Docker

.dockerignore

@@ -0,0 +1,8 @@
+env/
+.venv/
+__pycache__/
+*.pyc
+.git
+.gitignore
+.env
+*.env

.github/workflows/ci-pipeline.yml

@@ -0,0 +1,88 @@
+name: CI Pipeline
+
+on:
+  push:
+    branches:
+      - main
+    paths-ignore:
+      - 'app/clients/**'  # Ignore all changes in the 'clients' directory
+  pull_request:
+    branches:
+      - main
+    paths-ignore:
+      - 'app/clients/**'  # Ignore all changes in the 'clients' directory
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v3
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.10'
+
+      - name: Install dependencies
+        run: |
+          pip install -r requirements.txt  # Install dependencies directly
+
+      - name: Install Pylint
+        run: |
+          pip install pylint  # Install pylint globally in the current environment
+
+      - name: Run Pylint and Save Report
+        run: |
+          pylint app/ --ignore=clients || true  # Continue even if pylint fails
+          pylint app/ --ignore=clients > pylint-report.txt  # Save the report to a file
+
+      - name: Upload Pylint Report
+        uses: actions/upload-artifact@v3
+        with:
+          name: pylint-report
+          path: pylint-report.txt
+
+      - name: Generate Workflow Summary
+        run: |
+          echo "## Pylint Results" >> $GITHUB_STEP_SUMMARY
+          echo "\`\`\`" >> $GITHUB_STEP_SUMMARY
+          cat pylint-report.txt >> $GITHUB_STEP_SUMMARY
+          echo "\`\`\`" >> $GITHUB_STEP_SUMMARY
+
+  docker:
+    runs-on: ubuntu-latest
+    needs: lint  # Ensure the lint job runs first
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v2
+
+      - name: Cache Docker layers
+        uses: actions/cache@v3
+        with:
+          path: /tmp/.buildx-cache
+          key: ${{ runner.os }}-buildx-${{ github.sha }}
+          restore-keys: |
+            ${{ runner.os }}-buildx-
+
+      - name: Build Docker Image
+        run: docker build -t my_project_image .
+
+      - name: Run Docker Container
+        run: |
+          docker run -d -p 5000:5000 my_project_image
+          sleep 10  # Wait for the container to start
+
+      - name: Test Docker Container
+        run: |
+          curl http://localhost:5000 || exit 1  # Test if the container is running properly
+
+      - name: Cleanup Docker Containers
+        run: |
+          docker stop $(docker ps -q)  # Stop all running containers
+          docker rm $(docker ps -a -q)  # Remove all containers

.github/workflows/docker-ci.yml

@@ -0,0 +1,20 @@
+name: Docker CI
+
+on:
+  push:
+    branches: [ "main" ]
+  pull_request:
+    branches: [ "main" ]
+
+jobs:
+  build-and-test:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+
+    - name: Build Docker image
+      run: docker compose build
+
+    - name: Run Docker container
+      run: docker compose up -d

.github/workflows/pylint-report.txt

@@ -0,0 +1,2 @@
+************* Module app/
+app/:1:0: F0001: No module named app/ (fatal)

.gitignore

@@ -2,3 +2,4 @@
 .idea
 __pycache__
 .DS_Store
+get-pip.py

Dockerfile

@@ -0,0 +1,20 @@
+FROM python:3.11-slim
+
+WORKDIR /app
+
+# 安装必要的系统包和 Python 开发工具
+RUN apt-get update && apt-get install -y \
+    gcc \
+    python3-dev \
+    && rm -rf /var/lib/apt/lists/*
+
+# 安装 pip 和 setuptools
+RUN pip install --no-cache-dir --upgrade pip setuptools
+
+# 复制并安装依赖
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY . .
+
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000"]

README.md

@@ -3,3 +3,4 @@ This will contain the model used for the project that based on the input informa
 The model works off of dummy data of several combinations of clients alongside the interventions chosen for them as well as their success rate at finding a job afterward. The model will be updated by the case workers by inputing new data for clients with their updated outcome information, and it can be updated on a daily, weekly, or monthly basis.
 
 This also has an API file to interact with the front end, and logic in order to process the interventions coming from the front end. This includes functions to clean data, create a matrix of all possible combinations in order to get the ones with the highest increase of success, and output the results in a way the front end can interact with.
+

app/__init__.py

@@ -0,0 +1,7 @@
+"""
+This module contains initialization functions for the app.
+"""
+
+def model():
+    """Return a placeholder model, currently returns None."""
+    return None