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Gina(박가연)
2026-02-11 18:49:59 +09:00
parent 2cfa2adcf5
commit b6338bce8e
13 changed files with 559 additions and 12 deletions
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157
src/main/java/com/kamco/cd/training/schedule/service/ModelTestMetricsJobService.java Normal file
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package com.kamco.cd.training.schedule.service;
import com.jcraft.jsch.ChannelSftp;
import com.jcraft.jsch.JSch;
import com.jcraft.jsch.Session;
import com.kamco.cd.training.postgres.core.ModelTrainMetricsJobCoreService;
import java.io.BufferedReader;
import java.io.IOException;
import java.nio.charset.StandardCharsets;
import java.nio.file.Files;
import java.nio.file.Paths;
import java.util.ArrayList;
import java.util.List;
import lombok.RequiredArgsConstructor;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.csv.CSVFormat;
import org.apache.commons.csv.CSVParser;
import org.apache.commons.csv.CSVRecord;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.scheduling.annotation.Scheduled;
import org.springframework.stereotype.Service;
@Slf4j
@Service
@RequiredArgsConstructor
public class ModelTestMetricsJobService {
private final ModelTrainMetricsJobCoreService modelTrainMetricsJobCoreService;
@Value("${spring.profiles.active}")
private String profile;
/**
* 실행중인 profile
*
* @return
*/
private boolean isLocalProfile() {
return "local".equalsIgnoreCase(profile);
}
@Scheduled(cron = "0 * * * * *")
public void findTestValidMetricCsvFiles() {
// if (isLocalProfile()) {
// return;
// }
List<Long> modelIds =
modelTrainMetricsJobCoreService
.getTrainMetricSaveNotYetModelIds(); // TODO: uid, uuid ? 가져오기로 해야함
if (modelIds.isEmpty()) {
return;
}
Session session = null;
ChannelSftp sftp = null;
JSch jsch = new JSch();
// try {
// session = jsch.getSession("kcomu", "192.168.2.86", 22);
// session.setPassword("Kamco2025!");
//
// Properties config = new Properties();
// config.put("StrictHostKeyChecking", "no");
// session.setConfig(config);
//
// session.connect();
//
// sftp = (ChannelSftp) session.openChannel("sftp");
// sftp.connect();
// InputStream csvInputStream =
// sftp.get("/home/kcomu/data/response/test/metrics/train.csv");
String localPath = "C:\\data\\upload\\train.csv";
try (BufferedReader reader =
Files.newBufferedReader(Paths.get(localPath), StandardCharsets.UTF_8); ) {
log.info("### localPath={}", localPath);
CSVParser parser = CSVFormat.DEFAULT.withFirstRecordAsHeader().parse(reader);
List<Object[]> batchArgs = new ArrayList<>();
for (CSVRecord record : parser) {
int epoch = Integer.parseInt(record.get("Epoch"));
long iteration = Long.parseLong(record.get("Iteration"));
double Loss = Double.parseDouble(record.get("Loss"));
double LR = Double.parseDouble(record.get("LR"));
float time = Float.parseFloat(record.get("Time"));
batchArgs.add(new Object[] {modelIds.getFirst(), epoch, iteration, Loss, LR, time});
}
modelTrainMetricsJobCoreService.insertModelMetricsTrain(batchArgs);
} catch (IOException e) {
throw new RuntimeException(e);
}
String validationPath = "C:\\data\\upload\\val.csv";
try (BufferedReader reader =
Files.newBufferedReader(Paths.get(validationPath), StandardCharsets.UTF_8); ) {
log.info("### validationPath={}", validationPath);
CSVParser parser = CSVFormat.DEFAULT.withFirstRecordAsHeader().parse(reader);
List<Object[]> batchArgs = new ArrayList<>();
for (CSVRecord record : parser) {
int epoch = Integer.parseInt(record.get("Epoch"));
float aAcc = Float.parseFloat(record.get("aAcc"));
float mFscore = Float.parseFloat(record.get("mFscore"));
float mPrecision = Float.parseFloat(record.get("mPrecision"));
float mRecall = Float.parseFloat(record.get("mRecall"));
float mIoU = Float.parseFloat(record.get("mIoU"));
float mAcc = Float.parseFloat(record.get("mAcc"));
float changed_fscore = Float.parseFloat(record.get("changed_fscore"));
float changed_precision = Float.parseFloat(record.get("changed_precision"));
float changed_recall = Float.parseFloat(record.get("changed_recall"));
float unchanged_fscore = Float.parseFloat(record.get("unchanged_fscore"));
float unchanged_precision = Float.parseFloat(record.get("unchanged_precision"));
float unchanged_recall = Float.parseFloat(record.get("unchanged_recall"));
batchArgs.add(
new Object[] {
modelIds.getFirst(),
epoch,
aAcc,
mFscore,
mPrecision,
mRecall,
mIoU,
mAcc,
changed_fscore,
changed_precision,
changed_recall,
unchanged_fscore,
unchanged_precision,
unchanged_recall
});
}
modelTrainMetricsJobCoreService.insertModelMetricsValidation(batchArgs);
} catch (IOException e) {
throw new RuntimeException(e);
}
// } catch (JSchException | SftpException e) {
// throw new RuntimeException(e);
// }
modelTrainMetricsJobCoreService.updateModelMetricsTrainSaveYn(modelIds.getFirst(), "step1");
}
}

157
src/main/java/com/kamco/cd/training/schedule/service/ModelTrainMetricsJobService.java Normal file
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package com.kamco.cd.training.schedule.service;
import com.jcraft.jsch.ChannelSftp;
import com.jcraft.jsch.JSch;
import com.jcraft.jsch.Session;
import com.kamco.cd.training.postgres.core.ModelTrainMetricsJobCoreService;
import java.io.BufferedReader;
import java.io.IOException;
import java.nio.charset.StandardCharsets;
import java.nio.file.Files;
import java.nio.file.Paths;
import java.util.ArrayList;
import java.util.List;
import lombok.RequiredArgsConstructor;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.csv.CSVFormat;
import org.apache.commons.csv.CSVParser;
import org.apache.commons.csv.CSVRecord;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.scheduling.annotation.Scheduled;
import org.springframework.stereotype.Service;
@Slf4j
@Service
@RequiredArgsConstructor
public class ModelTrainMetricsJobService {
private final ModelTrainMetricsJobCoreService modelTrainMetricsJobCoreService;
@Value("${spring.profiles.active}")
private String profile;
/**
* 실행중인 profile
*
* @return
*/
private boolean isLocalProfile() {
return "local".equalsIgnoreCase(profile);
}
@Scheduled(cron = "0 0/5 * * * *")
public void findTrainValidMetricCsvFiles() {
if (isLocalProfile()) {
return;
}
List<Long> modelIds =
modelTrainMetricsJobCoreService
.getTrainMetricSaveNotYetModelIds(); // TODO: uid, uuid ? 가져오기로 해야함
if (modelIds.isEmpty()) {
return;
}
Session session = null;
ChannelSftp sftp = null;
JSch jsch = new JSch();
// try {
// session = jsch.getSession("kcomu", "192.168.2.86", 22);
// session.setPassword("Kamco2025!");
//
// Properties config = new Properties();
// config.put("StrictHostKeyChecking", "no");
// session.setConfig(config);
//
// session.connect();
//
// sftp = (ChannelSftp) session.openChannel("sftp");
// sftp.connect();
// InputStream csvInputStream =
// sftp.get("/home/kcomu/data/response/test/metrics/train.csv");
String localPath = "C:\\data\\upload\\train.csv";
try (BufferedReader reader =
Files.newBufferedReader(Paths.get(localPath), StandardCharsets.UTF_8); ) {
log.info("### localPath={}", localPath);
CSVParser parser = CSVFormat.DEFAULT.withFirstRecordAsHeader().parse(reader);
List<Object[]> batchArgs = new ArrayList<>();
for (CSVRecord record : parser) {
int epoch = Integer.parseInt(record.get("Epoch"));
long iteration = Long.parseLong(record.get("Iteration"));
double Loss = Double.parseDouble(record.get("Loss"));
double LR = Double.parseDouble(record.get("LR"));
float time = Float.parseFloat(record.get("Time"));
batchArgs.add(new Object[] {modelIds.getFirst(), epoch, iteration, Loss, LR, time});
}
modelTrainMetricsJobCoreService.insertModelMetricsTrain(batchArgs);
} catch (IOException e) {
throw new RuntimeException(e);
}
String validationPath = "C:\\data\\upload\\val.csv";
try (BufferedReader reader =
Files.newBufferedReader(Paths.get(validationPath), StandardCharsets.UTF_8); ) {
log.info("### validationPath={}", validationPath);
CSVParser parser = CSVFormat.DEFAULT.withFirstRecordAsHeader().parse(reader);
List<Object[]> batchArgs = new ArrayList<>();
for (CSVRecord record : parser) {
int epoch = Integer.parseInt(record.get("Epoch"));
float aAcc = Float.parseFloat(record.get("aAcc"));
float mFscore = Float.parseFloat(record.get("mFscore"));
float mPrecision = Float.parseFloat(record.get("mPrecision"));
float mRecall = Float.parseFloat(record.get("mRecall"));
float mIoU = Float.parseFloat(record.get("mIoU"));
float mAcc = Float.parseFloat(record.get("mAcc"));
float changed_fscore = Float.parseFloat(record.get("changed_fscore"));
float changed_precision = Float.parseFloat(record.get("changed_precision"));
float changed_recall = Float.parseFloat(record.get("changed_recall"));
float unchanged_fscore = Float.parseFloat(record.get("unchanged_fscore"));
float unchanged_precision = Float.parseFloat(record.get("unchanged_precision"));
float unchanged_recall = Float.parseFloat(record.get("unchanged_recall"));
batchArgs.add(
new Object[] {
modelIds.getFirst(),
epoch,
aAcc,
mFscore,
mPrecision,
mRecall,
mIoU,
mAcc,
changed_fscore,
changed_precision,
changed_recall,
unchanged_fscore,
unchanged_precision,
unchanged_recall
});
}
modelTrainMetricsJobCoreService.insertModelMetricsValidation(batchArgs);
} catch (IOException e) {
throw new RuntimeException(e);
}
// } catch (JSchException | SftpException e) {
// throw new RuntimeException(e);
// }
modelTrainMetricsJobCoreService.updateModelMetricsTrainSaveYn(modelIds.getFirst(), "step1");
}
}