Update ci_cd.yml

.github/workflows/ci_cd.yml

@@ -1,4 +1,4 @@
-name: ZenML Pipeline Execution
+name: CI/CD Pipeline
 
 on:
   push:
@@ -9,47 +9,53 @@ on:
       - main
 
 jobs:
-  run-zenml-pipeline:
+  build-and-deploy:
     runs-on: ubuntu-latest
 
-    services:
-      cassandra:
-        image: cassandra:latest
-        ports:
-          - 9042:9042
-        options: >
-          --health-cmd "cqlsh -e 'DESCRIBE KEYSPACES'" 
-          --health-interval 10s 
-          --health-timeout 5s 
-          --health-retries 5
-
     steps:
-      - uses: actions/checkout@v2
-
-      - name: Set up Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: "3.9"
-
-      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install -r requirements.txt
-
-      - name: Run ZenML Pipeline
-        run: |
-          zenml up
-          zenml run
-        env:
-          CASSANDRA_CLUSTER: "localhost"
-
-      - name: Shutdown ZenML services
-        if: always()
-        run: zenml down
-
-      - name: Log Metrics to MLflow
-        run: |
-          pip install mlflow
-          mlflow server --backend-store-uri sqlite:///mlflow.db --default-artifact-root ./mlruns --host 0.0.0.0 --port 5000
-        env:
-          MLFLOW_TRACKING_URI: http://localhost:5000
+    - name: Checkout repository
+      uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.8'
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -r requirements.txt
+
+    - name: Lint code
+      run: |
+        pip install flake8
+        flake8 .
+
+    - name: Build Docker image for FastAPI
+      run: docker build -t fastapi-bert-predictor -f Dockerfile .
+
+    - name: Build Docker image for TensorFlow Serving
+      run: docker build -t bert-election2020-serving -f Dockerfile-tf-serving .
+
+    - name: Log in to Google Cloud
+      uses: google-github-actions/auth@v0
+      with:
+        credentials_json: ${{ secrets.GOOGLE_CLOUD_CREDENTIALS }}
+
+    - name: Configure Google Cloud
+      run: |
+        gcloud config set project ${{ secrets.GCP_PROJECT_ID }}
+        gcloud auth configure-docker
+
+    - name: Push Docker images to Google Container Registry
+      run: |
+        docker tag fastapi-bert-predictor gcr.io/${{ secrets.GCP_PROJECT_ID }}/fastapi-bert-predictor:latest
+        docker push gcr.io/${{ secrets.GCP_PROJECT_ID }}/fastapi-bert-predictor:latest
+        docker tag bert-election2020-serving gcr.io/${{ secrets.GCP_PROJECT_ID }}/bert-election2020-serving:latest
+        docker push gcr.io/${{ secrets.GCP_PROJECT_ID }}/bert-election2020-serving:latest
+
+    - name: Deploy to Google Kubernetes Engine
+      run: |
+        gcloud container clusters get-credentials ${{ secrets.GKE_CLUSTER_NAME }} --zone ${{ secrets.GKE_ZONE }}
+        kubectl apply -f k8s/deployment.yml
+        kubectl apply -f k8s/service.yml