diff --git 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
index a1d7afb6..0fc5874a 100644
--- 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
@@ -17,15 +17,20 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
 
   private final JPAQueryFactory queryFactory;
 
-  @PersistenceContext private final EntityManager em;
+  @PersistenceContext
+  private final EntityManager em;
 
-  /** tb_map_sheet_anal_data_inference */
+  /**
+   * tb_map_sheet_anal_data_inference
+   */
   private final QMapSheetAnalDataInferenceEntity inferenceEntity =
-      QMapSheetAnalDataInferenceEntity.mapSheetAnalDataInferenceEntity;
+    QMapSheetAnalDataInferenceEntity.mapSheetAnalDataInferenceEntity;
 
-  /** tb_map_sheet_anal_data_inference_geom */
+  /**
+   * tb_map_sheet_anal_data_inference_geom
+   */
   private final QMapSheetAnalDataInferenceGeomEntity inferenceGeomEntity =
-      QMapSheetAnalDataInferenceGeomEntity.mapSheetAnalDataInferenceGeomEntity;
+    QMapSheetAnalDataInferenceGeomEntity.mapSheetAnalDataInferenceGeomEntity;
 
   // ===============================
   // Upsert (Native only)
@@ -34,33 +39,28 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   @Override
   public int upsertGroupsFromMapSheetAnal() {
     String sql =
-        """
-        INSERT INTO tb_map_sheet_anal_inference (
-            compare_yyyy,
-            target_yyyy,
-            anal_map_sheet,
-            stage,
-            anal_title
-        )
-        SELECT
-                    r.input1 AS compare_yyyy,
-                    r.input2 AS target_yyyy,
-                    r.map_id AS anal_map_sheet,
-                    r.stage,
-                    CONCAT(r.stage ,'_', r.input1 ,'_', r.input2 ,'_', r.map_id) as anal_title
-                FROM inference_results r
-                GROUP BY r.stage, r.input1, r.input2, r.map_id
-        ON CONFLICT (compare_yyyy, target_yyyy, anal_map_sheet, stage)
-        DO UPDATE SET
-            updated_dttm  = now()
+      """
+
+          INSERT INTO tb_map_sheet_anal_inference (
+                                     compare_yyyy,
+                                     target_yyyy,
+                                     stage,
+                                     anal_title
+                                 )
+                                 SELECT
+                                     r.input1 AS compare_yyyy,
+                                     r.input2 AS target_yyyy,
+                                     r.stage,
+                                     CONCAT(r.stage ,'_', r.input1 ,'_', r.input2) AS anal_title
+                                 FROM inference_results r
+                                 GROUP BY r.stage, r.input1, r.input2;
         """;
 
     return em.createNativeQuery(sql).executeUpdate();
   }
 
   /**
-   * inference_results 테이블을 기준으로 분석 데이터 단위(stage, compare_yyyy, target_yyyy, map_sheet_num)를
-   * 생성/갱신한다.
+   * inference_results 테이블을 기준으로 분석 데이터 단위(stage, compare_yyyy, target_yyyy, map_sheet_num)를 생성/갱신한다.
    *
    * <p>- 최초 생성 시 file_created_yn = false - detecting_cnt는 inference_results 건수 기준
    *
@@ -70,7 +70,7 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   public int upsertGroupsFromInferenceResults() {
 
     String sql =
-        """
+      """
         INSERT INTO tb_map_sheet_anal_data_inference (
             stage,
             compare_yyyy,
@@ -113,7 +113,7 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   public int upsertGeomsFromInferenceResults() {
 
     String sql =
-        """
+      """
         INSERT INTO tb_map_sheet_anal_data_inference_geom (
             uuid, stage, cd_prob, compare_yyyy, target_yyyy, map_sheet_num,
             class_before_cd, class_before_prob, class_after_cd, class_after_prob,
@@ -188,12 +188,12 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   @Override
   public List<Long> findPendingDataUids(int limit) {
     return queryFactory
-        .select(inferenceEntity.id)
-        .from(inferenceEntity)
-        .where(inferenceEntity.fileCreatedYn.isFalse().or(inferenceEntity.fileCreatedYn.isNull()))
-        .orderBy(inferenceEntity.id.asc())
-        .limit(limit)
-        .fetch();
+      .select(inferenceEntity.id)
+      .from(inferenceEntity)
+      .where(inferenceEntity.fileCreatedYn.isFalse().or(inferenceEntity.fileCreatedYn.isNull()))
+      .orderBy(inferenceEntity.id.asc())
+      .limit(limit)
+      .fetch();
   }
 
   // ===============================
@@ -212,13 +212,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceEntity)
-            .set(inferenceEntity.fileCreatedYn, false)
-            .set(inferenceEntity.fileCreatedDttm, (ZonedDateTime) null)
-            .set(inferenceEntity.updatedDttm, now)
-            .where(inferenceEntity.id.eq(dataUid))
-            .execute();
+      queryFactory
+        .update(inferenceEntity)
+        .set(inferenceEntity.fileCreatedYn, false)
+        .set(inferenceEntity.fileCreatedDttm, (ZonedDateTime) null)
+        .set(inferenceEntity.updatedDttm, now)
+        .where(inferenceEntity.id.eq(dataUid))
+        .execute();
   }
 
   /**
@@ -231,13 +231,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceEntity)
-            .set(inferenceEntity.fileCreatedYn, true)
-            .set(inferenceEntity.fileCreatedDttm, now)
-            .set(inferenceEntity.updatedDttm, now)
-            .where(inferenceEntity.id.eq(dataUid))
-            .execute();
+      queryFactory
+        .update(inferenceEntity)
+        .set(inferenceEntity.fileCreatedYn, true)
+        .set(inferenceEntity.fileCreatedDttm, now)
+        .set(inferenceEntity.updatedDttm, now)
+        .where(inferenceEntity.id.eq(dataUid))
+        .execute();
   }
 
   /**
@@ -250,13 +250,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceGeomEntity)
-            .set(inferenceGeomEntity.fileCreatedYn, false)
-            .set(inferenceGeomEntity.fileCreatedDttm, (ZonedDateTime) null)
-            .set(inferenceGeomEntity.updatedDttm, now)
-            .where(inferenceGeomEntity.dataUid.eq(dataUid))
-            .execute();
+      queryFactory
+        .update(inferenceGeomEntity)
+        .set(inferenceGeomEntity.fileCreatedYn, false)
+        .set(inferenceGeomEntity.fileCreatedDttm, (ZonedDateTime) null)
+        .set(inferenceGeomEntity.updatedDttm, now)
+        .where(inferenceGeomEntity.dataUid.eq(dataUid))
+        .execute();
   }
 
   /**
@@ -274,13 +274,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceGeomEntity)
-            .set(inferenceGeomEntity.fileCreatedYn, true)
-            .set(inferenceGeomEntity.fileCreatedDttm, now)
-            .set(inferenceGeomEntity.updatedDttm, now)
-            .where(inferenceGeomEntity.geoUid.in(geoUids))
-            .execute();
+      queryFactory
+        .update(inferenceGeomEntity)
+        .set(inferenceGeomEntity.fileCreatedYn, true)
+        .set(inferenceGeomEntity.fileCreatedDttm, now)
+        .set(inferenceGeomEntity.updatedDttm, now)
+        .where(inferenceGeomEntity.geoUid.in(geoUids))
+        .execute();
   }
 
   // ===============================
@@ -294,18 +294,18 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
    */
   @Override
   public List<MapSheetAnalDataInferenceGeomEntity> findGeomEntitiesByDataUid(
-      Long dataUid, int limit) {
+    Long dataUid, int limit) {
     return queryFactory
-        .selectFrom(inferenceGeomEntity)
-        .where(
-            inferenceGeomEntity.dataUid.eq(dataUid),
-            inferenceGeomEntity.geom.isNotNull(),
-            inferenceGeomEntity
-                .fileCreatedYn
-                .isFalse()
-                .or(inferenceGeomEntity.fileCreatedYn.isNull()))
-        .orderBy(inferenceGeomEntity.geoUid.asc())
-        .limit(limit)
-        .fetch();
+      .selectFrom(inferenceGeomEntity)
+      .where(
+        inferenceGeomEntity.dataUid.eq(dataUid),
+        inferenceGeomEntity.geom.isNotNull(),
+        inferenceGeomEntity
+          .fileCreatedYn
+          .isFalse()
+          .or(inferenceGeomEntity.fileCreatedYn.isNull()))
+      .orderBy(inferenceGeomEntity.geoUid.asc())
+      .limit(limit)
+      .fetch();
   }
 }