s

.github/workflows/main.yml

@@ -0,0 +1,71 @@
+name: GitHub Workflow
+
+on:
+  workflow_dispatch:
+    inputs:
+      epochs:
+        description: 'Number of epochs'
+        required: true
+        default: '10'
+
+jobs:
+  build-and-train:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v2
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+
+      - name: Login to DockerHub
+        uses: docker/login-action@v1 
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Build and push
+        uses: docker/build-push-action@v2
+        with:
+          context: .
+          push: true
+          tags: ${{ secrets.DOCKERHUB_USERNAME }}/training-model:latest
+
+      - name: Run training
+        run: docker run ${{ secrets.DOCKERHUB_USERNAME }}/training-model:latest python3 ../../train.py --epochs ${{ github.event.inputs.epochs }}
+
+  evaluate:
+    needs: build-and-train
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: '3.x'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install pandas numpy tensorflow scikit-learn matplotlib
+
+      - name: Run evaluation
+        run: python ../../evaluate.py
+
+  archive:
+    needs: evaluate
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v2
+
+      - name: Archive model
+        run: tar -czvf ../../model.tar.gz ../../model.h5
+
+      - name: Upload model
+        uses: actions/upload-artifact@v2
+        with:
+          name: model
+          path: ../../model.tar.gz

JenkinsfileDVC

@@ -62,7 +62,7 @@ pipeline {
 
         stage('Run DVC Pipeline') {
             steps {
-                sh 'PATH=$PATH:~/.local/bin/ dvc repro'
+                sh 'PATH=$PATH:~/.local/bin/ dvc reproduce'
             }
         }