feat/training_260202 #76
@@ -1,6 +1,8 @@
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package com.kamco.cd.training.postgres.core;
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import com.kamco.cd.training.postgres.repository.train.ModelTestMetricsJobRepository;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelMetricJsonDto;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelTestFileName;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ResponsePathDto;
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import java.util.List;
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import lombok.RequiredArgsConstructor;
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@@ -26,4 +28,12 @@ public class ModelTestMetricsJobCoreService {
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public void insertModelMetricsTest(List<Object[]> batchArgs) {
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modelTestMetricsJobRepository.insertModelMetricsTest(batchArgs);
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}
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public ModelMetricJsonDto getTestMetricPackingInfo(Long modelId) {
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return modelTestMetricsJobRepository.getTestMetricPackingInfo(modelId);
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}
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public ModelTestFileName findModelTestFileNames(Long modelId) {
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return modelTestMetricsJobRepository.findModelTestFileNames(modelId);
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}
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}
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@@ -1,5 +1,7 @@
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package com.kamco.cd.training.postgres.repository.train;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelMetricJsonDto;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelTestFileName;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ResponsePathDto;
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import java.util.List;
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@@ -10,4 +12,8 @@ public interface ModelTestMetricsJobRepositoryCustom {
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List<ResponsePathDto> getTestMetricSaveNotYetModelIds();
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void insertModelMetricsTest(List<Object[]> batchArgs);
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ModelMetricJsonDto getTestMetricPackingInfo(Long modelId);
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ModelTestFileName findModelTestFileNames(Long modelId);
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}
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@@ -1,9 +1,14 @@
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package com.kamco.cd.training.postgres.repository.train;
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import static com.kamco.cd.training.postgres.entity.QModelMasterEntity.modelMasterEntity;
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import static com.kamco.cd.training.postgres.entity.QModelMetricsTestEntity.modelMetricsTestEntity;
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import static com.kamco.cd.training.postgres.entity.QModelMetricsTrainEntity.modelMetricsTrainEntity;
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import com.kamco.cd.training.common.enums.TrainStatusType;
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import com.kamco.cd.training.postgres.entity.ModelMetricsTestEntity;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelMetricJsonDto;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelTestFileName;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.Properties;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ResponsePathDto;
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import com.querydsl.core.types.Projections;
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import com.querydsl.jpa.impl.JPAQueryFactory;
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@@ -70,4 +75,43 @@ public class ModelTestMetricsJobRepositoryImpl extends QuerydslRepositorySupport
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jdbcTemplate.batchUpdate(sql, batchArgs);
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}
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@Override
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public ModelMetricJsonDto getTestMetricPackingInfo(Long modelId) {
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return queryFactory
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.select(
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Projections.constructor(
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ModelMetricJsonDto.class,
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modelMasterEntity.modelNo,
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modelMasterEntity.modelVer,
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Projections.constructor(
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Properties.class,
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modelMetricsTestEntity.f1Score,
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modelMetricsTestEntity.precisions,
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modelMetricsTestEntity.recall,
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modelMetricsTestEntity.iou,
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modelMetricsTrainEntity.loss)))
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.from(modelMetricsTestEntity)
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.innerJoin(modelMasterEntity)
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.on(modelMetricsTestEntity.model.id.eq(modelMasterEntity.id))
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.innerJoin(modelMetricsTrainEntity)
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.on(
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modelMetricsTestEntity.model.eq(modelMetricsTrainEntity.model),
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modelMasterEntity.bestEpoch.eq(modelMetricsTrainEntity.epoch))
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.where(modelMetricsTestEntity.model.id.eq(modelId))
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.fetchOne();
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}
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@Override
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public ModelTestFileName findModelTestFileNames(Long modelId) {
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return queryFactory
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.select(
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Projections.constructor(
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ModelTestFileName.class, modelMetricsTestEntity.model1, modelMasterEntity.modelVer))
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.from(modelMetricsTestEntity)
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.innerJoin(modelMasterEntity)
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.on(modelMetricsTestEntity.model.id.eq(modelMasterEntity.id))
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.where(modelMetricsTestEntity.model.id.eq(modelId))
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.fetchOne();
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}
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}
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@@ -1,6 +1,8 @@
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package com.kamco.cd.training.train.dto;
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import com.fasterxml.jackson.annotation.JsonProperty;
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import io.swagger.v3.oas.annotations.media.Schema;
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import java.util.Properties;
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import java.util.UUID;
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import lombok.AllArgsConstructor;
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import lombok.Getter;
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@@ -20,4 +22,38 @@ public class ModelTrainMetricsDto {
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private String responsePath;
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private UUID uuid;
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}
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@Getter
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@AllArgsConstructor
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public static class ModelMetricJsonDto {
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@JsonProperty("cd_model_type")
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private String cdModelType;
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@JsonProperty("model_version")
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private String modelVersion;
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private Properties properties;
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}
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@Getter
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@AllArgsConstructor
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public static class Properties {
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@JsonProperty("f1_score")
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private Float f1Score;
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private Float precision;
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private Float recall;
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private Float loss;
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private Double iou;
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}
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@Getter
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@AllArgsConstructor
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public static class ModelTestFileName {
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private String bestEpochFileName;
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private String modelVersion;
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}
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}
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@@ -1,14 +1,26 @@
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package com.kamco.cd.training.train.service;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import com.fasterxml.jackson.databind.SerializationFeature;
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import com.kamco.cd.training.postgres.core.ModelTestMetricsJobCoreService;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelMetricJsonDto;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ModelTestFileName;
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import com.kamco.cd.training.train.dto.ModelTrainMetricsDto.ResponsePathDto;
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import java.io.BufferedReader;
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import java.io.IOException;
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import java.io.OutputStream;
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import java.nio.charset.StandardCharsets;
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import java.nio.file.Files;
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import java.nio.file.Path;
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import java.nio.file.Paths;
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import java.nio.file.StandardOpenOption;
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import java.util.ArrayList;
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import java.util.List;
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import java.util.Set;
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import java.util.stream.Collectors;
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import java.util.stream.Stream;
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import java.util.zip.ZipEntry;
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import java.util.zip.ZipOutputStream;
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import lombok.RequiredArgsConstructor;
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import lombok.extern.slf4j.Slf4j;
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import org.apache.commons.csv.CSVFormat;
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@@ -31,6 +43,9 @@ public class ModelTestMetricsJobService {
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@Value("${train.docker.responseDir}")
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private String responseDir;
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@Value("${file.pt-path}")
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private String ptPathDir;
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/**
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* 실행중인 profile
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*
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@@ -40,8 +55,8 @@ public class ModelTestMetricsJobService {
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return "local".equalsIgnoreCase(profile);
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}
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// @Scheduled(cron = "0 * * * * *")
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public void findTestValidMetricCsvFiles() {
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// @Scheduled(cron = "0 * * * * *")
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public void findTestValidMetricCsvFiles() throws IOException {
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// if (isLocalProfile()) {
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// return;
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// }
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@@ -100,7 +115,97 @@ public class ModelTestMetricsJobService {
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throw new RuntimeException(e);
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}
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// 패키징할 파일 만들기
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ModelMetricJsonDto jsonDto =
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modelTestMetricsJobCoreService.getTestMetricPackingInfo(modelInfo.getModelId());
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try {
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writeJsonFile(
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jsonDto,
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Paths.get(
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responseDir
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+ "/"
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+ modelInfo.getUuid()
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+ "/"
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+ jsonDto.getModelVersion()
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+ ".json"));
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} catch (IOException e) {
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throw new RuntimeException(e);
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}
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Path responsePath = Paths.get(responseDir + "/" + modelInfo.getUuid());
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ModelTestFileName fileInfo =
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modelTestMetricsJobCoreService.findModelTestFileNames(modelInfo.getModelId());
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Path zipPath =
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Paths.get(
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responseDir + "/" + modelInfo.getUuid() + "/" + fileInfo.getModelVersion() + ".zip");
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Set<String> targetNames =
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Set.of(
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"model_config.py",
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fileInfo.getBestEpochFileName() + ".pth",
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fileInfo.getModelVersion() + ".json");
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List<Path> files = new ArrayList<>();
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try (Stream<Path> s = Files.list(responsePath)) {
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files.addAll(
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s.filter(Files::isRegularFile)
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.filter(p -> targetNames.contains(p.getFileName().toString()))
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.collect(Collectors.toList()));
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} catch (IOException e) {
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throw new RuntimeException(e);
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}
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try (Stream<Path> s = Files.list(Path.of(ptPathDir))) {
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files.addAll(
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s.filter(Files::isRegularFile)
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.limit(1) // yolov8_6th-6m.pt 파일 1개만
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.collect(Collectors.toList()));
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} catch (IOException e) {
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throw new RuntimeException(e);
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}
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zipFiles(files, zipPath);
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modelTestMetricsJobCoreService.updateModelMetricsTrainSaveYn(modelInfo.getModelId(), "step2");
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}
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}
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private void writeJsonFile(Object data, Path outputPath) throws IOException {
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Path parent = outputPath.getParent();
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if (parent != null) {
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Files.createDirectories(parent);
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}
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ObjectMapper objectMapper = new ObjectMapper();
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objectMapper.enable(SerializationFeature.INDENT_OUTPUT);
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try (OutputStream os =
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Files.newOutputStream(
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outputPath, StandardOpenOption.CREATE, StandardOpenOption.TRUNCATE_EXISTING)) {
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objectMapper.writeValue(os, data);
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}
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}
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private void zipFiles(List<Path> files, Path zipPath) throws IOException {
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Path parent = zipPath.getParent();
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if (parent != null) {
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Files.createDirectories(parent);
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}
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try (ZipOutputStream zos = new ZipOutputStream(Files.newOutputStream(zipPath))) {
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for (Path file : files) {
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ZipEntry entry = new ZipEntry(file.getFileName().toString());
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zos.putNextEntry(entry);
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Files.copy(file, zos);
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zos.closeEntry();
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}
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}
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}
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}
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@@ -58,6 +58,9 @@ file:
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dataset-dir: /home/kcomu/data/request/
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dataset-tmp-dir: ${file.dataset-dir}tmp/
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pt-path: /home/kcomu/data/response/v6-cls-checkpoints/
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pt-FileName: yolov8_6th-6m.pt
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train:
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docker:
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image: "kamco-cd-train:latest"
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@@ -46,6 +46,20 @@ springdoc:
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member:
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init_password: kamco1234!
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swagger:
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local-port: 9080
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file:
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sync-root-dir: /app/original-images/
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sync-tmp-dir: ${file.sync-root-dir}tmp/
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sync-file-extention: tfw,tif
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dataset-dir: /home/kcomu/data/request/
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dataset-tmp-dir: ${file.dataset-dir}tmp/
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pt-path: /home/kcomu/data/response/v6-cls-checkpoints/
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pt-FileName: yolov8_6th-6m.pt
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train:
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docker:
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image: "kamco-cd-train:latest"
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@@ -54,3 +68,4 @@ train:
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containerPrefix: "kamco-cd-train"
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shmSize: "16g"
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ipcHost: true
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