Update .gitlab-ci.yml file

.gitlab-ci.yml

-stages:          # List of stages for jobs, and their order of execution
-  - build
+stages:
+  - train
   - test
   - deploy
 
-build-job:       # This job runs in the build stage, which runs first.
-  stage: build
-  script:
-    - echo "Compiling the code..."
-    - echo "Compile complete."
+variables:
+  MODEL_PATH: "distilbert-finetuned-ner"
+
+before_script:
+  # Ensure the required Python version and pip are set up
+  - apt-get update && apt-get install -y python3 python3-pip
+  - python3 -m pip install --upgrade pip
+  - pip3 install -r requirements.txt
 
-unit-test-job:   # This job runs in the test stage.
-  stage: test    # It only starts when the job in the build stage completes successfully.
+train:
+  stage: train
   script:
-    - echo "Running unit tests... This will take about 60 seconds."
-    - echo "Code coverage is 90%"
+    - python3 train_model.py
+  artifacts:
+    paths:
+      - $MODEL_PATH  # Save the trained model as an artifact
 
-lint-test-job:   # This job also runs in the test stage.
-  stage: test    # It can run at the same time as unit-test-job (in parallel).
+test:
+  stage: test
   script:
-    - echo "Linting code... This will take about 10 seconds."
-    - echo "No lint issues found."
+    - echo "Testing the model..."
+    # Ensure Flask is installed
+    - pip3 install flask
+    # Run the Flask app in the background
+    - nohup python3 app.py &
+    - sleep 10  # Wait for the server to start
+    # Run the tests
+    - curl -X POST http://localhost:5003/predict -H "Content-Type: application/json" -d '{"tokens": ["For", "this", "purpose", "the", "Gothenburg", "Young", "Persons", "Empowerment", "Scale", "(", "GYPES", ")", "was", "developed", "."]}'
+    - curl -X POST http://localhost:5003/stress_test -H "Content-Type: application/json" -d '{"tokens": ["For", "this", "purpose", "the", "Gothenburg", "Young", "Persons", "Empowerment", "Scale", "(", "GYPES", ")", "was", "developed", "."]}'
+    - curl -X POST http://localhost:5003/run_stress_test -H "Content-Type: application/json" -d '{"num_requests": 50}'
+    - curl -X GET http://localhost:5003/get_latest_results
+  dependencies:
+    - train
 
-deploy-job:      # This job runs in the deploy stage.
-  stage: deploy  # It only runs when *both* jobs in the test stage complete successfully.
-  environment: production
+deploy:
+  stage: deploy
   script:
-    - echo "Deploying application..."
-    - echo "Application successfully deployed."
+    - echo "Deploying model..."
+    # Deployment steps go here, for example, uploading the model to a server
+  dependencies:
+    - train