성능정보 그래프 데이터 API 추가

2026-02-11 19:52:00 +09:00
parent 95548223cd
commit 35767adba1
6 changed files with 241 additions and 0 deletions
--- a/src/main/java/com/kamco/cd/training/model/ModelTrainDetailApiController.java
+++ b/src/main/java/com/kamco/cd/training/model/ModelTrainDetailApiController.java
@@ -3,6 +3,9 @@ package com.kamco.cd.training.model;
 import com.kamco.cd.training.config.api.ApiResponseDto;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferDetailDto;
 import com.kamco.cd.training.model.dto.ModelTrainMngDto.Basic;
 import com.kamco.cd.training.model.service.ModelTrainDetailService;
@@ -132,4 +135,69 @@ public class ModelTrainDetailApiController {
          UUID uuid) {
    return ApiResponseDto.ok(modelTrainDetailService.getTransferDetail(uuid));
  }
+
+  @Operation(summary = "모델관리 > 모델 상세 > 성능 정보 (Train)", description = "모델 상세 > 성능 정보 (Train) API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/metrics/train/{uuid}")
+  public ApiResponseDto<List<ModelTrainMetrics>> getModelTrainMetricResult(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelTrainMetricResult(uuid));
+  }
+
+  @Operation(
+      summary = "모델관리 > 모델 상세 > 성능 정보 (Validation)",
+      description = "모델 상세 > 성능 정보 (Validation) API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/metrics/validation/{uuid}")
+  public ApiResponseDto<List<ModelValidationMetrics>> getModelValidationMetricResult(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelValidationMetricResult(uuid));
+  }
+
+  @Operation(summary = "모델관리 > 모델 상세 > 성능 정보 (Test)", description = "모델 상세 > 성능 정보 (Test) API")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    schema = @Schema(implementation = TransferDetailDto.class))),
+        @ApiResponse(responseCode = "404", description = "데이터셋을 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/metrics/test/{uuid}")
+  public ApiResponseDto<List<ModelTestMetrics>> getModelTestMetricResult(
+      @Parameter(description = "모델 uuid", example = "95cb116c-380a-41c0-98d8-4d1142f15bbf")
+          @PathVariable
+          UUID uuid) {
+    return ApiResponseDto.ok(modelTrainDetailService.getModelTestMetricResult(uuid));
+  }
 }
--- a/src/main/java/com/kamco/cd/training/model/dto/ModelTrainDetailDto.java
+++ b/src/main/java/com/kamco/cd/training/model/dto/ModelTrainDetailDto.java
@@ -180,4 +180,55 @@ public class ModelTrainDetailDto {
    private TransferHyperSummary modelTrainHyper;
    private List<SelectDataSet> modelTrainDataset;
  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelTrainMetrics {
+    private Integer epoch;
+    private Long iteration;
+    private Double loss;
+    private Double lr;
+    private Float durationTime;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelValidationMetrics {
+
+    private Integer epoch;
+    private Float aAcc;
+    private Float mFscore;
+    private Float mPrecision;
+    private Float mRecall;
+    private Float mIou;
+    private Float mAcc;
+    private Float changedFscore;
+    private Float changedPrecision;
+    private Float changedRecall;
+    private Float unchangedFscore;
+    private Float unchangedPrecision;
+    private Float unchangedRecall;
+  }
+
+  @Getter
+  @Setter
+  @NoArgsConstructor
+  @AllArgsConstructor
+  public static class ModelTestMetrics {
+    private String model;
+    private Long tp;
+    private Long fp;
+    private Long fn;
+    private Float precision;
+    private Float recall;
+    private Float f1Score;
+    private Float accuracy;
+    private Float iou;
+    private Long detectionCount;
+    private Long gtCount;
+  }
 }
--- a/src/main/java/com/kamco/cd/training/model/service/ModelTrainDetailService.java
+++ b/src/main/java/com/kamco/cd/training/model/service/ModelTrainDetailService.java
@@ -6,6 +6,9 @@ import com.kamco.cd.training.model.dto.ModelConfigDto;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.DetailSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.HyperSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferDetailDto;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferHyperSummary;
 import com.kamco.cd.training.model.dto.ModelTrainMngDto.Basic;
@@ -96,4 +99,16 @@ public class ModelTrainDetailService {

    return transferDetailDto;
  }
+
+  public List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid) {
+    return modelTrainDetailCoreService.getModelTrainMetricResult(uuid);
+  }
+
+  public List<ModelValidationMetrics> getModelValidationMetricResult(UUID uuid) {
+    return modelTrainDetailCoreService.getModelValidationMetricResult(uuid);
+  }
+
+  public List<ModelTestMetrics> getModelTestMetricResult(UUID uuid) {
+    return modelTrainDetailCoreService.getModelTestMetricResult(uuid);
+  }
 }
--- a/src/main/java/com/kamco/cd/training/postgres/core/ModelTrainDetailCoreService.java
+++ b/src/main/java/com/kamco/cd/training/postgres/core/ModelTrainDetailCoreService.java
@@ -7,6 +7,9 @@ import com.kamco.cd.training.model.dto.ModelConfigDto;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.DetailSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.HyperSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferHyperSummary;
 import com.kamco.cd.training.model.dto.ModelTrainMngDto.Basic;
 import com.kamco.cd.training.postgres.entity.ModelMasterEntity;
@@ -77,4 +80,16 @@ public class ModelTrainDetailCoreService {
  public ModelConfigDto.Basic findModelConfig(Long modelId) {
    return modelConfigRepository.findModelConfigByModelId(modelId).orElse(null);
  }
+
+  public List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid) {
+    return modelDetailRepository.getModelTrainMetricResult(uuid);
+  }
+
+  public List<ModelValidationMetrics> getModelValidationMetricResult(UUID uuid) {
+    return modelDetailRepository.getModelValidationMetricResult(uuid);
+  }
+
+  public List<ModelTestMetrics> getModelTestMetricResult(UUID uuid) {
+    return modelDetailRepository.getModelTestMetricResult(uuid);
+  }
 }
--- a/src/main/java/com/kamco/cd/training/postgres/repository/model/ModelDetailRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/training/postgres/repository/model/ModelDetailRepositoryCustom.java
@@ -3,6 +3,9 @@ package com.kamco.cd.training.postgres.repository.model;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.DetailSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.HyperSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferHyperSummary;
 import com.kamco.cd.training.postgres.entity.ModelMasterEntity;
 import java.util.List;
@@ -22,4 +25,10 @@ public interface ModelDetailRepositoryCustom {
  List<MappingDataset> getByModelMappingDataset(UUID uuid);

  ModelMasterEntity findByModelByUUID(UUID uuid);
+
+  List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid);
+
+  List<ModelValidationMetrics> getModelValidationMetricResult(UUID uuid);
+
+  List<ModelTestMetrics> getModelTestMetricResult(UUID uuid);
 }
--- a/src/main/java/com/kamco/cd/training/postgres/repository/model/ModelDetailRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/training/postgres/repository/model/ModelDetailRepositoryImpl.java
@@ -5,10 +5,16 @@ import static com.kamco.cd.training.postgres.entity.QModelDatasetEntity.modelDat
 import static com.kamco.cd.training.postgres.entity.QModelDatasetMappEntity.modelDatasetMappEntity;
 import static com.kamco.cd.training.postgres.entity.QModelHyperParamEntity.modelHyperParamEntity;
 import static com.kamco.cd.training.postgres.entity.QModelMasterEntity.modelMasterEntity;
+import static com.kamco.cd.training.postgres.entity.QModelMetricsTestEntity.modelMetricsTestEntity;
+import static com.kamco.cd.training.postgres.entity.QModelMetricsTrainEntity.modelMetricsTrainEntity;
+import static com.kamco.cd.training.postgres.entity.QModelMetricsValidationEntity.modelMetricsValidationEntity;

 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.DetailSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.HyperSummary;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.MappingDataset;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTestMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelTrainMetrics;
+import com.kamco.cd.training.model.dto.ModelTrainDetailDto.ModelValidationMetrics;
 import com.kamco.cd.training.model.dto.ModelTrainDetailDto.TransferHyperSummary;
 import com.kamco.cd.training.postgres.entity.ModelMasterEntity;
 import com.kamco.cd.training.postgres.entity.QModelHyperParamEntity;
@@ -154,4 +160,81 @@ public class ModelDetailRepositoryImpl implements ModelDetailRepositoryCustom {
        .where(modelMasterEntity.uuid.eq(uuid))
        .fetchOne();
  }
+
+  @Override
+  public List<ModelTrainMetrics> getModelTrainMetricResult(UUID uuid) {
+    ModelMasterEntity modelMasterEntity = findByModelByUUID(uuid);
+    if (modelMasterEntity == null) {
+      return List.of();
+    }
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelTrainMetrics.class,
+                modelMetricsTrainEntity.epoch,
+                modelMetricsTrainEntity.iteration,
+                modelMetricsTrainEntity.loss,
+                modelMetricsTrainEntity.lr,
+                modelMetricsTrainEntity.durationTime))
+        .from(modelMetricsTrainEntity)
+        .where(modelMetricsTrainEntity.model.id.eq(modelMasterEntity.getId()))
+        .fetch();
+  }
+
+  @Override
+  public List<ModelValidationMetrics> getModelValidationMetricResult(UUID uuid) {
+    ModelMasterEntity modelMasterEntity = findByModelByUUID(uuid);
+    if (modelMasterEntity == null) {
+      return List.of();
+    }
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelValidationMetrics.class,
+                modelMetricsValidationEntity.epoch,
+                modelMetricsValidationEntity.aAcc,
+                modelMetricsValidationEntity.mFscore,
+                modelMetricsValidationEntity.mPrecision,
+                modelMetricsValidationEntity.mRecall,
+                modelMetricsValidationEntity.mIou,
+                modelMetricsValidationEntity.mAcc,
+                modelMetricsValidationEntity.changedFscore,
+                modelMetricsValidationEntity.changedPrecision,
+                modelMetricsValidationEntity.changedRecall,
+                modelMetricsValidationEntity.unchangedFscore,
+                modelMetricsValidationEntity.unchangedPrecision,
+                modelMetricsValidationEntity.unchangedRecall))
+        .from(modelMetricsValidationEntity)
+        .where(modelMetricsValidationEntity.model.id.eq(modelMasterEntity.getId()))
+        .fetch();
+  }
+
+  @Override
+  public List<ModelTestMetrics> getModelTestMetricResult(UUID uuid) {
+    ModelMasterEntity modelMasterEntity = findByModelByUUID(uuid);
+    if (modelMasterEntity == null) {
+      return List.of();
+    }
+
+    return queryFactory
+        .select(
+            Projections.constructor(
+                ModelTestMetrics.class,
+                modelMetricsTestEntity.model1,
+                modelMetricsTestEntity.tp,
+                modelMetricsTestEntity.fp,
+                modelMetricsTestEntity.fn,
+                modelMetricsTestEntity.precisions,
+                modelMetricsTestEntity.recall,
+                modelMetricsTestEntity.f1Score,
+                modelMetricsTestEntity.accuracy,
+                modelMetricsTestEntity.iou,
+                modelMetricsTestEntity.detectionCount,
+                modelMetricsTestEntity.gtCount))
+        .from(modelMetricsTestEntity)
+        .where(modelMetricsTestEntity.model.id.eq(modelMasterEntity.getId()))
+        .fetch();
+  }
 }