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성능정보 그래프 데이터 API 추가

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Gina(박가연)
2026-02-11 19:52:00 +09:00
parent 95548223cd
commit 35767adba1
6 changed files with 241 additions and 0 deletions
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68
src/main/java/com/kamco/cd/training/model/ModelTrainDetailApiController.java
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@@ -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));
}
}

51
src/main/java/com/kamco/cd/training/model/dto/ModelTrainDetailDto.java
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@@ -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;
}
}

15
src/main/java/com/kamco/cd/training/model/service/ModelTrainDetailService.java
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@@ -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);
}
}

15
src/main/java/com/kamco/cd/training/postgres/core/ModelTrainDetailCoreService.java
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@@ -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);
}
}

9
src/main/java/com/kamco/cd/training/postgres/repository/model/ModelDetailRepositoryCustom.java
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@@ -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);
}

83
src/main/java/com/kamco/cd/training/postgres/repository/model/ModelDetailRepositoryImpl.java
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@@ -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();
}
}