
-            .fetchOne();
+      queryFactory
+        .select(
+          Projections.constructor(
+            InferenceProgressDto.class,
+            Projections.constructor(
+              InferenceProgressDto.pred_requests_areas.class,
+              mapSheetLearnEntity.compareYyyy,
+              mapSheetLearnEntity.targetYyyy,
+              mapSheetLearnEntity.modelComparePath,
+              mapSheetLearnEntity.modelTargetPath),
+            model.modelVer.as("modelVer"),
+            model.cdModelPath.as("cdModelPath"),
+            model.cdModelFileName.as("cdModelFileName"),
+            model.cdModelConfigPath.as("cdModelConfigPath"),
+            model.cdModelConfigFileName.as("cdModelConfigFileName"),
+            model.clsModelPath,
+            model.clsModelFileName,
+            model.clsModelVersion,
+            model.priority))
+        .from(mapSheetLearnEntity)
+        .join(model)
+        .on(model.uuid.eq(modelUuid))
+        .where(mapSheetLearnEntity.id.eq(id))
+        .fetchOne();
    return dto;
  }

@@ -267,26 +270,26 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
   */
  public MapSheetLearnEntity getProcessing() {
    return queryFactory
-        .select(mapSheetLearnEntity)
-        .from(mapSheetLearnEntity)
-        .where(mapSheetLearnEntity.status.eq("IN_PROGRESS"))
-        .fetchOne();
+      .select(mapSheetLearnEntity)
+      .from(mapSheetLearnEntity)
+      .where(mapSheetLearnEntity.status.eq("IN_PROGRESS"))
+      .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();
+      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;
  }
@@ -298,30 +301,30 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto
    QModelMngEntity m3 = new QModelMngEntity("m3");

    return queryFactory
-        .select(
-            Projections.constructor(
-                AnalResultInfo.class,
-                mapSheetLearnEntity.title,
-                m1.modelVer,
-                m2.modelVer,
-                m3.modelVer,
-                mapSheetLearnEntity.compareYyyy,
-                mapSheetLearnEntity.targetYyyy,
-                mapSheetLearnEntity.detectOption,
-                mapSheetLearnEntity.mapSheetScope,
-                mapSheetLearnEntity.inferStartDttm,
-                mapSheetLearnEntity.inferEndDttm,
-                mapSheetLearnEntity.stage,
-                Expressions.stringTemplate("substring({0} from 1 for 8)", mapSheetLearnEntity.uid)))
-        .from(mapSheetLearnEntity)
-        .leftJoin(m1)
-        .on(mapSheetLearnEntity.m1ModelUuid.eq(m1.uuid))
-        .leftJoin(m2)
-        .on(mapSheetLearnEntity.m2ModelUuid.eq(m2.uuid))
-        .leftJoin(m3)
-        .on(mapSheetLearnEntity.m3ModelUuid.eq(m3.uuid))
-        .where(mapSheetLearnEntity.uuid.eq(uuid))
-        .fetchOne();
+      .select(
+        Projections.constructor(
+          AnalResultInfo.class,
+          mapSheetLearnEntity.title,
+          m1.modelVer,
+          m2.modelVer,
+          m3.modelVer,
+          mapSheetLearnEntity.compareYyyy,
+          mapSheetLearnEntity.targetYyyy,
+          mapSheetLearnEntity.detectOption,
+          mapSheetLearnEntity.mapSheetScope,
+          mapSheetLearnEntity.inferStartDttm,
+          mapSheetLearnEntity.inferEndDttm,
+          mapSheetLearnEntity.stage,
+          Expressions.stringTemplate("substring({0} from 1 for 8)", mapSheetLearnEntity.uid)))
+      .from(mapSheetLearnEntity)
+      .leftJoin(m1)
+      .on(mapSheetLearnEntity.m1ModelUuid.eq(m1.uuid))
+      .leftJoin(m2)
+      .on(mapSheetLearnEntity.m2ModelUuid.eq(m2.uuid))
+      .leftJoin(m3)
+      .on(mapSheetLearnEntity.m3ModelUuid.eq(m3.uuid))
+      .where(mapSheetLearnEntity.uuid.eq(uuid))
+      .fetchOne();
  }

  @Override
@@ -329,28 +332,28 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto

    // analUid로 분석 정보 조회
    MapSheetLearnEntity learnEntity =
-        queryFactory
-            .selectFrom(mapSheetLearnEntity)
-            .where(mapSheetLearnEntity.uuid.eq(uuid))
-            .fetchOne();
+      queryFactory
+        .selectFrom(mapSheetLearnEntity)
+        .where(mapSheetLearnEntity.uuid.eq(uuid))
+        .fetchOne();

    if (Objects.isNull(learnEntity)) {
      throw new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND);
    }

    return queryFactory
-        .select(
-            Projections.constructor(
-                Dashboard.class,
-                mapSheetAnalSttcEntity.id.classAfterCd.toUpperCase(),
-                mapSheetAnalSttcEntity.classAfterCnt.sum()))
-        .from(mapSheetAnalInferenceEntity)
-        .innerJoin(mapSheetAnalSttcEntity)
-        .on(mapSheetAnalInferenceEntity.id.eq(mapSheetAnalSttcEntity.id.analUid))
-        .where(mapSheetAnalInferenceEntity.learnId.eq(learnEntity.getId()))
-        .groupBy(mapSheetAnalSttcEntity.id.classAfterCd)
-        .orderBy(mapSheetAnalSttcEntity.id.classAfterCd.asc())
-        .fetch();
+      .select(
+        Projections.constructor(
+          Dashboard.class,
+          mapSheetAnalSttcEntity.id.classAfterCd.toUpperCase(),
+          mapSheetAnalSttcEntity.classAfterCnt.sum()))
+      .from(mapSheetAnalInferenceEntity)
+      .innerJoin(mapSheetAnalSttcEntity)
+      .on(mapSheetAnalInferenceEntity.id.eq(mapSheetAnalSttcEntity.id.analUid))
+      .where(mapSheetAnalInferenceEntity.learnId.eq(learnEntity.getId()))
+      .groupBy(mapSheetAnalSttcEntity.id.classAfterCd)
+      .orderBy(mapSheetAnalSttcEntity.id.classAfterCd.asc())
+      .fetch();
  }

  /**
@@ -366,10 +369,10 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto

    // 1) 분석 엔티티 조회
    MapSheetLearnEntity analEntity =
-        queryFactory
-            .selectFrom(mapSheetLearnEntity)
-            .where(mapSheetLearnEntity.uuid.eq(uuid))
-            .fetchOne();
+      queryFactory
+        .selectFrom(mapSheetLearnEntity)
+        .where(mapSheetLearnEntity.uuid.eq(uuid))
+        .fetchOne();

    if (analEntity == null) {
      throw new CustomApiException("NOT_FOUND_DATA", HttpStatus.NOT_FOUND);
@@ -380,22 +383,22 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto

    if (searchGeoReq.getTargetClass() != null && !searchGeoReq.getTargetClass().isBlank()) {
      where.and(
-          mapSheetAnalDataInferenceGeomEntity.classAfterCd.eq(
-              searchGeoReq.getTargetClass().toLowerCase()));
+        mapSheetAnalDataInferenceGeomEntity.classAfterCd.eq(
+          searchGeoReq.getTargetClass().toLowerCase()));
    }

    if (searchGeoReq.getCompareClass() != null && !searchGeoReq.getCompareClass().isBlank()) {
      where.and(
-          mapSheetAnalDataInferenceGeomEntity.classBeforeCd.eq(
-              searchGeoReq.getCompareClass().toLowerCase()));
+        mapSheetAnalDataInferenceGeomEntity.classBeforeCd.eq(
+          searchGeoReq.getCompareClass().toLowerCase()));
    }

    if (searchGeoReq.getMapSheetNum() != null) {
      //
      // where.and(mapSheetAnalDataInferenceGeomEntity.mapSheetNum.eq(searchGeoReq.getMapSheetNum()));
      where.and(
-          mapSheetAnalDataInferenceGeomEntity.mapSheetNum.like(
-              "%" + searchGeoReq.getMapSheetNum() + "%"));
+        mapSheetAnalDataInferenceGeomEntity.mapSheetNum.like(
+          "%" + searchGeoReq.getMapSheetNum() + "%"));
    }

    where.and(mapSheetAnalDataInferenceGeomEntity.classAfterCd.isNotNull());
@@ -405,56 +408,66 @@ public class MapSheetLearnRepositoryImpl implements MapSheetLearnRepositoryCusto

    // 3) inkx 조인 조건: JPQL/HQL에서 '~' 불가 → function('regexp_match', ...) 사용
    BooleanExpression inkxIsNumeric =
-        Expressions.booleanTemplate(
-            "function('regexp_match', {0}, '^[0-9]+$') is not null", mapInkx5kEntity.mapidcdNo);
+      Expressions.booleanTemplate(
+        "function('regexp_match', {0}, '^[0-9]+$') is not null", mapInkx5kEntity.mapidcdNo);

    NumberExpression<Long> inkxNoAsLong =
-        Expressions.numberTemplate(Long.class, "cast({0} as long)", mapInkx5kEntity.mapidcdNo);
+      Expressions.numberTemplate(Long.class, "cast({0} as long)", mapInkx5kEntity.mapidcdNo);
+
+    StringExpression pnu =
+      Expressions.stringTemplate(
+        "coalesce(({0}), '')",
+        JPAExpressions
+          .select(Expressions.stringTemplate("string_agg({0}, ',')", pnuEntity.pnu))
+          .from(pnuEntity)
+          .where(pnuEntity.geo.geoUid.eq(mapSheetAnalDataInferenceGeomEntity.geoUid))
+      );

    // 4) content
    List<Geom> content =
-        queryFactory
-            .select(
-                Projections.constructor(
-                    Geom.class,
-                    mapSheetAnalDataInferenceGeomEntity.uuid,
-                    mapSheetAnalDataInferenceGeomEntity.resultUid,
-                    mapSheetAnalDataInferenceGeomEntity.compareYyyy,
-                    mapSheetAnalDataInferenceGeomEntity.targetYyyy,
-                    mapSheetAnalDataInferenceGeomEntity.cdProb,
-                    mapSheetAnalDataInferenceGeomEntity.classBeforeCd,
-                    mapSheetAnalDataInferenceGeomEntity.classBeforeProb,
-                    mapSheetAnalDataInferenceGeomEntity.classAfterCd,
-                    mapSheetAnalDataInferenceGeomEntity.classAfterProb,
-                    mapSheetAnalDataInferenceGeomEntity.mapSheetNum,
-                    mapInkx5kEntity.mapidNm,
-                    Expressions.stringTemplate(
-                        "substring({0} from 1 for 8)",
-                        mapSheetAnalDataInferenceGeomEntity.resultUid)))
-            .from(mapSheetAnalInferenceEntity)
-            .join(mapSheetAnalDataInferenceEntity)
-            .on(mapSheetAnalDataInferenceEntity.analUid.eq(mapSheetAnalInferenceEntity.id))
-            .join(mapSheetAnalDataInferenceGeomEntity)
-            .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
-            .join(mapInkx5kEntity)
-            .on(inkxIsNumeric.and(mapSheetAnalDataInferenceGeomEntity.mapSheetNum.eq(inkxNoAsLong)))
-            .where(where)
-            .orderBy(mapSheetAnalDataInferenceGeomEntity.geoUid.desc())
-            .offset(pageable.getOffset())
-            .limit(pageable.getPageSize())
-            .fetch();
+      queryFactory
+        .select(
+          Projections.constructor(
+            Geom.class,
+            mapSheetAnalDataInferenceGeomEntity.uuid,
+            mapSheetAnalDataInferenceGeomEntity.resultUid,
+            mapSheetAnalDataInferenceGeomEntity.compareYyyy,
+            mapSheetAnalDataInferenceGeomEntity.targetYyyy,
+            mapSheetAnalDataInferenceGeomEntity.cdProb,
+            mapSheetAnalDataInferenceGeomEntity.classBeforeCd,
+            mapSheetAnalDataInferenceGeomEntity.classBeforeProb,
+            mapSheetAnalDataInferenceGeomEntity.classAfterCd,
+            mapSheetAnalDataInferenceGeomEntity.classAfterProb,
+            mapSheetAnalDataInferenceGeomEntity.mapSheetNum,
+            mapInkx5kEntity.mapidNm,
+            Expressions.stringTemplate(
+              "substring({0} from 1 for 8)",
+              mapSheetAnalDataInferenceGeomEntity.resultUid
+            ), pnu))
+        .from(mapSheetAnalInferenceEntity)
+        .join(mapSheetAnalDataInferenceEntity)
+        .on(mapSheetAnalDataInferenceEntity.analUid.eq(mapSheetAnalInferenceEntity.id))
+        .join(mapSheetAnalDataInferenceGeomEntity)
+        .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
+        .join(mapInkx5kEntity)
+        .on(inkxIsNumeric.and(mapSheetAnalDataInferenceGeomEntity.mapSheetNum.eq(inkxNoAsLong)))
+        .where(where)
+        .orderBy(mapSheetAnalDataInferenceGeomEntity.geoUid.desc())
+        .offset(pageable.getOffset())
+        .limit(pageable.getPageSize())
+        .fetch();

    // 5) total (조인 최소화 유지)
    Long total =
-        queryFactory
-            .select(mapSheetAnalDataInferenceGeomEntity.geoUid.count())
-            .from(mapSheetAnalInferenceEntity)
-            .join(mapSheetAnalDataInferenceEntity)
-            .on(mapSheetAnalDataInferenceEntity.analUid.eq(mapSheetAnalInferenceEntity.id))
-            .join(mapSheetAnalDataInferenceGeomEntity)
-            .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
-            .where(where)
-            .fetchOne();
+      queryFactory
+        .select(mapSheetAnalDataInferenceGeomEntity.geoUid.count())
+        .from(mapSheetAnalInferenceEntity)
+        .join(mapSheetAnalDataInferenceEntity)
+        .on(mapSheetAnalDataInferenceEntity.analUid.eq(mapSheetAnalInferenceEntity.id))
+        .join(mapSheetAnalDataInferenceGeomEntity)
+        .on(mapSheetAnalDataInferenceGeomEntity.dataUid.eq(mapSheetAnalDataInferenceEntity.id))
+        .where(where)
+        .fetchOne();

    return new PageImpl<>(content, pageable, total == null ? 0L : total);
  }