Update Jenkinsfile
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27
Jenkinsfile
vendored
27
Jenkinsfile
vendored
@ -11,38 +11,17 @@ pipeline {
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checkout scm
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checkout scm
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}
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}
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}
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}
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stage('Download dataset') {
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stage('Copy Artifacts') {
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steps {
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steps {
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withEnv(["KAGGLE_USERNAME=${params.KAGGLE_USERNAME}", "KAGGLE_KEY=${params.KAGGLE_KEY}"]) {
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copyArtifacts fingerprintArtifacts: true, projectName: 'z-s464914-create-dataset', selector: buildParameter('BUILD_SELECTOR')
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sh 'pip install kaggle'
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sh 'kaggle datasets download -d uciml/forest-cover-type-dataset'
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sh 'unzip -o forest-cover-type-dataset.zip'
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sh 'rm forest-cover-type-dataset.zip'
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}
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}
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}
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}
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}
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stage('Train') {
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stage('Build') {
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steps {
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script {
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withEnv(["KAGGLE_USERNAME=${params.KAGGLE_USERNAME}",
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"KAGGLE_KEY=${params.KAGGLE_KEY}" ]) {
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def customImage = docker.build("custom-image")
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customImage.inside {
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sh 'python3 ./IUM_2.py'
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archiveArtifacts artifacts: 'covtype.csv, forest_train.csv, forest_test.csv, forest_val.csv', onlyIfSuccessful: true
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}
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}
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}
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}
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}
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stage('Train and Predict') {
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steps {
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steps {
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script {
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script {
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def customImage = docker.build("custom-image")
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def customImage = docker.build("custom-image")
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customImage.inside {
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customImage.inside {
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sh 'python3 ./model.py'
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sh 'python3 ./model.py'
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sh 'python3 ./prediction.py'
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archiveArtifacts artifacts: 'model.pth, predictions.txt', onlyIfSuccessful: true
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archiveArtifacts artifacts: 'model.pth, predictions.txt', onlyIfSuccessful: true
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}
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}
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}
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}
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