ium_426206/Jenkinsfile_train

pipeline {
	agent any
	triggers {
		upstream(upstreamProjects: "s426206-create-dataset", 
		threshold: hudson.model.Result.SUCCESS) 	
	}
    parameters {
		string(
			defaultValue: '',
			description: 'Parametry trenowania.',
			name: 'PARAMETRY',
			trim: false)
      	buildSelector(
			defaultSelector: lastSuccessful(),
			description: 'Which build to use for copying artifacts',
			name: 'BUILD_SELECTOR')
	}
	stages {
		stage('checkout') {
			steps {
				checkout([$class: 'GitSCM', branches: [[name: '*/master']], doGenerateSubmoduleConfigurations: false, extensions: [], submoduleCfg: [], userRemoteConfigs: [[url: 'https://git.wmi.amu.edu.pl/s426206/ium_426206.git']]])
			}
		}
        stage('Copy artifact') {
                steps {
                    copyArtifacts filter: 'train_dataset.pt,val_dataset.pt', fingerprintArtifacts: false, projectName: 's426206-create-dataset', selector: buildParameter('BUILD_SELECTOR')
                }
            }		
		stage('docker') {
			steps {
                script {
                    def img = docker.build('rokoch/ium:01')
                    img.inside {
						sh 'rm -rf my_model'
                        sh 'chmod +x dlgssdpytorch.py'
                        sh 'python3 ./dlgssdpytorch.py $PARAMETRY'
                        sh 'chmod +x train_mlflow.py'
						//sh 'chmod +x generate_MLmodel.py'
						//sh 'python3 ./generate_MLmodel.py'
						sh 'python3 ./train_mlflow.py -e 5'
						//sh 'mlflow run --experiment-name s426206 .' //Uruchamiany projekt nie moze znajdowac sie w katalogach z wielkimi literami.
                    }
                }
			}
		}
		
		stage('end') {
            steps {
				//Zarchiwizuj wynik
				archiveArtifacts 'model.pt, my_runs/**/*, my_model/**/*'
					
			}
		}
	}
	post {
		success {
			//Wysłanie maila
			emailext body: 'Success train',
				subject: 's426206 train',
				to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
			//Uruchamianie innego zadania
			build job: 's426206-evaluation/master', parameters: [string(name: 'BUILD_SELECTOR_TRAINING', value: '<StatusBuildSelector plugin="copyartifact@1.46"/>'), string(name: 'BUILD_SELECTOR_DATASET', value: '<StatusBuildSelector plugin="copyartifact@1.46"/>'), string(name: 'BUILD_SELECTOR_EVALUATION', value: '<StatusBuildSelector plugin="copyartifact@1.46"/>'), gitParameter(name: 'BRANCH', value: 'master')]

		}
		unstable {
			emailext body: 'Unstable train', subject: 's426206 train', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
		}
		failure {
			emailext body: 'Failure train', subject: 's426206 train', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
		}
		changed {
			emailext body: 'Changed train', subject: 's426206 train', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
		}
	}
}