PM/MDL Assignment 1 — Deployment

Structure

.
├─ code/
│  ├─ deployment/
│  │  ├─ api/
│  │  │  ├─ Dockerfile
│  │  │  └─ main.py
│  │  ├─ app/
│  │  │  ├─ Dockerfile
│  │  │  └─ app.py
│  │  └─ docker-compose.yml
│  └─ models/
│     └─ train.py
├─ models/
│  └─ model.joblib     
└─ requirements.txt

---

Launch

Clone and raise services:

git clone https://github.com/<your-username>/pmldl-assignment1-deploy.git
cd pmldl-assignment1-deploy/code/deployment
docker compose build --no-cache
docker compose up -d

Checking:

• API (health):
  http://localhost:8000/health → {"status":"ok"}
• UI (Streamlit):
  http://localhost:8501

Stop:

docker compose down