Merge pull request 'feat/training_260202' (#3) from feat/training_260202 into develop

Reviewed-on: #3
This commit was merged in pull request #3.
This commit is contained in:
2026-02-02 19:32:22 +09:00
9 changed files with 262 additions and 275 deletions

View File

@@ -16,7 +16,7 @@ import lombok.RequiredArgsConstructor;
import org.springframework.data.domain.Page;
import org.springframework.web.bind.annotation.*;
@Tag(name = "데이터 관리", description = "어드민 홈 > 학습데이터관리 > 전체데이터 API")
@Tag(name = "학습데이터 관리", description = "어드민 홈 > 학습데이터관리 > 전체데이터 API")
@RestController
@RequestMapping("/api/datasets")
@RequiredArgsConstructor
@@ -24,7 +24,7 @@ public class DatasetApiController {
private final DatasetService datasetService;
@Operation(summary = "데이터 목록 조회", description = "데이터셋(회차) 목록을 조회합니다.")
@Operation(summary = "학습데이터 관리 목록 조회", description = "학습데이터 목록을 조회합니다.")
@ApiResponses(
value = {
@ApiResponse(
@@ -55,7 +55,7 @@ public class DatasetApiController {
return ApiResponseDto.ok(datasetService.searchDatasets(searchReq));
}
@Operation(summary = "데이터 상세 조회", description = "데이터 상세 정보를 조회합니다.")
@Operation(summary = "학습데이터관리 상세 조회", description = "학습데이터관리 상세 정보를 조회합니다.")
@ApiResponses(
value = {
@ApiResponse(
@@ -73,7 +73,7 @@ public class DatasetApiController {
return ApiResponseDto.ok(datasetService.getDatasetDetail(uuid));
}
@Operation(summary = "데이터 등록", description = "신규 데이터셋(회차)을 생성합니다.")
@Operation(summary = "학습데이터 등록", description = "학습데이터 파일 업로드")
@ApiResponses(
value = {
@ApiResponse(
@@ -93,7 +93,7 @@ public class DatasetApiController {
return ApiResponseDto.createOK(id);
}
@Operation(summary = "데이터 수정", description = "데이터셋 정보를 수정합니다.")
@Operation(summary = "학습데이터 수정", description = "학습데이터 제목, 메모 수정")
@ApiResponses(
value = {
@ApiResponse(
@@ -114,7 +114,7 @@ public class DatasetApiController {
return ApiResponseDto.ok(uuid);
}
@Operation(summary = "데이터 삭제", description = "데이터셋을 삭제합니다.")
@Operation(summary = "학습데이터 삭제", description = "학습데이터 삭제합니다.(납품 데이터는 삭제 불가)")
@ApiResponses(
value = {
@ApiResponse(responseCode = "201", description = "삭제 성공", content = @Content),

View File

@@ -27,7 +27,7 @@ import org.springframework.web.bind.annotation.RestController;
@RestController
@RequiredArgsConstructor
@Tag(name = "모델관리", description = "모델관리 (학습 모델, 하이퍼파라미터, 메모)")
@Tag(name = "모델관리", description = "어드민 홈 > 모델학습관리 > 모델관리 > 목록")
@RequestMapping("/api/models")
public class ModelMngApiController {
private final ModelMngService modelMngService;

View File

@@ -138,7 +138,6 @@ public class HyperParamDto {
this.hueDelta = entity.getHueDelta();
// Legacy
this.dropoutRatio = entity.getDropoutRatio();
this.cnnFilterCnt = entity.getCnnFilterCnt();
// Common

View File

@@ -8,6 +8,7 @@ import jakarta.validation.constraints.NotNull;
import java.time.ZonedDateTime;
import java.util.List;
import java.util.Map;
import java.util.UUID;
import lombok.AllArgsConstructor;
import lombok.Builder;
import lombok.Getter;
@@ -27,14 +28,16 @@ public class ModelMngDto {
public static class Basic {
private Long id;
private String modelNm;
private UUID uuid;
private String modelVer;
@JsonFormatDttm private ZonedDateTime startDttm;
@JsonFormatDttm private ZonedDateTime trainingEndDttm;
@JsonFormatDttm private ZonedDateTime testEndDttm;
private String durationDttm;
private String processStage;
private String statusCd;
private String status;
@JsonFormatDttm private ZonedDateTime step1EndDttm;
@JsonFormatDttm private ZonedDateTime step1Duration;
@JsonFormatDttm private ZonedDateTime step2EndDttm;
@JsonFormatDttm private ZonedDateTime step2Duration;
private String step1Status;
private String step2Status;
private String transferStatus;
}
@Schema(name = "searchReq", description = "모델 관리 목록조회 파라미터")
@@ -75,11 +78,11 @@ public class ModelMngDto {
@JsonFormatDttm private ZonedDateTime step1EndDttm;
private String step1Duration;
private ZonedDateTime step1Duration;
@JsonFormatDttm private ZonedDateTime step2EndDttm;
private String step2Duration;
private ZonedDateTime step2Duration;
private Integer progressRate;
@JsonFormatDttm private ZonedDateTime createdDttm;
@@ -109,11 +112,11 @@ public class ModelMngDto {
@JsonFormatDttm private ZonedDateTime step1EndDttm;
private String step1Duration;
private ZonedDateTime step1Duration;
@JsonFormatDttm private ZonedDateTime step2EndDttm;
private String step2Duration;
private ZonedDateTime step2Duration;
@JsonFormatDttm private ZonedDateTime createdDttm;

View File

@@ -77,7 +77,6 @@ public class HyperParamCoreService {
.saturationRange(entity.getSaturationRange())
.hueDelta(entity.getHueDelta())
// Legacy
.dropoutRatio(entity.getDropoutRatio())
.cnnFilterCnt(entity.getCnnFilterCnt())
// Common
.memo(entity.getMemo())
@@ -247,10 +246,6 @@ public class HyperParamCoreService {
createReq.getHueDelta() != null ? createReq.getHueDelta() : baseEntity.getHueDelta());
// Legacy
entity.setDropoutRatio(
createReq.getDropoutRatio() != null
? createReq.getDropoutRatio()
: baseEntity.getDropoutRatio());
entity.setCnnFilterCnt(
createReq.getCnnFilterCnt() != null
? createReq.getCnnFilterCnt()

View File

@@ -50,10 +50,8 @@ public class ModelMngCoreService {
return ModelMngDto.Detail.builder()
.uuid(entity.getUuid().toString())
.modelVer(entity.getModelVer())
.hyperVer(entity.getHyperVer())
.epochVer(entity.getEpochVer())
.processStep(entity.getProcessStep())
.statusCd(entity.getStatusCd())
.trainStartDttm(entity.getTrainStartDttm())
.epochCnt(entity.getEpochCnt())
.datasetRatio(entity.getDatasetRatio())
@@ -97,7 +95,6 @@ public class ModelMngCoreService {
ModelMngDto.TrainListRes.builder()
.uuid(entity.getUuid().toString())
.modelVer(entity.getModelVer())
.status(entity.getStatusCd())
.processStep(entity.getProcessStep())
.trainStartDttm(entity.getTrainStartDttm())
.progressRate(entity.getProgressRate())
@@ -135,10 +132,8 @@ public class ModelMngCoreService {
public ModelTrainMasterEntity createTrainMaster(ModelMngDto.TrainStartReq trainReq) {
ModelTrainMasterEntity entity = new ModelTrainMasterEntity();
entity.setModelVer(trainReq.getHyperVer());
entity.setHyperVer(trainReq.getHyperVer());
entity.setEpochVer(String.valueOf(trainReq.getEpoch()));
entity.setProcessStep("STEP1");
entity.setStatusCd("READY");
entity.setTrainStartDttm(ZonedDateTime.now());
entity.setEpochCnt(trainReq.getEpoch());
entity.setDatasetRatio(trainReq.getDatasetRatio());
@@ -191,9 +186,9 @@ public class ModelMngCoreService {
ModelTrainMasterEntity entity = findByUuid(uuid);
// 진행 중인 모델은 삭제 불가
if ("RUNNING".equals(entity.getStatusCd())) {
throw new BadRequestException("진행 중인 모델은 삭제할 수 없습니다.");
}
// if ("RUNNING".equals(entity.getStatusCd())) {
// throw new BadRequestException("진행 중인 모델은 삭제할 수 없습니다.");
// }
entity.setDelYn(true);
entity.setUpdatedDttm(ZonedDateTime.now());

View File

@@ -2,231 +2,219 @@ package com.kamco.cd.training.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 lombok.AllArgsConstructor;
import java.util.UUID;
import lombok.Getter;
import lombok.NoArgsConstructor;
import lombok.Setter;
import org.hibernate.annotations.ColumnDefault;
@Getter
@Setter
@Entity
@NoArgsConstructor
@AllArgsConstructor
@Table(name = "tb_model_hyper_param")
@Table(name = "tb_model_hyper_params")
public class ModelHyperParamEntity {
@Id
@GeneratedValue(strategy = GenerationType.IDENTITY)
@Column(name = "hyper_param_id", nullable = false)
private Long id;
@NotNull
@ColumnDefault("gen_random_uuid()")
@Column(name = "uuid", nullable = false)
private UUID uuid = UUID.randomUUID();
@Size(max = 50)
@NotNull
@Column(name = "hyper_ver", nullable = false, length = 50)
private String hyperVer;
// ==================== Important Parameters ====================
@Size(max = 20)
@NotNull
@Column(name = "backbone", nullable = false, length = 20)
private String backbone;
@Size(max = 15)
@NotNull
@Column(name = "input_size", nullable = false, length = 15)
private String inputSize;
@Size(max = 15)
@NotNull
@Column(name = "crop_size", nullable = false, length = 15)
private String cropSize;
@NotNull
@Column(name = "epoch_cnt", nullable = false)
private Integer epochCnt;
@NotNull
@Column(name = "batch_size", nullable = false)
private Integer batchSize;
@NotNull
@Column(name = "drop_path_rate", nullable = false)
private Double dropPathRate;
@NotNull
@Column(name = "frozen_stages", nullable = false)
private Integer frozenStages;
@Size(max = 20)
@ColumnDefault("'large'")
@Column(name = "backbone", length = 20)
private String backbone = "large";
@Size(max = 20)
@ColumnDefault("'256,256'")
@Column(name = "input_size", length = 20)
private String inputSize = "256,256";
@Size(max = 20)
@ColumnDefault("'256,256'")
@Column(name = "crop_size", length = 20)
private String cropSize = "256,256";
@ColumnDefault("200")
@Column(name = "epoch_cnt")
private Integer epochCnt = 200;
@ColumnDefault("16")
@Column(name = "batch_size")
private Integer batchSize = 16;
// ==================== Model Architecture ====================
@ColumnDefault("0.3")
@Column(name = "drop_path_rate")
private Double dropPathRate = 0.3;
@ColumnDefault("-1")
@Column(name = "frozen_stages")
private Integer frozenStages = -1;
@Size(max = 20)
@ColumnDefault("'abs_diff'")
@Column(name = "neck_policy", length = 20)
private String neckPolicy = "abs_diff";
@Size(max = 255)
@ColumnDefault("'512,256,128,64'")
@Column(name = "decoder_channels", length = 255)
private String decoderChannels = "512,256,128,64";
@Size(max = 500)
@Column(name = "class_weight", length = 500)
private String classWeight;
@Column(name = "num_layers")
private Integer numLayers;
// ==================== Loss & Optimization ====================
@ColumnDefault("0.00006")
@Column(name = "learning_rate")
private Double learningRate = 0.00006;
@ColumnDefault("0.05")
@Column(name = "weight_decay")
private Double weightDecay = 0.05;
@ColumnDefault("0.9")
@Column(name = "layer_decay_rate")
private Double layerDecayRate = 0.9;
@ColumnDefault("true")
@Column(name = "ddp_find_unused_params")
private Boolean ddpFindUnusedParams = true;
@ColumnDefault("255")
@Column(name = "ignore_index")
private Integer ignoreIndex = 255;
// ==================== Data ====================
@ColumnDefault("16")
@Column(name = "train_num_workers")
private Integer trainNumWorkers = 16;
@ColumnDefault("8")
@Column(name = "val_num_workers")
private Integer valNumWorkers = 8;
@ColumnDefault("8")
@Column(name = "test_num_workers")
private Integer testNumWorkers = 8;
@ColumnDefault("true")
@Column(name = "train_shuffle")
private Boolean trainShuffle = true;
@ColumnDefault("true")
@Column(name = "train_persistent")
private Boolean trainPersistent = true;
@ColumnDefault("true")
@Column(name = "val_persistent")
private Boolean valPersistent = true;
// ==================== Evaluation ====================
@Size(max = 255)
@ColumnDefault("'mFscore,mIoU'")
@Column(name = "metrics", length = 255)
private String metrics = "mFscore,mIoU";
@NotNull
@Column(name = "neck_policy", nullable = false, length = 20)
private String neckPolicy;
@Size(max = 50)
@ColumnDefault("'changed_fscore'")
@Column(name = "save_best", length = 50)
private String saveBest = "changed_fscore";
@NotNull
@Column(name = "decoder_channels", nullable = false, length = 50)
private String decoderChannels;
@Size(max = 20)
@ColumnDefault("'greater'")
@Column(name = "save_best_rule", length = 20)
private String saveBestRule = "greater";
@Size(max = 50)
@NotNull
@Column(name = "class_weight", nullable = false, length = 50)
private String classWeight;
@ColumnDefault("10")
@Column(name = "val_interval")
private Integer valInterval = 10;
@NotNull
@Column(name = "num_layers", nullable = false)
private Integer numLayers;
@ColumnDefault("400")
@Column(name = "log_interval")
private Integer logInterval = 400;
@NotNull
@Column(name = "learning_rate", nullable = false)
private Double learningRate;
@ColumnDefault("1")
@Column(name = "vis_interval")
private Integer visInterval = 1;
@NotNull
@Column(name = "weight_decay", nullable = false)
private Double weightDecay;
// ==================== Hardware ====================
@NotNull
@Column(name = "layer_decay_rate", nullable = false)
private Double layerDecayRate;
@ColumnDefault("4")
@Column(name = "gpu_cnt")
private Integer gpuCnt = 4;
@NotNull
@Column(name = "ddp_find_unused_params", nullable = false)
private Boolean ddpFindUnusedParams = false;
@NotNull
@Column(name = "ignore_index", nullable = false)
private Integer ignoreIndex;
@NotNull
@Column(name = "train_num_workers", nullable = false)
private Integer trainNumWorkers;
@NotNull
@Column(name = "val_num_workers", nullable = false)
private Integer valNumWorkers;
@NotNull
@Column(name = "test_num_workers", nullable = false)
private Integer testNumWorkers;
@NotNull
@Column(name = "train_shuffle", nullable = false)
private Boolean trainShuffle = false;
@NotNull
@Column(name = "train_persistent", nullable = false)
private Boolean trainPersistent = false;
@NotNull
@Column(name = "val_persistent", nullable = false)
private Boolean valPersistent = false;
@Size(max = 100)
@ColumnDefault("'0,1,2,3'")
@Column(name = "gpu_ids", length = 100)
private String gpuIds = "0,1,2,3";
@NotNull
@Column(name = "metrics", nullable = false, length = 100)
private String metrics;
@Size(max = 30)
@NotNull
@Column(name = "save_best", nullable = false, length = 30)
private String saveBest;
@Size(max = 10)
@NotNull
@Column(name = "save_best_rule", nullable = false, length = 10)
private String saveBestRule;
@NotNull
@Column(name = "val_interval", nullable = false)
private Integer valInterval;
@NotNull
@Column(name = "log_interval", nullable = false)
private Integer logInterval;
@NotNull
@Column(name = "vis_interval", nullable = false)
private Integer visInterval;
@NotNull
@Column(name = "rot_prob", nullable = false)
private Double rotProb;
@NotNull
@Column(name = "flip_prob", nullable = false)
private Double flipProb;
@Size(max = 20)
@NotNull
@Column(name = "rot_degree", nullable = false, length = 20)
private String rotDegree;
@NotNull
@Column(name = "exchange_prob", nullable = false)
private Double exchangeProb;
@NotNull
@Column(name = "brightness_delta", nullable = false)
private Integer brightnessDelta;
@Size(max = 20)
@NotNull
@Column(name = "contrast_range", nullable = false, length = 20)
private String contrastRange;
@Size(max = 20)
@NotNull
@Column(name = "saturation_range", nullable = false, length = 20)
private String saturationRange;
@NotNull
@Column(name = "hue_delta", nullable = false)
private Integer hueDelta;
@NotNull
@Column(name = "gpu_cnt", nullable = false)
private Integer gpuCnt;
@Size(max = 50)
@Column(name = "gpu_ids", length = 50)
private String gpuIds;
@ColumnDefault("1122")
@Column(name = "master_port")
private Integer masterPort = 1122;
// ==================== Augmentation ====================
@ColumnDefault("0.5")
@Column(name = "rot_prob")
private Double rotProb = 0.5;
@ColumnDefault("0.5")
@Column(name = "flip_prob")
private Double flipProb = 0.5;
@Size(max = 20)
@ColumnDefault("'-20,20'")
@Column(name = "rot_degree", length = 20)
private String rotDegree = "-20,20";
@ColumnDefault("0.5")
@Column(name = "exchange_prob")
private Double exchangeProb = 0.5;
@ColumnDefault("10")
@Column(name = "brightness_delta")
private Integer brightnessDelta = 10;
@Size(max = 20)
@ColumnDefault("'0.8,1.2'")
@Column(name = "contrast_range", length = 20)
private String contrastRange = "0.8,1.2";
@Size(max = 20)
@ColumnDefault("'0.8,1.2'")
@Column(name = "saturation_range", length = 20)
private String saturationRange = "0.8,1.2";
@ColumnDefault("10")
@Column(name = "hue_delta")
private Integer hueDelta = 10;
// ==================== Legacy (deprecated) ====================
@Column(name = "cnn_filter_cnt")
private Integer cnnFilterCnt;
@Column(name = "dropout_ratio")
private Double dropoutRatio;
// ==================== Common ====================
private Integer masterPort;
@Column(name = "memo", length = Integer.MAX_VALUE)
private String memo;
@Size(max = 255)
@NotNull
@ColumnDefault("'N'")
@Column(name = "del_yn", length = 255)
private String delYn = "N";
@Column(name = "del_yn", nullable = false, length = Integer.MAX_VALUE)
private String delYn;
@ColumnDefault("now()")
@Column(name = "created_dttm")
@NotNull
@ColumnDefault("CURRENT_TIMESTAMP")
@Column(name = "created_dttm", nullable = false)
private ZonedDateTime createdDttm;
@Column(name = "cnn_filter_cnt")
private Integer cnnFilterCnt;
}

View File

@@ -3,10 +3,12 @@ package com.kamco.cd.training.postgres.entity;
import com.kamco.cd.training.model.dto.ModelMngDto;
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.PrePersist;
import jakarta.persistence.JoinColumn;
import jakarta.persistence.ManyToOne;
import jakarta.persistence.Table;
import jakarta.validation.constraints.NotNull;
import jakarta.validation.constraints.Size;
@@ -16,6 +18,8 @@ import java.util.UUID;
import lombok.Getter;
import lombok.Setter;
import org.hibernate.annotations.ColumnDefault;
import org.hibernate.annotations.OnDelete;
import org.hibernate.annotations.OnDeleteAction;
@Getter
@Setter
@@ -28,17 +32,14 @@ public class ModelTrainMasterEntity {
@Column(name = "model_uid", nullable = false)
private Long id;
@Column(name = "uuid", columnDefinition = "uuid", nullable = false, updatable = false)
private UUID uuid;
@Size(max = 50)
@NotNull
@Column(name = "model_ver", nullable = false, length = 50)
private String modelVer;
@Size(max = 50)
@Column(name = "hyper_ver", length = 50)
private String hyperVer;
@ManyToOne(fetch = FetchType.LAZY)
@JoinColumn(name = "hyper_ver")
private ModelHyperParamEntity hyperVer;
@Size(max = 50)
@Column(name = "epoch_ver", length = 50)
@@ -48,10 +49,6 @@ public class ModelTrainMasterEntity {
@Column(name = "process_step", length = 50)
private String processStep;
@Size(max = 20)
@Column(name = "status_cd", length = 20)
private String statusCd;
@Column(name = "train_start_dttm")
private ZonedDateTime trainStartDttm;
@@ -68,19 +65,18 @@ public class ModelTrainMasterEntity {
@Column(name = "step1_end_dttm")
private ZonedDateTime step1EndDttm;
@Size(max = 50)
@Column(name = "step1_duration", length = 50)
private String step1Duration;
private ZonedDateTime step1Duration;
@Column(name = "step2_end_dttm")
private ZonedDateTime step2EndDttm;
@Size(max = 50)
@Column(name = "step2_duration", length = 50)
private String step2Duration;
private ZonedDateTime step2Duration;
@NotNull
@ColumnDefault("false")
@Column(name = "del_yn")
@Column(name = "del_yn", nullable = false)
private Boolean delYn = false;
@Column(name = "created_uid")
@@ -113,19 +109,6 @@ public class ModelTrainMasterEntity {
@Column(name = "error_msg", length = Integer.MAX_VALUE)
private String errorMsg;
// ==================== Resume Training (학습 재시작) ====================
@Column(name = "last_checkpoint_epoch")
private Integer lastCheckpointEpoch;
@Size(max = 500)
@Column(name = "checkpoint_path", length = 500)
private String checkpointPath;
@ColumnDefault("false")
@Column(name = "can_resume")
private Boolean canResume = false;
@Column(name = "step2_start_dttm")
private Instant step2StartDttm;
@@ -136,35 +119,60 @@ public class ModelTrainMasterEntity {
@Column(name = "memo", length = Integer.MAX_VALUE)
private String memo;
@Column(name = "base_model_uid")
private Integer baseModelUid;
@ManyToOne(fetch = FetchType.LAZY)
@OnDelete(action = OnDeleteAction.SET_NULL)
@JoinColumn(name = "base_model_uid")
private ModelTrainMasterEntity baseModelUid;
@Size(max = 1000)
@Column(name = "pretrained_model_path", length = 1000)
private String pretrainedModelPath;
@PrePersist
public void prePersist() {
if (this.uuid == null) {
this.uuid = UUID.randomUUID();
}
}
@Column(name = "last_checkpoint_epoch")
private Integer lastCheckpointEpoch;
@Size(max = 500)
@ColumnDefault("NULL")
@Column(name = "checkpoint_path", length = 500)
private String checkpointPath;
@ColumnDefault("false")
@Column(name = "can_resume")
private Boolean canResume;
@NotNull
@ColumnDefault("uuid_generate_v4()")
@Column(name = "uuid", nullable = false)
private UUID uuid;
@Size(max = 10)
@Column(name = "step1_status", length = 10)
private String step1Status;
@Size(max = 10)
@Column(name = "step2_status", length = 10)
private String step2Status;
@Size(max = 10)
@Column(name = "transfer_status", length = 10)
private String transferStatus;
@Size(max = 10)
@Column(name = "status_cd", length = 10)
private String statusCd;
public ModelMngDto.Basic toDto() {
ModelMngDto.Basic dto = new ModelMngDto.Basic();
dto.setId(this.id);
dto.setModelNm(this.modelVer);
dto.setStartDttm(this.trainStartDttm);
dto.setTrainingEndDttm(this.step1EndDttm);
dto.setTestEndDttm(this.step2EndDttm);
dto.setDurationDttm(this.step2Duration);
dto.setProcessStage(this.processStep);
dto.setStatusCd(this.statusCd);
return dto;
}
/** UUID 필드가 제대로 설정되었는지 확인 (디버그용) */
public String getUuidString() {
return this.uuid != null ? this.uuid.toString() : null;
return new ModelMngDto.Basic(
this.id,
this.uuid,
this.modelVer,
this.trainStartDttm,
this.step1EndDttm,
this.step1Duration,
this.step2EndDttm,
this.step2Duration,
this.step1Status,
this.step2Status,
this.transferStatus);
}
}

View File

@@ -8,7 +8,6 @@ import com.querydsl.jpa.impl.JPAQueryFactory;
import java.util.List;
import java.util.Optional;
import lombok.RequiredArgsConstructor;
import org.apache.commons.lang3.StringUtils;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.PageImpl;
import org.springframework.data.domain.Pageable;
@@ -31,10 +30,10 @@ public class ModelMngRepositoryImpl implements ModelMngRepositoryCustom {
public Page<ModelTrainMasterEntity> findByModels(ModelMngDto.SearchReq searchReq) {
Pageable pageable = searchReq.toPageable();
BooleanBuilder builder = new BooleanBuilder();
if (StringUtils.isNotBlank(searchReq.getStatus())) {
builder.and(modelMng.statusCd.eq(searchReq.getStatus()));
}
//
// if (StringUtils.isNotBlank(searchReq.getStatus())) {
// builder.and(modelMng.statusCd.eq(searchReq.getStatus()));
// }
// Entity 직접 조회 (Projections 사용 지양)
List<ModelTrainMasterEntity> content =