ium_487197/Jenkinsfile_train

node {
 stage('Preparation') { 
     properties([
         parameters([
		 	    string(
                    defaultValue: '20',
                    description: 'Number of epochs',
                    name: 'EPOCHS'
                ),
                string(
                    defaultValue: '0.01',
                    description: 'Learning rate',
                    name: 'LR'
                ),
                string(
                    defaultValue: '0.2',
                    description: 'Validation_split',
                    name: 'VALIDATION_SPLIT'
                ),
         ])
     ])
 }
 
      stage('checkout: Check out from version control') {
     checkout([$class: 'GitSCM', branches: [[name: '*/master']], extensions: [], userRemoteConfigs: [[credentialsId: 's487197', url: 'https://git.wmi.amu.edu.pl/s487197/ium_487197']]])
 }
 stage('Dockerfile'){
    def testImage = docker.image('s487197/ium:55')
	testImage.inside{ 
         copyArtifacts filter: 'baltimore_train.csv', projectName: 's487197-create-dataset'
		 sh "python3 ium_sacred.py -epochs $EPOCHS -lr $LR -validation_split $VALIDATION_SPLIT"
	     archiveArtifacts artifacts: 'baltimore.zip, mlflow_model.pth'
	 stage('Buil'){
     build job: 's487197-evaluation.eg/master', parameters: [string(name: 'build', value: "${currentBuild.number}")], wait:false
	 }
	 
    }
   
 }
}