ium_444018/lab7/Jenkinsfile_train

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2022-05-16 01:13:58 +02:00
pipeline {
agent {
dockerfile {
additionalBuildArgs "--build-arg KAGGLE_USERNAME=${params.KAGGLE_USERNAME} --build-arg KAGGLE_KEY=${params.KAGGLE_KEY} --build-arg CUTOFF=${params.CUTOFF} -t docker_image"
}
}
parameters {
string(
defaultValue: '1000',
description: 'Number of epochs',
name: 'EPOCHS',
trim: false
)
}
stages {
stage('Copy artifacts'){
steps {
copyArtifacts filter: '*', projectName: 's444018-create-dataset'
}
}
stage('Train model with sacred') {
steps {
sh 'python3 ./biblioteka_DL/dllib.py with "epochs=$EPOCHS"'
archiveArtifacts artifacts: 'model.pkl, s444018_sacred_FileObserver/**/*.*, result.csv', followSymlinks: false
}
}
}
post {
success {
emailext body: 'SUCCESS', subject: 's444018-training', to: 'e19191c5.uam.onmicrosoft.com@emea.teams.ms'
}
failure {
emailext body: 'FAILURE', subject: 's444018-training', to: 'e19191c5.uam.onmicrosoft.com@emea.teams.ms'
}
unstable {
emailext body: 'UNSTABLE', subject: 's444018-training', to: 'e19191c5.uam.onmicrosoft.com@emea.teams.ms'
}
changed {
emailext body: 'CHANGED', subject: 's444018-training', to: 'e19191c5.uam.onmicrosoft.com@emea.teams.ms'
}
}
}