Dockerfile

@@ -1,8 +1,6 @@
 FROM ubuntu:latest
 
-RUN apt-get update && apt-get install -y python3-pip unzip coreutils
-
-RUN pip install --user kaggle pandas scikit-learn tensorflow
+RUN apt-get update && apt-get install -y python3-pip unzip coreutils python3-venv
 
 WORKDIR /app
 
@@ -11,4 +9,11 @@ COPY ./OrangeQualityData.csv ./
 COPY ./orange_quality_model_tf.h5 ./
 COPY ./predictions_tf.json ./
 
+RUN python3 -m venv venv
+RUN /bin/bash -c "source venv/bin/activate"
+
+RUN pip install tensorflow
+
+RUN apt-get install -y python3-sklearn
+
 CMD ["python3", "data_processing.sh"]

Jenkingfile-multi

@@ -0,0 +1,85 @@
+pipeline {
+    agent {
+        dockerfile {
+            filename 'Dockerfile'
+            label 'docker'
+        }
+    }
+
+    triggers {
+        upstream(upstreamProjects: 's123456-create-dataset', threshold: hudson.model.Result.SUCCESS)
+    }
+
+    parameters {
+        string(
+            defaultValue: '--epochs 100 --batch_size 32 --learning_rate 0.01',
+            description: 'Parametry trenowania',
+            name: 'TRAINING_PARAMS'
+        )
+    }
+
+    environment {
+        DATASET_PROJECT = 's123456-create-dataset'
+        DATA_DIR = 'data'
+    }
+
+    stages {
+        stage('Clone repository') {
+            steps {
+                checkout scm
+            }
+        }
+
+        stage('Copy Dataset') {
+            steps {
+                script {
+                    copyArtifacts(
+                        projectName: "${env.DATASET_PROJECT}",
+                        selector: lastSuccessful(),
+                        target: "${env.DATA_DIR}"
+                    )
+                }
+            }
+        }
+
+        stage('Set execute permission') {
+            steps {
+                script {
+                    sh 'chmod +x data_processing.sh'
+                }
+            }
+        }
+
+        stage('Run shell script') {
+            steps {
+                script {
+                    sh './data_processing.sh'
+                }
+            }
+            post {
+                success {
+                    archiveArtifacts artifacts: 'results.txt', allowEmptyArchive: true
+                }
+            }
+        }
+
+        stage('Train Model') {
+            steps {
+                sh "python3 model.py ${params.TRAINING_PARAMS}"
+            }
+        }
+
+        stage('Archive Model') {
+            steps {
+                archiveArtifacts artifacts: 'orange_quality_model_tf.h5', allowEmptyArchive: true
+                archiveArtifacts artifacts: 'predictions_tf.json', allowEmptyArchive: true
+            }
+        }
+    }
+
+    post {
+        always {
+            cleanWs()
+        }
+    }
+}

requirements.txt

@@ -0,0 +1,4 @@
+pandas
+scikit-learn
+tensorflow
+kaggle